toolsdk-mcp-registry

ToolSDK.ai's Awesome MCP Servers and Packages Registry and Database with Structured JSON configurations
https://github.com/toolsdk-ai/toolsdk-mcp-registry

Last synced: 4 days ago
JSON representation

3. 🎯 Project Purpose
- ToolSDK.ai
- ToolSDK.ai
Browser Automation
- How to Submit
  - ✅ @playwright/mcp - tuned models. (21 tools) (node)
  - ❌ puppeteer-vision-mcp-server
  - ❌ @thedaviddias/mcp-llms-txt-explorer - specific language model instructions for context-aware interactions in web-based environments. (node)
  - ❌ element-selector
  - ❌ cloudflare-browser-rendering
  - ✅ vibe-eyes - based games and applications by capturing canvas content, console logs, and errors, then processing visual data into compact SVG representations for seamless debugging. (1 tools) (node)
  - ❌ screenshotone
  - ❌ steel-puppeteer
  - ✅ mcp-web-content-pick
  - ❌ puppeteer-extra-stealth - Extra and Stealth Plugin for navigating websites, capturing screenshots, interacting with elements, and executing JavaScript while avoiding detection as automation. (node)
  - ❌ configurable-puppeteer
  - ❌ browser-control
  - ❌ playmcp-(playwright-browser-automation)
  - ❌ webpage-screenshot
  - ❌ chrome-debug
  - ✅ mcp-cookie-server
  - ✅ @tokenizin/mcp-npx-fetch
  - ❌ web-fetcher
  - ❌ safari-screenshot
  - ❌ mcp-desktop-automation
  - ✅ mcp-jinaai-grounding
  - ❌ website-downloader - based website downloading capabilities to enable offline archiving and analysis of web content while preserving site structure. (node)
  - ❌ undetected-chromedriver - bot measures for web scraping, automated testing, and data collection from sophisticated websites. (python)
  - ❌ scenic-gui-automation - time connection monitoring via a dual-architecture TCP server and TypeScript interface. (node)
  - ✅ @executeautomation/playwright-mcp-server
  - ❌ manus - based API. (node)
  - ❌ scrapybara-(virtual-ubuntu)
  - ❌ browser-automation-(playwright)
  - ❌ website-to-markdown-converter - quality Markdown using Mozilla's Readability and TurndownService, enabling clean extraction of meaningful content from URLs or HTML files for analysis and document conversion. (node)
  - ❌ web-content-explorer - following capabilities, using a dual-strategy approach with axios and puppeteer fallback to provide reliable document retrieval within time constraints. (node)
  - ❌ raccoon-ai-(lam-api)
  - ❌ browse-together-(playwright) - browser controlled by both you and your AI assistant (node)
  - ❌ x-(twitter)-scraper - twitter-client library, enabling tweet retrieval and posting within Docker containers with proxy support for network isolation. (node)
  - ❌ playwright-cdp
  - ❌ playwright-screenshot
  - ❌ deco-site-loaders - Sent Events (node)
  - ✅ mcp-server-weibo
  - ❌ screenshot-server
  - ❌ puppeteer-linux
  - ❌ safari-browser-automation
  - ❌ html-page-preview
  - ❌ web-llm-playwright - based local LLM inference by running Web-LLM models entirely in a headless Chromium browser without external API dependencies, supporting multiple quantized models with dynamic switching and screenshot debugging for privacy-sensitive offline workflows. (node)
  - ✅ @modelcontextprotocol/server-puppeteer
  - ❌ scrappey - bot protections and enhancing web content with CSS selectors for interactive elements. (node)
  - ✅ fetch-mcp
  - ❌ screenshotone-mcp-server
  - ❌ puppeteer
  - ❌ cloudbrowser - association fingerprint browser environment and automated interaction APIs. (node)
  - ✅ @kazuph/mcp-fetch
  - ✅ gologin-mcp
  - ❌ baseline-(web-platform-compatibility) - time browser compatibility status for Web Platform APIs by connecting to the WebStatus API, helping web developers make informed decisions about feature usage (node)
  - ❌ firecrawl
  - ❌ patchright-stealth-browser - bot detection systems while offering essential tools for navigating websites, interacting with elements, and extracting content. (node)
  - ❌ web-curl
  - ❌ webmcp
  - ✅ chrome-debug-mcp
  - ❌ kubernetes-lens
  - ❌ apify-rag-web-browser - source RAG Web Browser Actor to perform web searches, scrape URLs, and return content in Markdown. (node)
  - ❌ chrome-debug-mcp-server
  - ❌ playwright-lighthouse
  - ✅ @automatalabs/mcp-server-playwright
  - ✅ @cmann50/mcp-chrome-google-search - to-date web information for tasks like fact-checking and research. (2 tools) (node)
  - ✅ blowback-context - time feedback and debugging capabilities through browser automation, capturing console logs, monitoring HMR events, and enabling DOM interaction without leaving the conversation interface. (11 tools) (node)
  - ❌ shufersal - in users, and adding items directly to the cart through browser automation. (node)
  - ❌ simple-website-fetcher
  - ❌ screenshot-website-fast - page website screenshots using Puppeteer and automatically splits them into 1072x1072 pixel tiles optimized for vision model processing with robust error handling and retry logic. (node)
  - ❌ awesome-cursor
  - ❌ deno-playwright
  - ❌ fetch-browser
  - ✅ fetcher-mcp - heavy websites in HTML or Markdown format for research and information gathering. (2 tools) (node)
  - ❌ playwright
  - ❌ dom-screenshot
  - ❌ browser-tools
  - ❌ jina-reader
  - ❌ e2e-browser-automation - to-end testing and web automation through browser interaction capabilities for extracting content, following links, and executing automated browsing workflows with configurable headless operation. (node)
  - ❌ @djyde/browser-mcp - time interaction with web pages, allowing retrieval of content as markdown, CSS styling modifications, and browser history searches. (node)
  - ❌ cloudflare-browser-rendering-(playwright) - filling, element interaction, and data extraction without requiring vision models. (node)
  - ❌ stealth-browser - detection techniques for evading bot detection systems during web scraping and automated testing. (node)
  - ❌ playwright-stealth - bot systems (node)
  - ❌ choreograph-(playwright-browser-&-electron-automation)
  - ❌ fetch
  - ❌ usescraper
  - ✅ mcp-server-chatgpt-app
  - ❌ browserbase
  - ❌ onenote-browser
  - ✅ @kazuph/mcp-browser-tabs
  - ✅ @just-every/mcp-read-website-fast - based caching, robots.txt compliance, and concurrent crawling capabilities for fast content processing workflows. (1 tools) (node)
  - ✅ @peng-shawn/mermaid-mcp-server - quality headless browser rendering, supporting multiple themes and customizable backgrounds. (1 tools) (node)
  - ❌ yingdao-mcp-server - based robotic process automation applications. (node)
  - ❌ puppeteer-real-browser-mcp-server - real-browser with anti-detection features, human-like interactions, proxy support, and captcha solving for web scraping, testing, and form automation that bypasses bot detection mechanisms. (node)
  - ❌ chrome-browser-control - grained control over Chrome browser instances through the Chrome DevTools Protocol, allowing web navigation, element interaction, text input, and content extraction with automatic handling of dynamic content. (node)
  - ✅ hyper-mcp-browser
  - ❌ cursor-a11y
  - ❌ skrape
  - ✅ mcp-node-fetch
  - ✅ @kwp-lab/mcp-fetch
  - ❌ linkedin-profile-scraper
  - ❌ scapegraph - based data analysis for efficient extraction and processing of large-scale web data. (python)
  - ❌ browser-use-mcp-server - 4o model, enabling remote web navigation, content extraction, and task execution with configurable browser contexts. (python)
  - ❌ notte-browser
  - ❌ uber-eats-automation
  - ❌ brave-browser
  - ❌ x-tweets
  - ❌ pyppeteer-browser-automation
  - ❌ groundng-(qa-for-cursor) - based fallback mechanisms. (python)
  - ❌ crawl4ai-(web-scraping-&-crawling) - page content extraction, metadata retrieval, and Google search functionality, enabling workflows that require web content analysis, data collection, or online research tasks. (python)
  - ❌ lsd-sql - time. (python)
  - ❌ puppeteer-browser-automation
  - ❌ doc-scraper-(jina.ai)
  - ❌ browser-operator
  - ❌ web-scraper
  - ❌ browser-automation - powered browser automation server that enables web interactions like navigation, clicking, form filling, and scrolling with minimal human supervision for web scraping, testing, and automated browsing scenarios. (python)
  - ❌ moling
  - ❌ browser
  - ❌ omniparser
  - ❌ playwright-plus
  - ❌ chrome-browser-automation - driven web automation through Chrome browser integration for tasks like navigation, interaction, form filling, and content extraction via WebSocket protocol. (python)
  - ❌ rayon-design-cad - assisted design workflows. (python)
  - ✅ mcp-rquest - bot measures while supporting all HTTP methods, authentication, and automatic response handling for web scraping and API interactions. (10 tools) (python)
  - ✅ firecrawl-mcp
  - ❌ computer-control-mcp
  - ❌ @browsercatco/mcp-server - based browser automation for navigation, screenshot capture, element interaction, and JavaScript execution without local browser installation. (node)
  - ❌ web-crawler
  - ❌ android-uiautomator2
  - ❌ omniparser-autogui - assisted control of desktop applications through visual analysis and GUI interactions. (python)
  - ❌ wechat-miniprogram
  - ❌ selenium-webdriver
  - ❌ browser-use-mcp
  - ✅ hyperbrowser-mcp
  - ❌ ai-cursor-scraping-assistant - commerce sites by analyzing website structure, detecting anti-bot protections, and generating Scrapy or Camoufox scrapers through a structured workflow. (python)
  - ❌ mcp_server_browser_use
  - ❌ browser-scraping-&-search
  - ❌ mcp-pyautogui-server
  - ❌ jina.ai-reader
  - ❌ playwright-console-debugger - time web debugging by using Playwright to open browsers, monitor console logs, and track network requests for structured analysis of web applications. (python)
  - ❌ skyvern
  - ❌ url2snap-(website-screenshot)
  - ❌ browser-use
  - ❌ web-browser-(playwright) - browser web automation for tasks like scraping, testing, and content extraction. (python)
  - ✅ scrapling-fetch-mcp - stealth), retrieving complete pages or specific content patterns without manual copying. (2 tools) (python)
  - ❌ x-(twitter)
  - ❌ mcp-browser-use
  - ❌ web-ux-evaluator
  - ❌ simple-tool-(website-fetcher)
  - ❌ @nicholmikey/chrome-tools
  - ✅ mcp-jinaai-reader
  - ❌ webscraping-ai-mcp
  - ❌ uber-eats
  - ✅ exa-mcp-server - time web information in a safe and controlled way. (6 tools) (node)
  - ✅ mcp-playwright-scraper - heavy web pages into high-quality Markdown with browser automation capabilities. (1 tools) (python)
  - ✅ @agentdeskai/browser-tools-mcp - powered browser tools integration. This server works in conjunction with the Browser Tools Server to provide AI capabilities for browser debugging and analysis. (14 tools) (node)
  - ✅ @angiejones/mcp-selenium
  - ✅ @browserstack/mcp-server - browser issues and verifying mobile app functionality. (20 tools) (node)
  - ✅ @debugg-ai/debugg-ai-mcp - configuration end-to-end testing for web applications by creating secure tunnels to local development servers and spawning testing agents that interact with web interfaces through natural language descriptions, returning detailed test results with execution recordings and screenshots. (1 tools) (node)
  - ✅ @octomind/octomind-mcp - driven test automation through the Octomind platform for creating, executing, and analyzing end-to-end tests without leaving your development environment. (19 tools) (node)
  - ✅ mcp-server-fetch
  - ✅ playwright-mcp - driven workflow. (5 tools) (node)
  - ❌ adspower-browser-manager - driven browser profile management through AdsPower's local API, providing tools for creating, updating, opening, and deleting browsers with customizable fingerprints and proxy configurations. (node)
  - ❌ browserloop - page, element-specific, and viewport screenshots in PNG, JPEG, and WebP formats, featuring cookie authentication, domain filtering, and configurable quality settings for web testing and visual verification workflows. (node)
  - ❌ crawlab - driven web scraping, task automation, and data extraction workflows through spider management, file operations, and resource access tools. (python)
  - ❌ deepwebresearch - query execution, intelligent content extraction, and screenshot capture using TypeScript and Playwright for comprehensive information gathering across multiple sources. (node)
  - ❌ docs-scraper - based documentation through multiple crawling strategies like sitemap traversal and menu navigation, enabling structured content extraction with rate limiting and robots.txt compliance (python)
  - ❌ playwright-browser-automation - filling, and tab management without requiring vision-tuned models. (node)
  - ❌ twitter
  - ❌ website-downloader-(windows) - compatible website downloader for efficient web content retrieval and storage, leveraging asynchronous processing and concurrent downloads for tasks like web scraping and content archiving. (python)
  - ❌ youtube-transcript-extractor - line tool, enabling content analysis and subtitle generation. (python)
- - ❌ fetch - based server that fetches text and images from URLs with customizable HTTP requests, headers, and timeouts. (go)
  - ❌ playwright-mcp - powered browser automation for web tasks including navigation, interaction, and content extraction through Playwright's comprehensive browser control capabilities. (python)
  - ✅ @executeautomation/playwright-mcp-server
  - ✅ tavily-mcp - time web search and intelligent data extraction. (4 tools) (node)
  - ✅ @automatalabs/mcp-server-playwright
  - ❌ playwright
  - ✅ @modelcontextprotocol/server-puppeteer
  - ❌ scapegraph - based data analysis for efficient extraction and processing of large-scale web data. (python)
  - ❌ moling
  - ❌ doc-scraper-(jina.ai)
  - ❌ omniparser
  - ❌ linkedin-profile-scraper
  - ❌ fetch - based server that fetches text and images from URLs with customizable HTTP requests, headers, and timeouts. (go)
  - ❌ chrome-browser-automation - driven web automation through Chrome browser integration for tasks like navigation, interaction, form filling, and content extraction via WebSocket protocol. (python)
  - ❌ x-tweets
  - ❌ browser-operator
  - ❌ playwright-plus
  - ❌ website-downloader-(windows) - compatible website downloader for efficient web content retrieval and storage, leveraging asynchronous processing and concurrent downloads for tasks like web scraping and content archiving. (python)
  - ✅ @browserstack/mcp-server - browser issues and verifying mobile app functionality. (19 tools) (node)
  - ✅ @octomind/octomind-mcp - driven test automation through the Octomind platform for creating, executing, and analyzing end-to-end tests without leaving your development environment. (18 tools) (node)
  - ❌ brave-browser
  - ❌ rayon-design-cad - assisted design workflows. (python)
  - ❌ crawl4ai-(web-scraping-&-crawling) - page content extraction, metadata retrieval, and Google search functionality, enabling workflows that require web content analysis, data collection, or online research tasks. (python)
  - ❌ groundng-(qa-for-cursor) - based fallback mechanisms. (python)
  - ❌ notte-browser
  - ❌ playwright-mcp - powered browser automation for web tasks including navigation, interaction, and content extraction through Playwright's comprehensive browser control capabilities. (python)
  - ❌ uber-eats-automation
  - ❌ undetected-chromedriver - bot measures for web scraping, automated testing, and data collection from sophisticated websites. (python)
  - ❌ puppeteer-browser-automation
  - ❌ lsd-sql - time. (python)
  - ❌ pyppeteer-browser-automation
  - ❌ browser-use-mcp-server - 4o model, enabling remote web navigation, content extraction, and task execution with configurable browser contexts. (python)
  - ✅ @executeautomation/playwright-mcp-server
  - ❌ web-scraper
  - ❌ browser
  - ❌ browser-automation - powered browser automation server that enables web interactions like navigation, clicking, form filling, and scrolling with minimal human supervision for web scraping, testing, and automated browsing scenarios. (python)
  - ✅ tavily-mcp - time web search and intelligent data extraction. (4 tools) (node)
  - ❌ mcp-server-chatgpt-app
  - ✅ exa-mcp-server - time web information in a safe and controlled way. (8 tools) (node)
  - ❌ mcp-browser-use
  - ❌ web-ux-evaluator
  - ✅ mcp-jinaai-reader
  - ❌ simple-tool-(website-fetcher)
  - ❌ mcp-playwright-scraper - heavy web pages into high-quality Markdown with browser automation capabilities. (python)
  - ✅ mcp-jinaai-grounding
  - ❌ webscraping-ai-mcp
  - ❌ uber-eats
  - ❌ simple-website-fetcher
  - ❌ @nicholmikey/chrome-tools
  - ❌ computer-control-mcp
  - ❌ docs-scraper - based documentation through multiple crawling strategies like sitemap traversal and menu navigation, enabling structured content extraction with rate limiting and robots.txt compliance (python)
  - ✅ @automatalabs/mcp-server-playwright
  - ❌ jina.ai-reader
  - ❌ playwright
  - ❌ omniparser-autogui - assisted control of desktop applications through visual analysis and GUI interactions. (python)
  - ❌ mcp-pyautogui-server
  - ❌ browser-scraping-&-search
  - ✅ hyperbrowser-mcp
  - ✅ @modelcontextprotocol/server-puppeteer
  - ❌ browser-use-mcp
  - ❌ mcp_server_browser_use
  - ❌ android-uiautomator2
  - ✅ firecrawl-mcp
  - ❌ url-fetch
  - ❌ mcp-rquest - bot measures while supporting all HTTP methods, authentication, and automatic response handling for web scraping and API interactions. (python)
  - ❌ web-crawler
  - ❌ selenium-webdriver
  - ❌ wechat-miniprogram
  - ❌ ai-cursor-scraping-assistant - commerce sites by analyzing website structure, detecting anti-bot protections, and generating Scrapy or Camoufox scrapers through a structured workflow. (python)
  - ❌ @browsercatco/mcp-server - based browser automation for navigation, screenshot capture, element interaction, and JavaScript execution without local browser installation. (node)
  - ❌ url2snap-(website-screenshot)
  - ❌ playwright-console-debugger - time web debugging by using Playwright to open browsers, monitor console logs, and track network requests for structured analysis of web applications. (python)
  - ❌ browser-use
  - ❌ web-browser-(playwright) - browser web automation for tasks like scraping, testing, and content extraction. (python)
  - ❌ xiaohongshu-search-and-comment
  - ❌ scrapling-fetch-mcp - stealth), retrieving complete pages or specific content patterns without manual copying. (python)
  - ❌ browserloop - page, element-specific, and viewport screenshots in PNG, JPEG, and WebP formats, featuring cookie authentication, domain filtering, and configurable quality settings for web testing and visual verification workflows. (node)
  - ❌ skyvern
  - ✅ @deventerprisesoftware/scrapi-mcp
  - ❌ x-(twitter)
  - ❌ raccoon-ai-(lam-api)
  - ✅ @debugg-ai/debugg-ai-mcp - configuration end-to-end testing for web applications by creating secure tunnels to local development servers and spawning testing agents that interact with web interfaces through natural language descriptions, returning detailed test results with execution recordings and screenshots. (1 tools) (node)
  - ❌ twitter
  - ❌ mcp-server-fetch
Command Line
- How to Submit
  - ✅ phone-mcp
  - ❌ apple-native-apps
  - ❌ macos-system
  - ❌ shell-command
  - ❌ terminal-session - compatible terminal sessions for executing commands and running interactive applications, enabling persistent interaction with command-line interfaces and programs. (go)
  - ❌ local-utilities
  - ✅ iterm-mcp - based workflows and automation tasks. (3 tools) (node)
  - ❌ pkgx - source command-line tools through pkgx, executing commands in a sandboxed environment that prevents unauthorized filesystem modifications. (node)
  - ❌ super-windows-cli
  - ❌ tmux-mcp
  - ❌ apple-automation - based system commands. (node)
  - ✅ super-shell-mcp - tier whitelist security model for controlled system access. (9 tools) (node)
  - ❌ run-shell-command
  - ❌ gemini-cli - line interface calls. (node)
  - ❌ @landicefu/android-adb-mcp-server
  - ✅ @kevinwatt/shell-mcp
  - ❌ remote-command - platform compatibility, automatically handling OS-specific differences for system administration, development, and automation tasks. (node)
  - ✅ perm-shell-mcp
  - ❌ iterm-terminal
  - ✅ iterm_mcp_server
  - ❌ macos-clipboard
  - ❌ macos-notify-mcp - to-navigate functionality for returning to specific tmux sessions, windows, and panes. (node)
  - ❌ windows-terminal
  - ❌ windows-remote-control
  - ✅ @simonb97/server-win-cli - line interfaces securely. (9 tools) (node)
  - ❌ @dhravya/apple-mcp
  - ✅ shell-command-mcp
  - ❌ local-repository-bridge
  - ❌ console-terminal - based application (node)
  - ✅ mcp-cli-exec
  - ❌ mac-volume-controller
  - ❌ npm-command-runner
  - ❌ command-executor - approved system commands for automation tasks, system management, and controlled access to host resources. (node)
  - ❌ ssh
  - ❌ terminal-log-manager
  - ✅ server-cmd - platform MCP server for executing command-line operations and SSH connections on Windows and Linux systems through a standardized interface. (2 tools) (node)
  - ❌ mac-shell
  - ❌ curl - like interface. (node)
  - ❌ cli-(desktop-commander)
  - ✅ mcp-wsl-exec - in safety features like path validation, timeouts, and error handling. (2 tools) (node)
  - ❌ @vilasone/ssh-mcp-server - machine management for system administration and infrastructure monitoring tasks. (node)
  - ❌ terminal - based server supporting both standard I/O and SSE communication modes. (node)
  - ❌ mcp-host-cli - line tool for creating and managing MCP hosts with streamlined setup for developers integrating AI capabilities into applications. (node)
  - ❌ dkmaker-mcp-rest-api - line tool for testing and debugging REST APIs with customizable requests and response analysis. (node)
  - ❌ @joshuarileydev/mac-apps-launcher-mcp-server
  - ❌ mcp-command-proxy - line applications like Expo development tools. (node)
  - ❌ vm-terminal - based terminal interface for remote VM command execution through WebSocket connections and automatic tunnel creation, eliminating the need for direct SSH access. (node)
  - ❌ ssh-commander
  - ✅ @rinardnick/mcp-terminal
  - ❌ apple-shortcuts-(macos)
  - ❌ applescript
  - ✅ os-info-mcp-server - time system information about the host computer, including CPU, memory, operating system, disk, battery, and process details for monitoring resources and troubleshooting performance issues. (1 tools) (node)
  - ✅ apple-notifier-mcp
  - ❌ windows-command-line-mcp-server - line functionality. (node)
  - ❌ llama3-terminal - based chat interface with persistent context management and YouTube search capabilities via Node.js and Socket.IO (node)
  - ❌ windows-desktop-automation - wrapped AutoIt functions for controlling mouse movements, keyboard input, window management, and UI elements via natural language instructions. (node)
  - ✅ mcp-apple-calendars - based server for reading, creating, updating, and deleting macOS calendar events through a local HTTP bridge, enabling seamless scheduling and calendar management for desktop applications. (7 tools) (node)
  - ✅ @devyhan/xcode-mcp - related command-line tools to enables project inspection, building, testing, archiving, code signing, and Xcode simulator management through natural language commands. (9 tools) (node)
  - ❌ scrapli-network-automation
  - ❌ kubernetes-eye
  - ❌ terminal-shell
  - ❌ homebrew
  - ❌ claude-c2
  - ❌ ssh-tools
  - ❌ terminal-control - platform terminal control server that executes shell commands and retrieves terminal information, with specialized support for macOS environments including AppleScript and iTerm2 integration. (python)
  - ❌ mcp-server-shell
  - ❌ mcpshell - based security, multiple sandboxing options, and robust error handling. (go)
  - ❌ tmux - based application interactions. (go)
  - ❌ apple-macos-native-applications
  - ❌ terminal-task-tracker - based task management system that enables creating, updating, and organizing tasks by priority and status while developing structured project plans with ordered steps. (python)
  - ❌ windows-desktop-control - based UI element identification. (python)
  - ❌ secure-shell-executor - powered Python implementation. (python)
  - ❌ cli-executor
  - ❌ shell-mcp-server
  - ❌ unix-manual
  - ❌ terminal-controller - based systems, with built-in security measures to prevent dangerous operations. (python)
  - ❌ mcp-windows
  - ❌ systemctl - Sent Events. (python)
  - ❌ llmbasedos
  - ❌ lilith-shell
  - ❌ cli-mcp-server
  - ❌ powershell-exec - time execution of PowerShell scripts through a lightweight Python server, bridging AI tools with PowerShell functionality for data analysis, Windows task automation, and module interaction. (python)
  - ❌ shell-history
  - ✅ mcp-shell-server
  - ✅ mcp-server-siri-shortcuts - defined automation workflows through generated tools. (3 tools) (node)
  - ❌ shell-command-executor - based blocking, timeouts, and output limits defined in YAML configuration. (go)
  - ✅ mcp-shell
  - ❌ command-line - line arguments for Unix/macOS systems. (python)
  - ❌ mcp-server-ssh-rails-runner
  - ✅ @steipete/peekaboo-mcp
  - ❌ script-tool - platform command line script execution tool with built-in protections like timeout handling, output capture, and environment validation for safe remote script running across different operating systems. (go)
  - ❌ my-mac - time Mac system information through a lightweight local server that safely executes verified commands for hardware specs, configuration, and resource usage data. (python)
  - ❌ server - to-speech interface for MacOS using the built-in 'say' command, enabling voice output for AI models. (python)
  - ✅ wcgw
  - ✅ @peakmojo/applescript-mcp
  - ✅ @steipete/macos-automator-mcp - defined scripts for application control, file operations, and system interactions. (2 tools) (node)
  - ✅ macos-notification-mcp - to-speech capabilities with customizable parameters like voice selection and speech rate. (5 tools) (python)
  - ✅ mcp-kubernetes-server - time resource administration within conversations. (1 tools) (python)
  - ✅ mcp-server-commands
  - ✅ mcp-server-macos-defaults
  - ❌ android-automation
  - ❌ everything-local-commands - level operations for file handling, information retrieval, HTTP requests, and command execution, enabling versatile system management and task automation. (node)
  - ❌ jarvis - based system administration server that provides secure filesystem operations, terminal command execution, web content fetching, and multi-file editing with configurable security controls including directory restrictions, command blocking, and backup mechanisms. (go)
  - ❌ macos-say - to-speech functionality, enabling dynamic voice output. (node)
  - ❌ mcp-grep - insensitive matching, context lines, and recursive directory searching. (python)
  - ❌ networkmanager-(nmstate) - based network state changes for system administration and troubleshooting. (python)
  - ❌ perplexity-advanced-mcp - line interface for interacting with Perplexity and OpenRouter APIs, supporting both simple queries and complex file attachments with easy provider switching through a containerized Docker implementation. (python)
  - ❌ play-sound-mcp-server
  - ❌ pty-terminal - step operations across multiple interactions. (python)
  - ❌ shell-command-runner - line tool integration. (node)
  - ❌ system-information-mcp-server - time system metrics and information through a Model Context Protocol interface, enabling access to CPU usage, memory statistics, disk information, network status, and running processes. (python)
  - ❌ terminal-command-executor - line access for executing shell commands with TypeScript validation, returning structured output and error streams through a lightweight stdio-based server. (node)
- - ❌ command-executor
  - ❌ terminal - line tool interactions directly from conversations. (python)
  - ✅ mcp-shell
  - ❌ command-line - line arguments for Unix/macOS systems. (python)
  - ❌ mcp-shell-server
  - ❌ my-mac - time Mac system information through a lightweight local server that safely executes verified commands for hardware specs, configuration, and resource usage data. (python)
  - ❌ server - to-speech interface for MacOS using the built-in 'say' command, enabling voice output for AI models. (python)
  - ❌ wcgw
  - ✅ @steipete/macos-automator-mcp - defined scripts for application control, file operations, and system interactions. (2 tools) (node)
  - ✅ @steipete/peekaboo-mcp
  - ✅ mcp-server-siri-shortcuts - defined automation workflows through generated tools. (3 tools) (node)
  - ❌ networkmanager-(nmstate) - based network state changes for system administration and troubleshooting. (python)
  - ❌ script-tool - platform command line script execution tool with built-in protections like timeout handling, output capture, and environment validation for safe remote script running across different operating systems. (go)
  - ❌ terminal - line tool interactions directly from conversations. (python)
  - ❌ mcp-server-macos-defaults
  - ❌ mcp-server-ssh-rails-runner
  - ❌ shell-command-executor - based blocking, timeouts, and output limits defined in YAML configuration. (go)
  - ❌ terminal-controller - based systems, with built-in security measures to prevent dangerous operations. (python)
  - ❌ mcp-kubernetes-server - time resource administration within conversations. (python)
  - ❌ homebrew
  - ❌ kubernetes-eye
  - ❌ windows-desktop-control - based UI element identification. (python)
  - ❌ terminal-shell
  - ❌ mcpshell - based security, multiple sandboxing options, and robust error handling. (go)
  - ❌ cli-mcp-server
  - ❌ terminal-control - platform terminal control server that executes shell commands and retrieves terminal information, with specialized support for macOS environments including AppleScript and iTerm2 integration. (python)
  - ❌ ssh-tools
  - ❌ macos-gui-control
  - ❌ phone-mcp
  - ❌ unix-manual
  - ❌ cli-executor
  - ❌ pty-terminal - step operations across multiple interactions. (python)
  - ❌ jarvis - based system administration server that provides secure filesystem operations, terminal command execution, web content fetching, and multi-file editing with configurable security controls including directory restrictions, command blocking, and backup mechanisms. (go)
  - ❌ scrapli-network-automation
  - ❌ llmbasedos
  - ✅ mcp-server-commands - in safety controls. (1 tools) (node)
  - ❌ apple-macos-native-applications
  - ❌ terminal-task-tracker - based task management system that enables creating, updating, and organizing tasks by priority and status while developing structured project plans with ordered steps. (python)
  - ❌ perplexity-advanced-mcp - line interface for interacting with Perplexity and OpenRouter APIs, supporting both simple queries and complex file attachments with easy provider switching through a containerized Docker implementation. (python)
  - ❌ shell-history
  - ❌ cua-mcp-server - Use Agent (CUA) workflows on Apple Silicon macOS. (python)
  - ❌ command-executor
  - ❌ shell-mcp-server
  - ❌ claude-c2
  - ❌ tmux - based application interactions. (go)
  - ❌ macos-notification-mcp - to-speech capabilities with customizable parameters like voice selection and speech rate. (python)
  - ❌ terminal-session - compatible terminal sessions for executing commands and running interactive applications, enabling persistent interaction with command-line interfaces and programs. (go)
  - ❌ powershell-exec - time execution of PowerShell scripts through a lightweight Python server, bridging AI tools with PowerShell functionality for data analysis, Windows task automation, and module interaction. (python)
  - ❌ android-automation
  - ❌ mcp-windows
  - ❌ lilith-shell
  - ❌ secure-shell-executor - powered Python implementation. (python)
  - ❌ mcp-server-shell
Communication
- How to Submit
  - ❌ google-toolbox
  - ❌ apple-reminders
  - ❌ @jeroensmink98/telegram-mcp
  - ❌ @v4lheru/trello-mcp-server
  - ❌ @nspady/google-calendar-mcp
  - ❌ weibo
  - ❌ frontapp - time event handling. (node)
  - ❌ webex-mcp-server
  - ❌ mcp-dingding-bot
  - ✅ trello-mcp-server - powered project management tasks like automated workflow optimization and task creation. (15 tools) (node)
  - ❌ beyond-social-(farcaster)
  - ❌ postmark
  - ❌ vapi-voice-ai
  - ❌ nostr
  - ❌ twilio-messaging
  - ❌ asana-mcp-server - Agent Conversation Protocol) Server that enables interaction with the Asana API, auto-generated using AG2's MCP builder. (python)
  - ❌ phonepi-mcp
  - ❌ traq - safe API implementation. (node)
  - ❌ telegram-mcp-server
  - ❌ outlook-for-macos
  - ❌ agent-communication - based server that handles agent registration, asynchronous messaging, task coordination, and context sharing with GitHub integration for complex workflows. (node)
  - ❌ discord-webhooks
  - ❌ mcp_twitter
  - ❌ @kacase/mcp-outlook
  - ❌ blastengine-mailer
  - ❌ tlon-urbit-messenger - readable nicknames. (node)
  - ❌ outlook-email
  - ❌ mail
  - ❌ whatsapp-web
  - ❌ feishu - mode operation and robust error handling. (node)
  - ❌ mcp-server-for-asana
  - ❌ kick
  - ❌ gong
  - ❌ intercom
  - ❌ @pnizer/wweb-mcp
  - ❌ wechat-summarizer
  - ❌ mastodon
  - ❌ mailgun
  - ❌ gotohuman - based responses. (node)
  - ❌ zoom - to-server OAuth authentication with the Zoom API. (node)
  - ❌ pushover-mcp - time alerts and updates (node)
  - ❌ actionkit-(slack)
  - ❌ discord
  - ❌ trello - based service handlers that handle authentication and API communication. (node)
  - ❌ apex-(twitter)
  - ❌ devin - based conversations (node)
  - ❌ atlassian - based implementation. (node)
  - ❌ outlook
  - ❌ africa's-talking-sms
  - ❌ zulip
  - ❌ room - to-peer space, facilitating multi-agent collaboration and communication in decentralized environments. (node)
  - ❌ @twilio-alpha/mcp
  - ❌ @larksuiteoapi/lark-mcp
  - ❌ protonmail
  - ❌ mattermost-fetch
  - ❌ smtp-email-manager
  - ❌ whatsapp
  - ❌ slack-search - based server that handles pagination and API errors automatically. (node)
  - ❌ twitter-connect - time Twitter content access within conversations without requiring direct Twitter API credentials. (node)
  - ❌ aligo-sms
  - ❌ @mumunha/cal_dot_com_mcpserver
  - ❌ twitter-mcp-server
  - ❌ chat-roulette - time chat rooms using tool calls and long-polling to enable chat roulette-style conversations between users through room-based pairing and message queuing. (python)
  - ❌ shouting-mcp-slack
  - ❌ whatsapp-desktop
  - ❌ mattermost
  - ❌ tl;dv - virtually anything about your meetings) across Zoom, Google Meet and MS Teams via tl;dv. (node)
  - ❌ postal-mcp
  - ❌ clicksend - to-Speech calls for automated communication workflows. (node)
  - ❌ multichat - based servers, allowing users to query different language models simultaneously and compare their responses through organized message routing and storage. (node)
  - ❌ @roychri/mcp-server-asana
  - ❌ claude-chatgpt - assistant interactions for prompt sending, response retrieval, and conversation management. (node)
  - ❌ novu - channel messaging across applications. (node)
  - ❌ lark-mcp
  - ❌ twist-mcp-server
  - ❌ ntfy.sh
  - ❌ mcp-twitter-server
  - ❌ imessage
  - ❌ teamwork
  - ❌ nylas
  - ❌ discord-mcp-server
  - ❌ swit-mcp-server
  - ❌ ntfy-notifications - time notifications through ntfy.sh, allowing assistants to send customizable alerts with titles and summaries to users for task completions, errors, or important events. (node)
  - ❌ gmail
  - ❌ fireflies
  - ❌ systemprompt-mcp-gmail - based email management, including searching, reading, deleting, and sending emails with attachment support and conversation threading. (node)
  - ❌ zoom-api
  - ❌ nostr-mcp
  - ❌ @softeria/ms-365-mcp-server
  - ❌ dingding-(dingtalk) - generated content delivery through multiple message formats including text, markdown, images, and interactive cards. (go)
  - ❌ mailpace
  - ✅ outlook-calendar-mcp
  - ❌ discord-relay
  - ❌ telegram-channel-explorer
  - ✅ @waystation/mcp
  - ❌ mcp-server-google-calendar
  - ❌ evolution-whatsapp-api
  - ❌ slack
  - ❌ trusted-gmail
  - ❌ mcp-email-server
  - ✅ @enescinar/twitter-mcp
  - ❌ voice-mcp - way voice conversations through multiple transport methods including local microphone recording and LiveKit room-based communication, with configurable STT/TTS services and automatic transport fallback for creating voice-enabled applications. (python)
  - ❌ didlogic_mcp
  - ❌ interaction-mcp - frequency communication between users and AI tools through multiple interface options, providing option selection and information requests to improve interaction efficiency by confirming approaches before execution. (python)
  - ❌ dingtalk
  - ❌ google-workspace
  - ❌ microsoft-teams
  - ❌ facebook-pages-manager
  - ✅ mcp-mailtrap
  - ❌ outlook-email-processor
  - ❌ migadu-mcp
  - ❌ @chaindead/telegram-mcp
  - ❌ twilio-sms
  - ❌ mac-messages-mcp
  - ❌ google-chat - authenticated access to chat spaces and messages with flexible date-based filtering for developers. (python)
  - ❌ @yiyang.1i/sms-mcp-server
  - ❌ geekbot
  - ❌ mcp-gotify
  - ❌ @gongrzhe/server-gmail-autoauth-mcp
  - ❌ @takumi0706/google-calendar-mcp
  - ❌ email-manager
  - ❌ twilio-manager
  - ❌ gensokyo - platform support for message processing, WebSocket connectivity, and media handling across Linux, macOS, Windows, and Android environments. (go)
  - ❌ @merill/lokka
  - ❌ discord-(full-api)
  - ❌ keep-mcp
  - ❌ whatsapp-messenger
  - ❌ mcp-simple-openai-assistant
  - ❌ imessage-query
  - ❌ warpcast
  - ❌ signal
  - ✅ @horizondatawave/mcp
  - ✅ x-com-mcp-server
  - ✅ @abhaybabbar/retellai-mcp-server
  - ❌ x-mcp
  - ❌ imap-workflows - class support for Gmail OAuth2 and app-specific password authentication. (python)
  - ❌ feishu-mcp
  - ❌ gmail-&-google-calendar
  - ❌ zoom-(no-auth)
  - ❌ onesignal
  - ❌ mcp-google-contacts-server
  - ❌ gmail-and-google-calendar
  - ❌ unipile - platform communication management. (python)
  - ❌ telegram
  - ✅ @pubnub/mcp
  - ❌ votars
  - ❌ dingtalk-v2
  - ❌ kakao-talk
  - ❌ mcp-server-bluesky
  - ❌ teamspeak-mcp
  - ❌ server-notify - platform notification service that displays alerts and plays sounds when triggered by HTTP requests, enabling applications to send customizable notifications with configurable timeouts for important events without requiring constant monitoring. (python)
  - ❌ notmuch-sendmail
  - ❌ instagram-dm-mcp
  - ❌ vonage-assist
  - ❌ x-twitter-mcp
  - ❌ instagram-direct-messages
  - ❌ wecom
  - ✅ @prathamesh0901/zoom-mcp-server
  - ❌ @cablate/mcp-google-calendar
  - ✅ @floriscornel/teams-mcp
  - ✅ @grec0/mcp-s2s-asterisk
  - ✅ @greirson/mcp-todoist
  - ✅ @kazuph/mcp-gmail-gas
  - ✅ @kevinwatt/mcp-webhook
  - ✅ @kydycode/todoist-mcp-server-ext - add functionality with support for subtasks, priorities, due dates, and bulk operations. (30 tools) (node)
  - ✅ @mbelinky/x-mcp-server - tier API usage. (3 tools) (node)
  - ✅ @modelcontextprotocol/server-slack
  - ✅ @shinzolabs/gmail-mcp
  - ✅ @taazkareem/clickup-mcp-server
  - ✅ @toolsdk.ai/aws-ses-mcp - to addressing while maintaining AWS security standards. (1 tools) (node)
  - ✅ @toolsdk.ai/mcp-send-email - to addresses through command-line or environment variable configuration. (1 tools) (node)
  - ✅ gmail-mcp - driven email management and analysis tasks. (6 tools) (python)
  - ✅ mcp-clickup - driven project management and reporting. (4 tools) (node)
  - ✅ mcp-fleur - specific launch methods for macOS and Windows. (2 tools) (python)
  - ✅ mcp-server-email
  - ✅ mcp-wechat-moments
  - ✅ ntfy-me-mcp
  - ✅ outlook-meetings-scheduler
  - ✅ resend-mcp - to fields, and scheduled delivery options (1 tools) (node)
  - ✅ voyp-mcp
  - ✅ wecom-bot-mcp-server
  - ❌ @Bob-lance/instagram-engagement-mcp
  - ❌ agent-twitter-client-mcp - based server for interacting with Twitter, enabling tweet operations, user profile management, and Grok AI integration through multiple authentication methods. (node)
  - ❌ attendee-bot - taking, compliance documentation, and accessibility support through bot deployment. (node)
  - ❌ headless-gmail
  - ❌ mcp-communicator-telegram - time communication with Telegram users via bots, supporting asynchronous messaging and secure chat interactions. (node)
  - ❌ mcp-telegram - based tools for sending/editing messages, downloading media, searching conversations, and managing drafts without context switching. (python)
  - ❌ meeting-baas - taking. (node)
  - ❌ microsoft-365 - account authentication and advanced search capabilities. (python)
  - ❌ microsoft-teams-notifications - formatted notifications to Microsoft Teams channels using Azure AD authentication, specifically designed for development environment status updates and team communication. (python)
  - ❌ quickchat-ai-mcp
  - ❌ slack-mcp-server
  - ❌ social-media-sync - platform social media content creation by integrating Twitter, Mastodon, and LinkedIn through a unified server that leverages multiple AI models for generating and posting content with robust platform-specific formatting and research capabilities. (node)
  - ❌ titanmind-whatsapp - form messaging within 24-hour windows and template-based campaigns, managing conversation flows, bulk messaging, and message history for business marketing and customer support operations. (python)
  - ❌ twikit
  - ❌ voice-call-(twilio) - time speech processing, creating natural conversations for appointment scheduling, customer service, or information gathering without human intervention. (node)
  - ❌ whatsapp-(greenapi)
  - ❌ whatsapp-bridge
- - ❌ imessage
  - ❌ google-calendar
  - ❌ ticktick
  - ❌ gmail
  - ❌ trello
  - ❌ discord
  - ✅ resend-mcp - to fields, and scheduled delivery options (1 tools) (node)
  - ❌ interaction-mcp - frequency communication between users and AI tools through multiple interface options, providing option selection and information requests to improve interaction efficiency by confirming approaches before execution. (python)
  - ❌ slack-conversations
  - ❌ weibo
  - ❌ didlogic_mcp
  - ❌ google-workspace
  - ❌ imessage
  - ❌ mcp-email-server
  - ❌ voice-mcp - way voice conversations through multiple transport methods including local microphone recording and LiveKit room-based communication, with configurable STT/TTS services and automatic transport fallback for creating voice-enabled applications. (python)
  - ❌ whatsapp-bridge
  - ❌ dingtalk
  - ❌ twilio-sms
  - ❌ outlook-email-processor
  - ❌ microsoft-teams
  - ❌ @chaindead/telegram-mcp
  - ❌ facebook-pages-manager
  - ❌ mcp-wechat-moments
  - ❌ x-twitter-mcp
  - ❌ vonage-assist
  - ❌ discord
  - ✅ @prathamesh0901/zoom-mcp-server
  - ❌ instagram-direct-messages
  - ❌ notmuch-sendmail
  - ❌ headless-gmail
  - ❌ wecom
  - ❌ chatgpt-responses - enabled queries with conversation continuity through response IDs. (python)
  - ❌ instagram-dm-mcp
  - ❌ microsoft-365 - account authentication and advanced search capabilities. (python)
  - ❌ migadu-mcp
  - ✅ mcp-mailtrap
  - ❌ mcp-communicator-telegram - time communication with Telegram users via bots, supporting asynchronous messaging and secure chat interactions. (node)
  - ❌ google-calendar
  - ✅ voyp-mcp
  - ❌ onesignal
  - ❌ @gongrzhe/server-gmail-autoauth-mcp
  - ✅ x-com-mcp-server
  - ✅ @horizondatawave/mcp
  - ❌ microsoft-teams-notifications - formatted notifications to Microsoft Teams channels using Azure AD authentication, specifically designed for development environment status updates and team communication. (python)
  - ❌ zoom-(no-auth)
  - ❌ google-toolbox
  - ✅ @abhaybabbar/retellai-mcp-server
  - ❌ apple-reminders
  - ❌ keep-mcp
  - ❌ gmail-&-google-calendar
  - ❌ mcp-server-monday - items for project management and team collaboration workflows. (python)
  - ❌ @yiyang.1i/sms-mcp-server
  - ❌ geekbot
  - ❌ @merill/lokka
  - ❌ gensokyo - platform support for message processing, WebSocket connectivity, and media handling across Linux, macOS, Windows, and Android environments. (go)
  - ✅ @modelcontextprotocol/server-slack
  - ❌ mcp-fleur - specific launch methods for macOS and Windows. (python)
  - ❌ google-chat - authenticated access to chat spaces and messages with flexible date-based filtering for developers. (python)
  - ❌ mcp-google-contacts-server
  - ❌ outlook-email
  - ❌ feishu-mcp
  - ❌ warpcast
  - ❌ gmail-and-google-calendar
  - ❌ ticktick
  - ❌ linkedin-mcp
  - ❌ mcp-gotify
  - ❌ signal
  - ✅ @taazkareem/clickup-mcp-server
  - ❌ email-manager
  - ❌ mcp-simple-openai-assistant
  - ❌ imessage-query
  - ❌ whatsapp-messenger
  - ❌ telegram
  - ❌ x-mcp
  - ❌ @takumi0706/google-calendar-mcp
  - ❌ unipile - platform communication management. (python)
  - ✅ mcp-clickup - driven project management and reporting. (4 tools) (node)
  - ❌ imap-workflows - class support for Gmail OAuth2 and app-specific password authentication. (python)
  - ❌ twilio-manager
  - ❌ discord-(full-api)
  - ❌ mac-messages-mcp
  - ❌ mcp-telegram - based tools for sending/editing messages, downloading media, searching conversations, and managing drafts without context switching. (python)
  - ❌ gmail
  - ✅ @kazuph/mcp-gmail-gas
  - ✅ @kevinwatt/mcp-webhook
  - ❌ teamspeak-mcp
  - ❌ mcp-feishu-proj - based transport. (python)
  - ❌ wecom-bot-mcp-server
  - ❌ kakao-talk
  - ❌ trello
  - ❌ agent-twitter-client-mcp - based server for interacting with Twitter, enabling tweet operations, user profile management, and Grok AI integration through multiple authentication methods. (node)
  - ❌ mcp-server-email
  - ❌ mcp-server-bluesky
  - ✅ ntfy-me-mcp
  - ❌ whatsapp-(greenapi)
  - ❌ server-notify - platform notification service that displays alerts and plays sounds when triggered by HTTP requests, enabling applications to send customizable notifications with configurable timeouts for important events without requiring constant monitoring. (python)
  - ❌ votars
  - ✅ @pubnub/mcp
  - ❌ dingding-(dingtalk) - generated content delivery through multiple message formats including text, markdown, images, and interactive cards. (go)
  - ❌ dingtalk-v2
  - ✅ outlook-meetings-scheduler
  - ✅ @grec0/mcp-s2s-asterisk
Developer Tools
- How to Submit
  - ❌ @azure/mcp-win32-x64
  - ❌ openai-agents-sdk - optimized caching for developers referencing functionality without context switching. (python)
  - ❌ mcp-proxy
  - ❌ awslabs.nova-canvas-mcp-server
  - ❌ kubernetes-natural-language-commander
  - ❌ mcp-server-make
  - ✅ bika-mcp-server
  - ❌ frontend-testing-(jest-&-cypress)
  - ❌ postman
  - ❌ github-trending-repositories-(findrepo) - source projects without leaving their conversation. (node)
  - ❌ @blahai/cli - source ecosystem for creating, testing, and sharing AI agent tools with a visual flow editor, simulation environment, and decentralized tool discovery capabilities. (node)
  - ✅ @container-inc/mcp - step workflow of GitHub authentication, repository setup, and automated Docker image publishing. (3 tools) (node)
  - ❌ metal-framework - intensive application development. (node)
  - ✅ sf-mcp
  - ❌ mcp-api-documentation-system
  - ❌ stimulus-docs
  - ❌ design-system-analyzer
  - ❌ devbrain - based filtering and full article retrieval for contextual programming guidance and research workflows. (python)
  - ✅ @opentofu/opentofu-mcp-server - as-code tasks. (5 tools) (node)
  - ❌ flutter-tools
  - ❌ artifacthub
  - ❌ magic-ui - built UI elements with local caching and automatic categorization. (node)
  - ✅ it-tools-mcp
  - ❌ dify - based request handling and API bridging. (node)
  - ❌ b12-website-generator
  - ✅ mcp-postman
  - ❌ aibolit-mcp-server
  - ❌ app-store-connect
  - ❌ @jser/mcp
  - ❌ mcp-graphql-schema
  - ✅ source-map-parser-mcp
  - ❌ society-elizaos-mcp
  - ❌ docs.rs
  - ❌ mcp-reloader - reload development tool that enables real-time development of MCP (Model Context Protocol) servers by automatically reloading tools as they're modified without requiring manual restarts. (node)
  - ❌ d2-diagramming
  - ❌ archai-hexagonal-architecture-analyzer
  - ❌ nexus-(vscode) - assisted development workflows. (node)
  - ❌ log-analyzer-mcp - based and pattern filtering, pytest output parsing, and code coverage report generation for debugging and quality monitoring workflows. (python)
  - ❌ mcp-maker - based scaffolding tools for generating boilerplate code, tool definitions, resource templates, and prompt templates. (node)
  - ❌ 1panel-deployment
  - ✅ uiflowchartcreator
  - ❌ vscode-debugger
  - ❌ laravel-debugbar
  - ✅ mcp-server-taskwarrior
  - ❌ sensei-(dojo) - based tools for Dojo developers building onchain games and applications. (node)
  - ❌ ant-design-components
  - ❌ react-analyzer
  - ❌ development-automation-server
  - ❌ zen - solving, and collaborative development. (python)
  - ❌ word-interop - specific COM Interop server. (node)
  - ✅ @jpisnice/shadcn-ui-mcp-server
  - ✅ vscode-mcp-server
  - ❌ consolespy
  - ❌ unreal-engine-analyzer
  - ✅ terraform-mcp-server - as-code development. (10 tools) (node)
  - ❌ fabric-pattern-tools
  - ❌ consul - value operations, and configuration management without leaving your assistant environment. (node)
  - ❌ code-research
  - ✅ @pinkpixel/npm-helper-mcp
  - ❌ github-workflow-debugger
  - ❌ bldbl-mcp
  - ❌ bazel
  - ❌ typescript-definition-finder
  - ❌ release-notes
  - ❌ mcp-proxy-sidecar - time WebSocket monitoring of all tool calls between clients and IDEs for debugging and extending integration functionality. (node)
  - ❌ azure-devops - driven management of projects, work items, repositories, pull requests, branches, and pipelines for enhanced DevOps workflows and automation. (node)
  - ❌ prd-creator - based templates stored in SQLite, enabling product teams to generate consistent, high-quality documentation directly within conversations. (node)
  - ✅ @buouui/supaui-mcp - focused design workflows. (3 tools) (node)
  - ❌ create-mcp-server - invokable tool for efficient setup of server scaffolds. (node)
  - ❌ style-guidelines
  - ❌ lsp
  - ❌ rust-documentation
  - ❌ windsurf-tools
  - ❌ aws-vpc-lattice-&-kubernetes-gateway-api-documentation
  - ❌ postman-tool-generation - safe code for AI frameworks, enabling rapid development of AI-powered tools from existing API documentation. (node)
  - ❌ docker - based interface (node)
  - ✅ tree-hugger-js-mcp
  - ❌ figma-to-react
  - ✅ mcp-chain-of-thought
  - ❌ fastly-cdn
  - ❌ wordpress-code-review - hosted markdown files, performing automated security scans for vulnerabilities like SQL injection and XSS while enforcing WordPress best practices for plugin and theme development. (node)
  - ❌ cline-personas
  - ✅ ios-simulator-mcp
  - ❌ runbook-documentation
  - ❌ eolink-openapi
  - ❌ terragrunt-documentation
  - ❌ omnifocus-mcp
  - ❌ mock-data-generator
  - ❌ mcp-toolkit
  - ✅ @heilgar/shadcn-ui-mcp-server
  - ❌ code-snippet-manager
  - ❌ frontend-review-mcp
  - ✅ @chriswhiterocks/sushimcp
  - ❌ shadcn-ui
  - ❌ task-manager
  - ✅ a11y-mcp - core. Use the results in an agentic loop with your favorite AI assistants (Cline/Cursor/GH Copilot) and let them fix a11y issues for you. (2 tools) (node)
  - ❌ flutter - compatible models, facilitating AI-driven features in mobile apps. (node)
  - ❌ python-docs
  - ❌ scast
  - ❌ github-gists
  - ❌ @mattcoatsworth/Klaviyo-MCP-Server-4-15
  - ❌ astro-docs
  - ❌ google-apps-script-api
  - ❌ heimdall
  - ✅ cursor-chat-history-mcp
  - ❌ @fiveohhwon/workflows-mcp - by-step execution with branching logic, conditional operations, template variables, and state persistence for complex multi-step processes like code reviews and data pipelines. (node)
  - ❌ typescript-prompt-development - based development environment for creating, testing, and refining structured prompts locally before production deployment. (node)
  - ✅ mcp-package-docs - to-date library information. (10 tools) (node)
  - ❌ code-snippets-(s3)
  - ✅ @yodakeisuke/mcp-micromanage
  - ❌ turbo-docs
  - ❌ dev.to
  - ❌ lighthouse-(pagespeed-insights)
  - ❌ langfuse-prompt-management
  - ✅ mcp-svelte-docs - specific content for development assistance. (12 tools) (node)
  - ❌ cursor-sound
  - ❌ dynamic-mcp-server-creator - demand, enabling flexible tool execution and server lifecycle control through a TypeScript-based controller that runs in Docker for optimal isolation and security. (node)
  - ✅ @serverless-dna/powertools-mcp
  - ❌ clojars-dependency-versions
  - ✅ shadow-cljs-mcp - time, providing detailed status information including compilation status, warnings, errors, and file-specific details for verifying build success after code changes. (1 tools) (node)
  - ❌ claude-filesystem-and-github
  - ❌ payload-cms-mcp - like queries against validation rules, and scaffold complete projects with Redis integration for persistence. (node)
  - ❌ configuration-manager
  - ✅ ultra-mcp
  - ❌ sonarcloud - level summaries with metrics for automated code review workflows. (node)
  - ❌ api-documentation - to-date docs in their workflows. (node)
  - ❌ apple-developer-documentation - based framework searching and intelligent caching for efficient API discovery and symbol documentation retrieval. (node)
  - ✅ @circleci/mcp-server-circleci
  - ❌ portkey - based management API (node)
  - ❌ cursor-sound-notifications
  - ❌ juce-docs - formatted resources for developers to easily search and retrieve C++ class information. (node)
  - ❌ dependency-analysis
  - ❌ quack-mcp-server
  - ❌ zig
  - ❌ @agentdesk/workflows-mcp - driven configuration system that loads tool definitions from YAML files for thinking, coding, and GitHub integration workflows (node)
  - ❌ gradle-tomcat-mcp-server - based Tomcat applications with capabilities for starting, stopping, restarting processes and querying application logs. (node)
  - ❌ reablocks
  - ❌ lighthouse
  - ❌ code-summarizer-(gemini-flash)
  - ❌ cursor-ide-development-tools-(jira,-github,-postgresql) - specific tools for accessing Jira, GitHub, and PostgreSQL databases through standalone TypeScript servers that enable direct interaction with development tools during AI conversations. (node)
  - ❌ @pulumi/mcp-server
  - ❌ starwind-ui
  - ❌ julia-documentation
  - ❌ clj-kondo - kondo static analyzer to identify code quality issues including unused namespaces and private variables. (node)
  - ❌ swagger-api-client-generator - typed API clients and TypeScript types from Swagger/OpenAPI specifications, streamlining REST API integration with template-based code generation for different client frameworks. (node)
  - ❌ rust-docs
  - ❌ maven-dependencies
  - ❌ developer-documentation - to-date documentation scraped from the web to support your programming workflows. (node)
  - ❌ react-native-storybook - assisted story handling in React Native projects. (node)
  - ❌ swagger-explorer
  - ❌ forge
  - ❌ next-mcp-server
  - ❌ sap-docs - time SAP Community integration for fast technical reference without web-based searches. (node)
  - ❌ bluestoneapps-react-native-standards
  - ❌ jfrog
  - ✅ metatag-genie
  - ❌ heart
  - ❌ archy
  - ❌ repomix - friendly single files with intelligent code structure preservation and token optimization. (node)
  - ❌ clever-cloud-documentation
  - ❌ typescribe
  - ❌ code-backup
  - ❌ software-architect - assisted architecting help. (node)
  - ❌ n8n-workflow-validator
  - ❌ albacore - aware tools and resources. (node)
  - ❌ teamcity
  - ❌ @bucketco/cli - any IDE with MCP support. (node)
  - ❌ code-scanner
  - ❌ databutton - powered projects. (node)
  - ❌ node.js-debugger - through execution, call stack inspection, and expression evaluation for interactive debugging sessions. (node)
  - ❌ cursor-ide
  - ❌ end-of-life-api - of-life status checks for dependency management, security auditing, and upgrade planning. (node)
  - ❌ eigenlayer-documentation - powered connections. (node)
  - ❌ abell-static-site-generator - abell package. (node)
  - ✅ @shopify/dev-mcp
  - ❌ modular-tool-framework-(jira-&-todo)
  - ❌ templateio - framework package, setting up project structure and configuration for developers to create tailored API or service integrations. (node)
  - ✅ @magicuidesign/mcp
  - ❌ delve
  - ✅ @hyperdrive-eng/mcp-nodejs-debugger - time debugging capabilities, enabling breakpoint setting, variable inspection, and code execution stepping without leaving the conversation interface. (13 tools) (node)
  - ✅ @kailashg101/mcp-figma-to-code
  - ❌ nuke
  - ❌ spring-io
  - ❌ phalcon
  - ✅ @stakpak/mcp
  - ❌ office-powerpoint-mcp-server - pptx (python)
  - ❌ flux-schnell
  - ✅ @ahdev/dokploy-mcp
  - ❌ mcp-sys-bridge
  - ❌ language-server
  - ❌ powerpoint-automation
  - ❌ devenvinfoserver - aware assistance in code editors, enabling tailored coding suggestions and environment-specific troubleshooting. (python)
  - ❌ mcpdoc
  - ❌ tekton-ci/cd
  - ❌ nextflow-developer-tools
  - ✅ qasphere-mcp - powered IDEs. (6 tools) (node)
  - ❌ key-server - based access control, enabling developers to centrally store service credentials while maintaining dependencies. (python)
  - ❌ azure-devops-project-creator
  - ✅ deepsource-mcp-server
  - ❌ abaqus/cae-gui-automation
  - ❌ prompt-tester - by-side comparisons, token tracking, and cost calculation for evaluating prompt effectiveness. (python)
  - ❌ tku-academic-systems-(tronclass-&-tku-ilife) - ilife. (python)
  - ❌ bitrise
  - ❌ local-dev
  - ✅ @jsonresume/mcp
  - ❌ gdb-debugger
  - ✅ mcp-developer-name
  - ❌ protobuf-formatter
  - ❌ llm-context - language support for efficient code reviews and documentation generation. (python)
  - ❌ documentation-markdown-converter
  - ❌ project-orchestrator
  - ❌ kubectl-mcp-tool
  - ❌ devdocs
  - ❌ code2flow
  - ❌ 1panel
  - ❌ grasshopper-3d
  - ❌ python-toolbox
  - ❌ evolvemcp
  - ❌ jetbrains-ide - aware documentation generation. (python)
  - ❌ hoverfly
  - ❌ officemcp
  - ❌ kdebug-(kubernetes)
  - ❌ jotai-mcp-server
  - ❌ dap-mcp - formatted output for enhanced debugging workflows. (python)
  - ❌ cube-(blender)
  - ❌ ansible-tower
  - ❌ source-tree-generator
  - ❌ emacs-lisp-generator
  - ❌ helm
  - ❌ cutter-(reverse-engineering)
  - ❌ docker-mcp
  - ✅ mcp-nixos - darwin configurations with multi-level caching and advanced search capabilities (18 tools) (python)
  - ✅ jnews-mcp-server - side interactions, using modern tooling like uv for dependency management and GitHub Actions for automated testing and deployment. (2 tools) (python)
  - ❌ n8n-workflow-summarizer
  - ❌ hostbridge
  - ✅ @currents/mcp
  - ❌ kubernetes-claude - system data, and providing actionable recommendations through a RESTful API. (go)
  - ❌ pydantic-ai-docs - AI documentation with tools for retrieving specific documents, listing topics, and accessing changelog information without leaving your development environment. (python)
  - ❌ mathcad-prime
  - ❌ coding-standards
  - ❌ mockloop
  - ❌ kubernetes-listpods
  - ❌ argocd - based bridge that supports GitOps workflows. (python)
  - ❌ crewai-workflow - agent workflows from YAML configurations, enabling flexible task orchestration with minimal custom code and seamless tool integration. (python)
  - ❌ xcodemcp
  - ❌ terraform-registry
  - ❌ devhub-cms-mcp
  - ❌ easy-autocad - based server that supports database management and task automation through libraries like pyautocad and comtypes. (python)
  - ❌ backstage - based API communication. (java)
  - ❌ repository-to-llm-context - friendly formats. (python)
  - ❌ buildkite-mcp-server
  - ❌ mcp-server-aidd - driven development workflows across multiple programming languages. (python)
  - ✅ @coderide/mcp
  - ❌ neurolorap-code-collector
  - ❌ laravel-helper-tools
  - ❌ mcpandroidbuild
  - ❌ go-documentation
  - ❌ aerith-admin-(rbac-dashboard) - step development workflow for building RBAC dashboard applications using FastAPI, Git integration, and browser automation capabilities (python)
  - ❌ agile-flow
  - ❌ code2prompt
  - ❌ sinstaller - to-run container images with automatic transport detection and client configuration generation. (python)
  - ❌ binary-ninja
  - ❌ mcp-server-llmling - based configuration system for LLM applications, enabling declarative setup of custom environments with resource management, tool execution, and prompt handling capabilities. (python)
  - ❌ jadx-(java-decompiler) - GUI to enable reverse engineering of Java and Android applications through decompiled code analysis, method searching, and access to both Java and Smali representations. (python)
  - ✅ @nextdrive/github-action-trigger-mcp
  - ✅ xcodebuildmcp
  - ❌ flutter-documentation - time access to Flutter, Dart, and pub.dev documentation through on-demand web scraping with SQLite caching, enabling current API reference retrieval and package information lookup for Flutter development workflows. (python)
  - ❌ docker-compose
  - ✅ @mcp-get-community/server-macos
  - ❌ rhino3d - assisted 3D modeling capabilities for creating and manipulating geometry, running Python scripts, and interacting with the modeling environment. (python)
  - ❌ hanzo-mcp
  - ❌ kai-(kubernetes)
  - ❌ espresso-testing-framework
  - ❌ go-debugger-(delve)
  - ❌ sonarqube-metrics
  - ❌ task-master-ai - based organization across project phases. (node)
  - ❌ arthas-jvm-diagnostics
  - ❌ paelladoc
  - ❌ multilspylsp - specific tooling. (python)
  - ✅ @auto-browse/unbundle-openapi-mcp
  - ✅ @cdugo/docs-fetcher-mcp - to-date library information for code assistance, dependency analysis, and learning about new libraries. (4 tools) (node)
  - ✅ @growthbook/mcp
  - ✅ @rtuin/mcp-mermaid-validator
  - ✅ @tgomareli/macos-tools-mcp - based historical data storage and enhanced file search with tagging support, collecting real-time CPU, memory, disk, and network metrics while offering content-based file searching with regex support and macOS file tagging operations through native utilities like Spotlight and extended attributes. (2 tools) (node)
  - ✅ freecad-mcp - driven CAD modeling by providing a remote procedure call (RPC) server that allows programmatic control of FreeCAD, supporting operations like creating documents, inserting parts, editing objects, and executing Python code for generative design workflows. (10 tools) (python)
  - ✅ mcp-azure-devops
  - ✅ mcp-server-tree-sitter - sitter parsing, enabling structured understanding and manipulation of source code across multiple programming languages for tasks like code review, refactoring, and documentation generation. (26 tools) (python)
  - ✅ software-planning-tool - based approach to break down software goals into actionable implementation plans with detailed task lists, complexity scores, and code examples. (6 tools) (node)
  - ❌ @airjesus17/mcp-server-spinnaker - driven management of deployments, pipelines, and applications for enhanced CI/CD automation and orchestration. (node)
  - ❌ @amir-bengherbi/shopify-mcp-server
  - ❌ @juspay/neurolink - in MCP support, multi-provider failover, and production-ready enterprise features (node)
  - ❌ @kajdep/mcp-fixer
  - ❌ @llmindset/mcp-hfspace
  - ❌ @oneuptime/mcp-server - ready Model Context Protocol (MCP) server for OneUptime that provides dynamic tools for all OneUptime models and operations. (node)
  - ❌ @orval/mcp - signatures (TypeScript) from any valid OpenAPI v3 or Swagger v2 specification, either in yaml or json formats.Generate, valid, cache and mock in your React, Vue, Svelte and Angular applications all with your OpenAPI specification. (node)
  - ❌ aapanel - based API integration. (go)
  - ❌ agentcraft_mcp - configured agents for tasks like marketing, code review, scheduling, and regulatory compliance, using data-driven YAML configuration to enable dynamic agent creation across domains like finance, product development, and customer support. (python)
  - ❌ ansible - hoc commands, inventory management, and AWS resource operations for DevOps workflows (node)
  - ❌ ansible-automation-platform - Driven Ansible to enable advanced automation workflows, inventory management, and job template execution for DevOps teams. (python)
  - ❌ ast-grep - grep code search tool for finding code patterns in projects using abstract syntax tree matching, enabling efficient code analysis and refactoring tasks. (python)
  - ❌ autodocument - up analysis approach that respects .gitignore rules and handles existing file updates. (node)
  - ❌ business-central - time guidance for Business Central projects, offering rule validation, architectural suggestions, and component structure optimization for consistent coding standards and best practices. (node)
  - ❌ container-use - based storage and Dagger's container runtime, enabling isolated environments with custom toolchains, background services, and the ability to checkpoint environments as publishable container images. (go)
  - ❌ cursor-mcp-installer
  - ❌ daemonize - running development servers by providing tools to start, monitor, stop, and debug processes like Vite or Next.js without manual terminal handling. (go)
  - ❌ development-tooling
  - ❌ docker-manager - driven Docker container management, including operations, log monitoring, and command execution. (node)
  - ❌ github-todo-scanner
  - ❌ gopls-(go-language-server) - to-definition, find references, hover information, diagnostics, and workspace symbol search for code navigation and analysis. (go)
  - ❌ lldb
  - ❌ lsp-tools - based text analysis capabilities for developers to precisely locate character and line positions of pattern matches within files, with robust security checks to prevent unauthorized file access. (node)
  - ❌ mcp-framework - Framework gives you architecture out of the box, with automatic directory-based discovery for tools, resources, and prompts. Use our powerful MCP abstractions to define tools, resources, or prompts in an elegant way. Our cli makes getting started with your own MCP server a breeze (node)
  - ❌ mcp-openapi-schema-explorer - efficient access to OpenAPI and Swagger specifications through URI-based references, allowing exploration of API structures without loading entire specs into context windows. (node)
  - ❌ phpocalypse - CS-Fixer, and PHPUnit commands through a YAML-configured TypeScript server. (node)
  - ❌ prompt-manager - based organization for streamlined LLM interactions in development workflows and code reviews. (node)
  - ❌ react-development-assistant - assisted development workflows, providing tools for project management, terminal command execution, and file operations. (node)
  - ❌ software-development-prompts - defined YAML prompts for common software development tasks as tools, including code review, refactoring, API documentation, test generation, and architecture assistance through a configurable Node.js server. (node)
  - ❌ task-orchestrator - notation IDs, supporting task creation, completion tracking, and parent-child dependency management where parent tasks automatically complete when all children are finished. (node)
  - ❌ terry-form-(terraform) - containerized environments that isolate infrastructure planning and validation tasks, supporting init, validate, fmt, and plan operations with variable injection while restricting dangerous actions like apply or destroy for safe infrastructure code review and automated planning workflows. (python)
  - ❌ tokenscope
  - ❌ vitest-&-type-checking
  - ❌ vscode
  - ❌ webp-batch-converter - tools with batch processing, glob pattern matching, and configurable quality settings for web optimization and asset pipeline automation. (node)
  - ❌ wordpress-gutenberg - powered REST API and WP-CLI toolkit for automating administrative tasks and plugin interactions (node)
  - ❌ xcode
  - ❌ xcode-diagnostics - it suggestions for Swift projects. (python)
  - ❌ xcodebuild - assisted coding environments. (python)
  - ❌ xpilot
  - ❌ zerops-documentation
- - ❌ development-automation-server
  - ❌ bazel - line syntax knowledge. (go)
  - ❌ azure-devops - driven project management and cross-service automation. (go)
  - ❌ docker
  - ❌ openai-agents-sdk - optimized caching for developers referencing functionality without context switching. (python)
  - ❌ tku-academic-systems-(tronclass-&-tku-ilife) - ilife. (python)
  - ❌ flux-schnell
  - ❌ hackmd-mcp - secured personal and team workflows. (node)
  - ❌ @wangmhaha/apifox-mcp-server
  - ✅ @jsonresume/mcp
  - ❌ nextflow-developer-tools
  - ✅ mcp-developer-name
  - ✅ deepsource-mcp-server
  - ❌ azure-devops-project-creator
  - ✅ @stakpak/mcp
  - ❌ prompt-template-server-(go) - formatted prompt templates from a file system for easy organization and management of standardized prompts to AI models. (go)
  - ❌ language-server
  - ❌ mcp-toolbox
  - ❌ development-automation-server
  - ❌ play-sound - platform audio backend support, volume control, and device switching for developers who want audible feedback without constant screen monitoring. (python)
  - ❌ laravel-helper-tools
  - ❌ go-documentation
  - ❌ mcpandroidbuild
  - ❌ dev.to
  - ✅ @mcp-get-community/server-llm-txt
  - ❌ rhino3d - assisted 3D modeling capabilities for creating and manipulating geometry, running Python scripts, and interacting with the modeling environment. (python)
  - ❌ notion-todo
  - ❌ kai-(kubernetes)
  - ❌ opslevel
  - ❌ agile-flow
  - ❌ dev.to
  - ❌ task-master-ai - based organization across project phases. (node)
  - ❌ code2prompt
  - ✅ @mcp-get-community/server-macos
  - ❌ kubernetes-natural-language-commander
  - ❌ aapanel - based API integration. (go)
  - ❌ espresso-testing-framework
  - ❌ sonarqube-metrics
  - ✅ xcodebuildmcp
  - ❌ hanzo-mcp
  - ❌ docker-compose
  - ❌ office-word-mcp-server
  - ❌ mcp-server-llmling - based configuration system for LLM applications, enabling declarative setup of custom environments with resource management, tool execution, and prompt handling capabilities. (python)
  - ❌ binary-ninja
  - ✅ @mcp-get-community/server-llm-txt
  - ❌ higress-api-gateway - in-the-loop validation for sensitive operations (python)
  - ❌ aerith-admin-(rbac-dashboard) - step development workflow for building RBAC dashboard applications using FastAPI, Git integration, and browser automation capabilities (python)
  - ❌ go-debugger-(delve)
  - ❌ jadx-(java-decompiler) - GUI to enable reverse engineering of Java and Android applications through decompiled code analysis, method searching, and access to both Java and Smali representations. (python)
  - ❌ flutter-documentation - time access to Flutter, Dart, and pub.dev documentation through on-demand web scraping with SQLite caching, enabling current API reference retrieval and package information lookup for Flutter development workflows. (python)
  - ✅ @nextdrive/github-action-trigger-mcp
  - ❌ sinstaller - to-run container images with automatic transport detection and client configuration generation. (python)
  - ❌ arthas-jvm-diagnostics
  - ✅ @growthbook/mcp
  - ❌ ast-grep - grep code search tool for finding code patterns in projects using abstract syntax tree matching, enabling efficient code analysis and refactoring tasks. (python)
  - ❌ log-analyzer-mcp - based and pattern filtering, pytest output parsing, and code coverage report generation for debugging and quality monitoring workflows. (python)
  - ❌ d2-diagramming
  - ❌ docker-mcp
  - ❌ bazel - line syntax knowledge. (go)
  - ❌ kubectl-mcp-tool
  - ❌ documentation-markdown-converter
  - ❌ uml-diagramming
  - ❌ vscode
  - ❌ mcp-server-restart
  - ❌ hoverfly
  - ❌ ansible-tower
  - ❌ code2flow
  - ❌ zen - solving, and collaborative development. (python)
  - ❌ azure-devops - driven project management and cross-service automation. (go)
  - ❌ project-orchestrator
  - ❌ python-toolbox
  - ❌ officemcp
  - ❌ mcp-nixos - darwin configurations with multi-level caching and advanced search capabilities (python)
  - ❌ helm
  - ❌ evolvemcp
  - ❌ cutter-(reverse-engineering)
  - ❌ jnews-mcp-server - side interactions, using modern tooling like uv for dependency management and GitHub Actions for automated testing and deployment. (python)
  - ❌ cube-(blender)
  - ❌ devdocs
  - ❌ dap-mcp - formatted output for enhanced debugging workflows. (python)
  - ❌ xcodebuild - assisted coding environments. (python)
  - ❌ xcode-diagnostics - it suggestions for Swift projects. (python)
  - ❌ terry-form-(terraform) - containerized environments that isolate infrastructure planning and validation tasks, supporting init, validate, fmt, and plan operations with variable injection while restricting dangerous actions like apply or destroy for safe infrastructure code review and automated planning workflows. (python)
  - ❌ jotai-mcp-server
  - ❌ grasshopper-3d
  - ❌ mcp-azure-devops
  - ❌ 1panel
  - ❌ daemonize - running development servers by providing tools to start, monitor, stop, and debug processes like Vite or Next.js without manual terminal handling. (go)
  - ❌ jetbrains-ide - aware documentation generation. (python)
  - ❌ docker
  - ❌ source-tree-generator
  - ❌ weekly-reports
  - ❌ kdebug-(kubernetes)
  - ✅ gistpad-mcp - controlled knowledge storage. (28 tools) (node)
  - ❌ terraform-registry
  - ❌ pydantic-ai-docs - AI documentation with tools for retrieving specific documents, listing topics, and accessing changelog information without leaving your development environment. (python)
  - ❌ mathcad-prime
  - ❌ neurolorap-code-collector
  - ❌ n8n-workflow-summarizer
  - ❌ kubernetes-claude - system data, and providing actionable recommendations through a RESTful API. (go)
  - ❌ protobuf-formatter
  - ❌ maya - based server. (python)
  - ❌ mcpdoc
  - ✅ @ahdev/dokploy-mcp
  - ❌ office-powerpoint-mcp-server - pptx (python)
  - ❌ gdb-debugger
  - ❌ video-editor-(ffmpeg)
  - ❌ bitrise
  - ❌ local-dev
  - ❌ nuke
  - ❌ phalcon
  - ❌ gopls-(go-language-server) - to-definition, find references, hover information, diagnostics, and workspace symbol search for code navigation and analysis. (go)
  - ❌ spring-io
  - ❌ tekton-ci/cd
  - ❌ devenvinfoserver - aware assistance in code editors, enabling tailored coding suggestions and environment-specific troubleshooting. (python)
  - ❌ key-server - based access control, enabling developers to centrally store service credentials while maintaining dependencies. (python)
  - ❌ prompt-tester - by-side comparisons, token tracking, and cost calculation for evaluating prompt effectiveness. (python)
  - ❌ abaqus/cae-gui-automation
  - ❌ powerpoint-automation
  - ❌ gin-mcp
  - ❌ spring-boot-bridge
  - ✅ qasphere-mcp - powered IDEs. (6 tools) (node)
  - ❌ mcp-sys-bridge
  - ❌ container-use - based storage and Dagger's container runtime, enabling isolated environments with custom toolchains, background services, and the ability to checkpoint environments as publishable container images. (go)
  - ❌ llm-context - language support for efficient code reviews and documentation generation. (python)
  - ❌ crewai-workflow - agent workflows from YAML configurations, enabling flexible task orchestration with minimal custom code and seamless tool integration. (python)
  - ❌ mcp-server-aidd - driven development workflows across multiple programming languages. (python)
  - ❌ argocd - based bridge that supports GitOps workflows. (python)
  - ❌ mcp-server-tree-sitter - sitter parsing, enabling structured understanding and manipulation of source code across multiple programming languages for tasks like code review, refactoring, and documentation generation. (python)
  - ❌ easy-autocad - based server that supports database management and task automation through libraries like pyautocad and comtypes. (python)
  - ❌ coding-standards
  - ❌ hostbridge
  - ❌ spring-ai - based applications. (java)
  - ❌ kubernetes-listpods
  - ❌ awslabs.nova-canvas-mcp-server
  - ❌ buildkite
  - ✅ xcodemcp
  - ✅ @coderide/mcp
  - ✅ @currents/mcp
  - ❌ ansible-automation-platform - Driven Ansible to enable advanced automation workflows, inventory management, and job template execution for DevOps teams. (python)
  - ❌ backstage - based API communication. (java)
  - ❌ repository-to-llm-context - friendly formats. (python)
  - ❌ freecad-mcp - driven CAD modeling by providing a remote procedure call (RPC) server that allows programmatic control of FreeCAD, supporting operations like creating documents, inserting parts, editing objects, and executing Python code for generative design workflows. (python)
  - ❌ devhub-cms-mcp
  - ❌ mockloop
File Systems
- How to Submit
  - ✅ mcp-text-editor - oriented operations on text files. (2 tools) (python)
  - ✅ mcp-tree-explorer
  - ❌ alfresco-content-services
  - ❌ google-drive
  - ✅ @isaacphi/mcp-gdrive
  - ❌ sticky-notes - based storage system (python)
  - ❌ word-document-formatter - docx and langchain-mcp-adapters. (python)
  - ❌ excel
  - ❌ supernotes-to-obsidian
  - ❌ filesystem-access - powered server that supports both stdio and SSE transport modes. (python)
  - ❌ document-operations-(word,-excel,-pdf)
  - ❌ pdf-manipulation - based document retrieval tasks. (python)
  - ❌ mcp-obsidian
  - ❌ json-canvas
  - ❌ file-system-tools
  - ❌ docxprocessor - docx. (python)
  - ❌ document-reader
  - ❌ google-drive-classifier
  - ❌ clipboard-image
  - ❌ file-converter
  - ❌ pinata-mcp
  - ❌ textwell
  - ❌ proton-drive-mcp
  - ❌ file-editor
  - ✅ @sunwood-ai-labs/source-sage-mcp-server
  - ❌ zip-compression
  - ❌ downloads-organizer - time updates. (node)
  - ❌ obsidian-notes
  - ✅ excel-to-pdf-mcp
  - ❌ mcp-svg-converter - quality image processing. (node)
  - ✅ @puchunjie/doc-tools-mcp - driven Word document creation, editing, and formatting through a Node.js server that integrates seamlessly with development environments for document automation workflows. (7 tools) (node)
  - ❌ ftp-server-manager
  - ❌ edit-files - based editing tools for text files within allowed directories, enabling safe and controlled bulk modifications across multiple files. (node)
  - ❌ dropbox
  - ✅ mcp-docs-service - like query format for creating, reading, updating, and searching documentation with YAML frontmatter metadata support in Node.js and Deno environments. (14 tools) (node)
  - ✅ @bunas/fs-mcp
  - ❌ mcp-server-wsl-filesystem
  - ✅ @qpd-v/mcp-delete
  - ✅ @shtse8/pdf-reader-mcp - dist for both local files and remote URLs. (1 tools) (node)
  - ✅ find-files-mcp
  - ✅ mcp-wordcounter
  - ❌ file-modifier
  - ❌ source-code
  - ❌ obsidian-icloud
  - ❌ file-operations-server - time monitoring, and integration into automated workflows. (node)
  - ✅ magick-mcp
  - ✅ @myuon/refactor-mcp - based code refactoring capabilities for bulk search-and-replace operations across file systems with pattern matching, context filtering, and glob-based file discovery to enable large-scale code transformations and migrations. (2 tools) (node)
  - ❌ webdav
  - ❌ @modelcontextprotocol/server-filesystem
  - ❌ uploadthing-mcp
  - ❌ storacha
  - ✅ @shtse8/filesystem-mcp
  - ✅ @sworddut/mcp-ffmpeg-helper
  - ❌ local-file-reader
  - ❌ better-mcp-file-server - preserving path aliases and an optimized LLM-friendly API. (node)
  - ❌ @WillDent/pipedrive-mcp-server
  - ❌ filesystem
  - ❌ file-system-operations
  - ❌ upload-file - assisted workflows, enabling seamless integration of file handling capabilities into existing systems. (node)
  - ✅ @cyanheads/filesystem-mcp-server
  - ❌ exif-metadata
  - ❌ everything-search
  - ❌ desktop-image-manager
  - ❌ obsidian-mcp - based note creation, editing, and management within vaults. (node)
  - ✅ @exoticknight/mcp-file-merger
  - ❌ clipboard-to-supabase
  - ❌ apple-notes - text search, leveraging LanceDB and on-device embedding for efficient data management and privacy-preserving information retrieval. (node)
  - ❌ google-drive-&-sheets - based access. (node)
  - ❌ todo-list - based todo list API for creating, reading, updating, and deleting tasks, suitable for basic task management applications. (node)
  - ✅ mcp-server-text-editor
  - ❌ spire.xls
  - ❌ ffmpeg-mcp
  - ❌ mcp_pdf_forms
  - ❌ text-saver - specified or timestamp-generated filenames through a simple interface with robust validation and error handling. (python)
  - ❌ putio-mcp-server - based interface. (python)
  - ❌ file-search-service
  - ❌ apple-notes-mcp
  - ❌ ledger
  - ❌ file-system-utilities - based server that communicates via stdio transport. (go)
  - ❌ local-file-organizer
  - ❌ todo-manager - based editing, multiple character encodings, and atomic operations for structured task and release management. (go)
  - ❌ notes
  - ❌ claude-conversations-to-markdown
  - ❌ text-editor - based text editing interface with two-step verification and syntax validation for collaborative code file manipulation (python)
  - ❌ file-finder
  - ❌ pdf-reader
  - ❌ android-source-code-browser
  - ✅ @aindreyway/mcp-neurolora
  - ✅ @inkdropapp/mcp-server - taking application to enable searching, reading, creating, and updating Markdown notes directly within conversations through seven specialized tools for managing notes, notebooks, and tags. (7 tools) (node)
  - ✅ @team-jd/mcp-project-explorer
  - ✅ @zhiweixu/excel-mcp-server
  - ❌ @amgadabdelhafez/dbx-mcp-server - compatible clients to interact with Dropbox through a set of powerful tools. (node)
  - ❌ @nloui/paperless-mcp - NGX API to provide document management operations including listing, searching, editing, and uploading for efficient organization and retrieval of digital files. (node)
  - ❌ cedarscript-file-manipulation - like language) capabilities for executing pattern matching and transformations on source code to enable automated refactoring, code generation, and static analysis tasks. (node)
  - ❌ chat-logger - keeping and analysis. (python)
  - ❌ excel-mcp-server
  - ❌ file-system-observer - time notifications when watched files or directories are modified, enabling live document editing and configuration monitoring workflows. (python)
  - ❌ filesystem-(quarkus) - based filesystem interface interactions with local file systems, enabling automated file management and data processing tasks. (java)
  - ❌ obsidian-mcp-server - taking and knowledge base organization. (node)
  - ❌ secure-filesystem - based server that enables reading, writing, listing, and manipulating files within specified allowed directories while preventing directory traversal attacks. (go)
  - ❌ software-documentation-analysis
  - ❌ truenas-core
- - ❌ filesystem - efficient access to local filesystems with advanced capabilities including line-targeted reading/editing, powerful search through ripgrep, and intelligent context management for large files and codebases. (python)
  - ❌ @modelcontextprotocol/server-filesystem
  - ❌ @modelcontextprotocol/server-gdrive
  - ❌ ffmpeg-mcp
  - ❌ mcp_pdf_forms
  - ❌ text-saver - specified or timestamp-generated filenames through a simple interface with robust validation and error handling. (python)
  - ❌ putio-mcp-server - based interface. (python)
  - ❌ file-search-service
  - ❌ apple-notes-mcp
  - ❌ file-system-utilities - based server that communicates via stdio transport. (go)
  - ❌ filesystem - efficient access to local filesystems with advanced capabilities including line-targeted reading/editing, powerful search through ripgrep, and intelligent context management for large files and codebases. (python)
  - ❌ local-file-organizer
  - ❌ todo-manager - based editing, multiple character encodings, and atomic operations for structured task and release management. (go)
  - ❌ spire.xls
  - ❌ notes
  - ❌ claude-conversations-to-markdown
  - ❌ secure-filesystem - based server that enables reading, writing, listing, and manipulating files within specified allowed directories while preventing directory traversal attacks. (go)
  - ❌ text-editor - based text editing interface with two-step verification and syntax validation for collaborative code file manipulation (python)
  - ❌ file-finder
  - ❌ @modelcontextprotocol/server-filesystem
  - ❌ @modelcontextprotocol/server-gdrive
  - ❌ mcp-tree-explorer
  - ❌ mcp-text-editor - oriented operations on text files. (python)
  - ❌ word-document-formatter - docx and langchain-mcp-adapters. (python)
  - ❌ excel
  - ❌ alfresco-content-services
  - ❌ google-drive
  - ✅ @isaacphi/mcp-gdrive
  - ❌ sticky-notes - based storage system (python)
  - ❌ supernotes-to-obsidian
  - ❌ filesystem-(quarkus) - based filesystem interface interactions with local file systems, enabling automated file management and data processing tasks. (java)
  - ❌ filesystem-access - powered server that supports both stdio and SSE transport modes. (python)
  - ❌ document-operations-(word,-excel,-pdf)
  - ❌ mcp-obsidian
  - ❌ json-canvas
  - ❌ file-system-tools
  - ✅ @zhiweixu/excel-mcp-server
  - ❌ docxprocessor - docx. (python)
  - ✅ @aindreyway/mcp-neurolora
  - ❌ document-reader
  - ❌ clipboard-image
  - ❌ google-drive-classifier
  - ❌ file-converter
  - ❌ chat-logger - keeping and analysis. (python)
  - ❌ pinata-mcp
  - ❌ file-system-observer - time notifications when watched files or directories are modified, enabling live document editing and configuration monitoring workflows. (python)
Finance & Fintech
- How to Submit
  - ✅ setu_mcp_kyc
  - ✅ yfmcp - time financial data from Yahoo Finance through specialized tools for retrieving stock information, market trends, and news for investment research and analysis. (5 tools) (python)
  - ✅ investor-agent - time financial analysis tools leveraging market data from yfinance and CNN's Fear & Greed Index for investment research, portfolio analysis, and market sentiment evaluation. (7 tools) (python)
  - ❌ monarch-money-mcp-server
  - ❌ paypal-account-updater
  - ❌ ynab
  - ❌ a-share-financial-data-(baostock)
  - ❌ norman-finance
  - ❌ volume-wall-detector-mcp
  - ❌ akshare_mcp
  - ❌ dhan-trading - loss, bracket) - all by simply asking your LLM (python)
  - ❌ polymarket
  - ❌ razorpay
  - ❌ @paypal/agent-toolkit
  - ❌ @stripe/agent-toolkit/tree/main/modelcontextprotocol
  - ❌ debank
  - ❌ okx-dex - chain bridge to enable token swapping, liquidity management, price quotes, and cross-chain transfers across multiple blockchains including Solana. (node)
  - ✅ bsv-mcp
  - ❌ sailfish
  - ❌ etoro-portfolio
  - ✅ @cerebrofoundation/mcp-intent
  - ❌ status-invest
  - ❌ solana-agent-kit - chain transfers via Wormhole directly within conversation interfaces. (node)
  - ❌ alpha-vantage-stock-data - time and historical stock market data, enabling financial analysis with customizable price alerts and data retrieval options. (node)
  - ❌ base-wallet
  - ❌ chromia-wallet
  - ❌ @stripe/agent-toolkit - commerce and billing workflows. (node)
  - ❌ @magnetai/free-usdc-transfer
  - ❌ watchbase
  - ❌ brasil-api
  - ❌ allabolag-(swedish-company-registry)
  - ✅ fiscal-data-mcp
  - ❌ kaiafun
  - ❌ finance-market-data - time financial data and news through tools for stock market information, market indices tracking, and financial news updates (node)
  - ❌ freeagent
  - ❌ uniswap-trader - driven cryptocurrency trading on Uniswap across multiple blockchains, providing tools for price quotes, optimal routing, and transaction management for automated trading strategies. (node)
  - ❌ nano-currency
  - ❌ mcp-morpho-server
  - ✅ bitcoin-mcp
  - ❌ rami-levy - based API integration. (node)
  - ❌ coin-daemon-(zcash)
  - ❌ coinpilot-(aptos-dca) - cost averaging strategies through tools for creating and managing investment plans, retrieving user data, and accessing liquidity pools. (node)
  - ❌ gatherings-(expense-sharing)
  - ❌ plaid
  - ❌ @agentek/mcp-server - based automation. (node)
  - ❌ starknet-agent-kit
  - ❌ coinbase-commerce
  - ✅ @jeromyfu/app-insight-mcp
  - ❌ jupiter-ultra
  - ❌ charles-schwab - time market information. (node)
  - ❌ crypto-indicators - time technical analysis indicators and trading signals for cryptocurrency markets, enabling quantitative strategy development without implementing complex algorithms. (node)
  - ✅ @mcpfun/mcp-server-ccxt - performance CCXT MCP server for cryptocurrency exchange integration. (24 tools) (node)
  - ❌ tax-alert-chatbot-mcp-server
  - ❌ coinmarketcap-fear-&-greed-index - time cryptocurrency data, market metrics, and Fear & Greed Index through TypeScript tools with smart caching and detailed error handling. (node)
  - ❌ bybit-crypto-exchange - only access to Bybit's cryptocurrency exchange API for retrieving real-time market data, order book information, and account details. (node)
  - ❌ nobitex-cryptocurrency-market-data - time cryptocurrency market data from Nobitex exchange, enabling users to access current prices, trading statistics, and overall market information for informed trading decisions. (node)
  - ❌ pluggy
  - ❌ meson-cross-chain-transfer - chain cryptocurrency transfers between Ethereum, Arbitrum, Avalanche, and other blockchains using the Meson Protocol, with local private key processing for enhanced security. (node)
  - ❌ jupiter
  - ❌ brian
  - ❌ binance-spot-trading
  - ❌ sumup-agent-toolkit
  - ❌ alpha-vantage - time financial data retrieval from Alpha Vantage, enabling developers and analysts to access comprehensive stock prices, market indicators, forex rates, and cryptocurrency information with instant, structured results. (node)
  - ❌ brex - only operations with proper rate limiting. (node)
  - ❌ fugle-masterlink-(taiwan-stock-market)
  - ❌ @paybyrd/ai-agent-toolkit
  - ❌ binance-futures-mcp
  - ❌ hedera
  - ❌ israeli-bank-scrapers
  - ✅ coincap-mcp
  - ❌ 1inch-cross-chain-swap - chain token swaps using 1inch Fusion+ (node)
  - ❌ stock-market-(alpha-vantage) - time stock market data through the Alpha Vantage API, delivering daily prices, volume, and metrics for any stock symbol with proper currency formatting and rate-limit awareness. (node)
  - ❌ twilio-agent-payments - compliant payment processing during voice calls by bridging Twilio's payment API with tokenized card information collection workflows while maintaining state through asynchronous callbacks. (node)
  - ❌ openfec
  - ❌ marketauxmcpserver
  - ❌ stellar-blockchain
  - ❌ ethereum-blockchain-tools
  - ❌ flutterwave
  - ❌ cashfree
  - ❌ worldpay-checkout - commerce and financial management applications. (node)
  - ❌ etherscan-tools
  - ❌ @alfork/qbconductor-mcp-server
  - ❌ trading-simulator - chain trading simulator API for executing trades, checking balances, retrieving token prices, and monitoring portfolio performance across Solana and Ethereum blockchains. (node)
  - ❌ solana-tracker - time Solana token tracking and comprehensive blockchain analytics by exposing extensive data retrieval capabilities through the Solana Tracker API. (node)
  - ❌ realtime-crypto-mcp-server - time cryptocurrency data through the CoinCap API, offering detailed exchange information and current rates with robust error handling and automatic retries. (node)
  - ❌ fred-economic-data
  - ❌ grok-ai-(solana-blockchain-analysis)
  - ❌ alpha-ticker-mcp - time Binance Alpha token prices and liquidity data, powering your AI agents and workflows with instant alpha market insights. (python)
  - ❌ employees-airdrop-rewards-(solana)
  - ❌ ethers-wallet
  - ❌ coinmarketcap - time cryptocurrency data from CoinMarketCap's API, enabling market listings, price quotes, ID mappings, metadata, global metrics, and exchange information retrieval for market analysis and research. (node)
  - ❌ chronos-(stellar-blockchain)
  - ❌ zerodha-kite
  - ❌ frankfurtermcp - time currency exchange rates, historical rate data, and currency conversion capabilities for financial applications and currency analysis workflows. (python)
  - ❌ sectors-financial-data
  - ❌ paypal
  - ❌ xtb-trading
  - ✅ dexpaprika-mcp - time cryptocurrency market data across multiple blockchain networks, including DEX listings, liquidity pools, token details, and price analytics without requiring API keys. (11 tools) (node)
  - ❌ zerodha-trade - time stock trading operations including profile viewing, portfolio monitoring, and order execution directly through conversation (node)
  - ❌ evm-blockchain-bridge
  - ❌ financial-modeling-prep - time and historical financial data across stocks, company profiles, financial statements, technical indicators, and economic information for investment research and market analysis. (node)
  - ❌ token-minter - 20 tokens across multiple blockchain networks, providing tools for token creation, balance checking, and transfers using ethers.js and smart contracts. (node)
  - ❌ payman - solving system for developers integrating the Payman payment platform, enabling technical guidance and code examples across Node.js and Python SDKs through a flexible, cache-enabled lookup system (node)
  - ❌ lithic - only access to Lithic's banking and card services API for fetching resources like cards, accounts, and transactions with robust error handling and Docker containerization. (node)
  - ❌ safe-wallet
  - ❌ helius-(solana-blockchain) - time Solana blockchain data access, enabling wallet balance checks and block height retrieval for blockchain monitoring and analysis. (node)
  - ❌ shipping-service-mcp-server
  - ✅ @snjyor/binance-mcp - time market data including prices, order books, candlestick charts, and trading history for cryptocurrency analysis and monitoring. (12 tools) (node)
  - ❌ dodo-payments
  - ❌ solana-token-sniper - speed trading of Solana blockchain tokens through distributed WebSocket monitoring of Raydium AMM pools and Serum markets, delivering sub-second execution for early token launches across global regions. (node)
  - ❌ pump.fun
  - ❌ payman-ai
  - ❌ binance-bitcoin-market-data - time and historical Bitcoin market data from Binance including ticker data, order books, trades, price charts, and live price streams for financial analysis and market research. (node)
  - ❌ @nftgo/mcp-nftgo-api
  - ✅ binance-mcp-server
  - ❌ zbd-(bitcoin-lightning-network)
  - ❌ bitcoin-price-tracker - time Bitcoin market data including current price, 24-hour change percentage, and market cap through dual API integration with CoinMarketCap and CoinGecko. (node)
  - ❌ stock-analysis-(india) - time and historical Indian stock data. (node)
  - ❌ solana-rugcheck-&-transaction-helper
  - ✅ @xeroapi/xero-mcp-server
  - ❌ futu-api
  - ✅ tesouro-direto-mcp - time access to Brazil's Treasury Direct bond market data, enabling users to retrieve market status, search bonds by type and maturity date, and access detailed information for investment analysis. (3 tools) (node)
  - ❌ cb-insights
  - ❌ luno
  - ❌ mcp-server-twelve-data - time quotes, historical OHLCV price data, and instrument metadata for stocks, forex pairs, and cryptocurrencies across global markets. (python)
  - ❌ zerodha - time market data access, portfolio monitoring, and trading information retrieval through over 20 specialized tools for stock holdings, positions, order margins, and mutual fund details. (go)
  - ✅ octagon-mcp
  - ❌ freqtrade
  - ❌ alpaca-trading
  - ❌ africa's-talking-airtime - ups to one or more mobile numbers. (python)
  - ✅ @akki91/ankr-mcp
  - ❌ crypto-trading
  - ❌ openbudget
  - ❌ alphavantage-trader
  - ❌ stock-market-data - time stock market data and company information for financial analysis, investment research, and market monitoring applications (java)
  - ❌ @getalby/lightning-tools-mcp-server
  - ❌ base-mcp
  - ❌ @paddle/paddle-mcp
  - ❌ deriv
  - ✅ search-stock-news-mcp - related news using the Tavily API, enabling financial searches by stock symbol and company name with configurable parameters for Vietnamese financial sources like CafeF and Nguoi Quan Sat. (2 tools) (node)
  - ❌ stockflow-(yahoo-finance) - time stock market data and analysis tools for financial research and trading strategies. (python)
  - ❌ blockchain.com-data-and-query
  - ✅ findata-mcp-server
  - ❌ imf-data
  - ❌ crypto-fear-&-greed-index - time and historical cryptocurrency market sentiment data through the Fear & Greed Index API for analyzing market psychology and potential price movements. (python)
  - ❌ solana
  - ❌ ntropy
  - ❌ square - commerce operations for AI applications. (python)
  - ❌ @paypal/mcp
  - ❌ stockscreen-(yahoo-finance) - based trading strategies. (python)
  - ❌ pancakeswap-poolspy - time, providing detailed metrics like token pairs, transaction counts, volume, and TVL for DeFi traders and analysts on BNB Smart Chain. (python)
  - ✅ moneybird-mcp-server
  - ❌ quickbooks-time
  - ❌ tigerbeetle - performance accounting database accounts through a Spring Boot server with stdio-based connections. (java)
  - ❌ beanquery-(beancount-ledger)
  - ✅ fred-mcp-server
  - ❌ ssi-stock-(vietnamese-market-data)
  - ❌ solana-blockchain
  - ❌ crypto-sentiment-(santiment) - time. (python)
  - ❌ tracxn
  - ❌ quantconnect-mcp
  - ❌ binance - time market data including prices, order books, and historical information without requiring API keys (python)
  - ❌ ledger-cli
  - ❌ openregister
  - ❌ beeminder
  - ❌ bonk-mcp
  - ❌ a-stock
  - ❌ stock-analyzer-(tingo)
  - ❌ binance-smart-chain
  - ❌ kospi-kosdaq-stock-server - time access to KOSPI and KOSDAQ stock market data, offering tools for retrieving ticker symbols, OHLCV data, market capitalization, fundamental metrics, and trading volumes. (python)
  - ❌ paypal-java - RPC interfaces for versatile deployment. (java)
  - ❌ fred-(federal-reserve-economic-data)
  - ❌ ton-mcp-server
  - ✅ setu_mcp_upi_deeplinks
  - ✅ xero-mcp
  - ❌ yahoo-finance - time stock prices, company information, historical data, and market news through LLaMA 3.2 3B while preserving all regular model capabilities. (python)
  - ❌ bybit-exchange-api
  - ❌ m-pesa-(safaricom-daraja-api) - Pesa mobile payment transactions through the Safaricom Daraja API, allowing users to authorize payments directly from conversations. (python)
  - ❌ financial-datasets - run server that integrates with the Financial Datasets API. (python)
  - ❌ kroger
  - ❌ stock-market-analysis-tools - up stock monitoring with Tavily search integration. (python)
  - ❌ adfin-financial-management
  - ❌ alphavantage - time access to stock market, forex, cryptocurrency, and fundamental financial metrics for data-driven investment research and analysis. (python)
  - ❌ up-bank
  - ❌ @toolsdk.ai/mcp-mercury
  - ❌ paradex
  - ❌ uniswap-poolspy
  - ❌ schwab
  - ❌ ccxt-cryptocurrency-exchange - time and historical market data for analysis, trading, and portfolio tracking. (python)
  - ❌ li.fi - chain token transfers and swaps through the LI.FI API, providing tools for token information, quotes, transaction status, and wallet management for DeFi operations without leaving the conversation interface. (go)
  - ✅ manifold-mcp-server
  - ❌ indian-stocks
  - ❌ armor-wallet
  - ❌ yfinance-trader - time stock market data and trading capabilities through yfinance, offering tools for retrieving quotes, company overviews, historical prices, symbol searches, analyst recommendations, and insider transactions. (python)
  - ❌ coinmarket - time cryptocurrency data from CoinMarketCap. (python)
  - ❌ trade-companion-(substack)
  - ❌ gp
  - ❌ investment-portfolio-manager - formatted Investment portfolio and performs web searches and stock price searches to provide meaningful evaluations and recommendations. (python)
  - ❌ sec-edgar
  - ❌ tradingview-chart - based scraper that converts screenshots to direct image URLs. (python)
  - ❌ consumer-financial-protection-bureau-complaints
  - ❌ whale-tracker - time cryptocurrency whale transactions across blockchains, providing detailed transaction information and configurable filtering for traders and analysts tracking significant market movements. (python)
  - ❌ extend_ai_toolkit
  - ❌ bitcoin-(coingecko) - time and historical Bitcoin price data in various currencies, enabling financial analysis and cryptocurrency tracking (java)
  - ❌ bicscan
  - ❌ finnhub
  - ✅ hubble-mcp-tool
  - ❌ finance-tools-mcp - lib to provide real-time market data, technical indicators, and economic insights for investment research and portfolio analysis. (python)
  - ❌ transaction-categorizer
  - ❌ stripe
  - ❌ octagon-vc-agents - driven insights. The roster includes Reid Hoffman, Josh Kopelman, Alfred Lin, Keith Rabois, Bill Gurley, Peter Thiel, Marc Andreessen, Fred Wilson. (python)
  - ❌ optionsflow-(yahoo-finance)
  - ❌ stock-info-(akshare) - time financial market data from Chinese and global markets through AKShare API integration for traders and financial analysts (python)
  - ✅ square-mcp-server - commerce and payment processing capabilities including payments, orders, inventory, and customer management. (3 tools) (node)
  - ✅ bitrefill-mcp-server
  - ✅ @zbddev/payments-sdk-mcp
  - ❌ @getalby/nwc-mcp-server
  - ❌ awslabs.cost-analysis-mcp-server
  - ❌ xueqiu-(chinese-stock-market) - time Chinese stock market data, company financials, and investor sentiment analysis for comprehensive equity research and market trend tracking. (python)
  - ❌ wave-accounting
  - ❌ heurist-mesh-(web3-tools)
  - ❌ odoo-accounting
  - ❌ xrp-ledger - related operations. (python)
  - ❌ polygon.io - time trades, quotes, aggregates, market snapshots, ticker details, news, dividends, splits, and financial fundamentals for trading research and market analysis. (python)
  - ❌ xtquant-ai - time stock market interactions and AI-driven financial analysis strategies. (python)
  - ❌ rootdata
  - ❌ solana-vault
  - ✅ @bujaayjaay/mcp-coincap-jj - time cryptocurrency price tracking, market analysis, and historical trend data for informed investment decisions. (3 tools) (node)
  - ✅ @coinstats/coinstats-mcp - time cryptocurrency market data, portfolio tracking, and news through direct access to the CoinStats API for retrieving coin information, market trends, wallet balances, and exchange integrations. (30 tools) (node)
  - ✅ @iqai/mcp-bamm
  - ✅ @lazydino/ccxt-mcp
  - ✅ @mcp-dockmaster/mcp-cryptowallet-evm - compatible blockchains for wallet creation, balance checking, transaction sending, and smart contract operations through ethers.js v5. (35 tools) (node)
  - ✅ @mektigboy/server-hyperliquid - time cryptocurrency market data, including mid prices, historical candlesticks, and L2 order book information for traders and analysts. (3 tools) (node)
  - ✅ akshare-one-mcp - time information, financial statements, and news from sources like Eastmoney, Sina, and Xueqiu. (7 tools) (python)
  - ✅ asset-price-mcp - time financial data for precious metals, cryptocurrencies, and other assets, enabling market price tracking and historical trend analysis without direct API integrations to multiple financial sources. (1 tools) (node)
  - ✅ base-network-mcp-server
  - ✅ dodopayments-mcp - compatible interface for AI-driven payment operations like billing, subscriptions, and customer management using the Dodo Payments API. (57 tools) (node)
  - ✅ fewsats-mcp
  - ✅ lunchmoney-mcp
  - ✅ mcp-crypto-price - time cryptocurrency data, enabling price tracking, market analysis, and historical trend examination for financial applications. (3 tools) (node)
  - ✅ mcp-lighthouse - based authentication. (5 tools) (node)
  - ❌ @osmosis-agent-toolkit/mcp
  - ❌ akshare-(chinese-financial-data) - time financial data and analysis tools for Chinese and global markets, enabling stock, fund, bond, futures, forex, and macroeconomic data queries for investment decision support. (python)
  - ❌ arbitrum - time Arbitrum blockchain data analysis, enabling natural language queries for block information, transaction details, account balances and network statistics (node)
  - ❌ artemis-mcp - series metrics without switching contexts. (python)
  - ❌ china-stock-market-data - time Chinese stock market data through AKShare, offering tools for market overviews, individual stock information, sector analysis, fund flows, and financial indicators across Chinese, Hong Kong, and US exchanges. (python)
  - ❌ coingecko - time market data, pricing information, and detailed coin analytics through both REST endpoints and JSON-RPC 2.0 methods with automatic fallback between free and Pro API access. (node)
  - ❌ coingecko-crypto-trader - time cryptocurrency market data through CoinGecko API for accessing prices, market information, historical charts, search functionality, trending coins, and global statistics. (python)
  - ❌ crypto-exchange - time cryptocurrency market data from major exchanges (Bybit, OKX, Binance) including prices, order books, funding rates, and open interest for spot and linear markets. (python)
  - ❌ crypto-pro-apis-(defillama,-coingecko,-arkham) - time token prices, market data, blockchain analytics, and on-chain intelligence for crypto researchers and traders. (python)
  - ❌ cryptocurrency-technical-analysis - time cryptocurrency technical analysis through FastMCP, calculating 12 and 26-period EMAs for Binance trading pairs using MongoDB-stored OHLCV data and Server-Sent Events. (python)
  - ❌ cryptopanic - time cryptocurrency news, analysis, and video content with configurable pagination for financial analysis and investment decision support. (python)
  - ❌ dexscreener - time crypto market data, focusing on Solana memecoin markets. (node)
  - ❌ etf-flow-mcp - making. (python)
  - ❌ fred-macroeconomic-data - time economic data series including GDP, employment statistics, inflation metrics, and monetary policy indicators for data-driven analyses and visualizations. (python)
  - ❌ google-ads
  - ❌ mbbank-mcp - only access to MBBank accounts for retrieving balances, transaction histories, savings account details, and current date information to support financial monitoring and expense tracking workflows. (python)
  - ❌ mcp-store - commerce data for retrieving customer information, looking up orders by customer ID, and searching customers by name through a TypeScript-based REST API (node)
  - ❌ okx-cryptocurrency - time cryptocurrency market data from OKX exchange through API endpoints for historical candlestick patterns and current price information (node)
  - ❌ ramp - based business intelligence tasks. (python)
  - ❌ tradovate - RPC interface. (go)
  - ❌ wealthy-trading-platform - time financial operations including price queries, order placement, portfolio management, and trade idea retrieval for traders analyzing their investments (go)
- - ❌ coingecko - time and historical cryptocurrency market data through CoinGecko API integration, enabling access to current prices, market trends, and performance metrics for financial analysis and investment research. (python)
  - ❌ gatherings-(expense-sharing) - sharing solution for social gatherings, enabling creation of events, member management, expense tracking, and automated reimbursement calculations. (python)
  - ❌ setu_mcp_kyc
  - ❌ volume-wall-detector-mcp
  - ❌ ynab
  - ❌ paypal-account-updater
  - ❌ a-share-financial-data-(baostock)
  - ❌ tradovate - RPC interface. (go)
  - ❌ wealthy-trading-platform - time financial operations including price queries, order placement, portfolio management, and trade idea retrieval for traders analyzing their investments (go)
  - ❌ norman-finance
  - ❌ ramp - based business intelligence tasks. (python)
  - ✅ @iqai/mcp-bamm
  - ❌ akshare_mcp
  - ❌ dhan-trading - loss, bracket) - all by simply asking your LLM (python)
  - ❌ polymarket
  - ❌ crypto-pro-apis-(defillama,-coingecko,-arkham) - time token prices, market data, blockchain analytics, and on-chain intelligence for crypto researchers and traders. (python)
  - ❌ razorpay
  - ❌ alpha-vantage - time financial market data for stock quotes, company information, cryptocurrency rates, and historical prices. (python)
  - ❌ alpha-vantage - time financial market data for stock quotes, company information, cryptocurrency rates, and historical prices. (python)
  - ❌ solana
  - ❌ ntropy
  - ❌ square - commerce operations for AI applications. (python)
  - ❌ @paypal/mcp
  - ❌ stockscreen-(yahoo-finance) - based trading strategies. (python)
  - ❌ akshare-one-mcp - time information, financial statements, and news from sources like Eastmoney, Sina, and Xueqiu. (python)
  - ❌ coinmarketcap - time information. (python)
  - ❌ pancakeswap-poolspy - time, providing detailed metrics like token pairs, transaction counts, volume, and TVL for DeFi traders and analysts on BNB Smart Chain. (python)
  - ✅ moneybird-mcp-server
  - ❌ quickbooks-time
  - ❌ tigerbeetle - performance accounting database accounts through a Spring Boot server with stdio-based connections. (java)
  - ❌ coinmarketcap - time information. (python)
  - ❌ beanquery-(beancount-ledger)
  - ❌ mbbank-mcp - only access to MBBank accounts for retrieving balances, transaction histories, savings account details, and current date information to support financial monitoring and expense tracking workflows. (python)
  - ✅ fred-mcp-server
  - ❌ ssi-stock-(vietnamese-market-data)
  - ❌ solana-blockchain
  - ❌ yfmcp - time financial data from Yahoo Finance through specialized tools for retrieving stock information, market trends, and news for investment research and analysis. (python)
  - ❌ crypto-sentiment-(santiment) - time. (python)
  - ❌ tracxn
  - ❌ quantconnect-mcp
  - ❌ futu-api
  - ✅ tesouro-direto-mcp - time access to Brazil's Treasury Direct bond market data, enabling users to retrieve market status, search bonds by type and maturity date, and access detailed information for investment analysis. (3 tools) (node)
  - ❌ cb-insights
  - ❌ luno
  - ❌ mcp-server-twelve-data - time quotes, historical OHLCV price data, and instrument metadata for stocks, forex pairs, and cryptocurrencies across global markets. (python)
  - ❌ zerodha - time market data access, portfolio monitoring, and trading information retrieval through over 20 specialized tools for stock holdings, positions, order margins, and mutual fund details. (go)
  - ✅ octagon-mcp
  - ❌ etf-flow-mcp - making. (python)
  - ❌ freqtrade
  - ❌ coingecko - time and historical cryptocurrency market data through CoinGecko API integration, enabling access to current prices, market trends, and performance metrics for financial analysis and investment research. (python)
  - ❌ alpaca-trading
  - ❌ cryptocurrency-technical-analysis - time cryptocurrency technical analysis through FastMCP, calculating 12 and 26-period EMAs for Binance trading pairs using MongoDB-stored OHLCV data and Server-Sent Events. (python)
  - ❌ africa's-talking-airtime - ups to one or more mobile numbers. (python)
  - ✅ @akki91/ankr-mcp
  - ❌ crypto-trading
  - ❌ openbudget
  - ❌ alphavantage-trader
  - ❌ stock-market-data - time stock market data and company information for financial analysis, investment research, and market monitoring applications (java)
  - ❌ coingecko-crypto-trader - time cryptocurrency market data through CoinGecko API for accessing prices, market information, historical charts, search functionality, trending coins, and global statistics. (python)
  - ❌ @getalby/lightning-tools-mcp-server
  - ❌ base-mcp
  - ❌ @paddle/paddle-mcp
  - ❌ deriv
  - ✅ search-stock-news-mcp - related news using the Tavily API, enabling financial searches by stock symbol and company name with configurable parameters for Vietnamese financial sources like CafeF and Nguoi Quan Sat. (2 tools) (node)
  - ❌ stockflow-(yahoo-finance) - time stock market data and analysis tools for financial research and trading strategies. (python)
  - ✅ @coinstats/coinstats-mcp - time cryptocurrency market data, portfolio tracking, and news through direct access to the CoinStats API for retrieving coin information, market trends, wallet balances, and exchange integrations. (30 tools) (node)
  - ❌ blockchain.com-data-and-query
  - ✅ findata-mcp-server
  - ❌ gatherings-(expense-sharing) - sharing solution for social gatherings, enabling creation of events, member management, expense tracking, and automated reimbursement calculations. (python)
  - ❌ imf-data
  - ❌ crypto-fear-&-greed-index - time and historical cryptocurrency market sentiment data through the Fear & Greed Index API for analyzing market psychology and potential price movements. (python)
  - ✅ @bujaayjaay/mcp-coincap-jj - time cryptocurrency price tracking, market analysis, and historical trend data for informed investment decisions. (3 tools) (node)
  - ❌ zerodha-kite
  - ❌ binance - time market data including prices, order books, and historical information without requiring API keys (python)
  - ❌ zerodha-kite
  - ❌ investor-agent - time financial analysis tools leveraging market data from yfinance and CNN's Fear & Greed Index for investment research, portfolio analysis, and market sentiment evaluation. (python)
  - ❌ ledger-cli
  - ❌ openregister
  - ❌ china-stock-market-data - time Chinese stock market data through AKShare, offering tools for market overviews, individual stock information, sector analysis, fund flows, and financial indicators across Chinese, Hong Kong, and US exchanges. (python)
  - ❌ beeminder
  - ❌ artemis-mcp - series metrics without switching contexts. (python)
  - ❌ bonk-mcp
  - ❌ a-stock
  - ❌ stock-analyzer-(tingo)
  - ❌ up-bank
  - ❌ fred-macroeconomic-data - time economic data series including GDP, employment statistics, inflation metrics, and monetary policy indicators for data-driven analyses and visualizations. (python)
  - ❌ kospi-kosdaq-stock-server - time access to KOSPI and KOSDAQ stock market data, offering tools for retrieving ticker symbols, OHLCV data, market capitalization, fundamental metrics, and trading volumes. (python)
  - ❌ paypal-java - RPC interfaces for versatile deployment. (java)
  - ❌ fred-(federal-reserve-economic-data)
  - ❌ ton-mcp-server
  - ✅ xero-mcp
  - ❌ yahoo-finance - time stock prices, company information, historical data, and market news through LLaMA 3.2 3B while preserving all regular model capabilities. (python)
  - ❌ bybit-exchange-api
  - ❌ m-pesa-(safaricom-daraja-api) - Pesa mobile payment transactions through the Safaricom Daraja API, allowing users to authorize payments directly from conversations. (python)
  - ❌ financial-datasets - run server that integrates with the Financial Datasets API. (python)
  - ❌ kroger
  - ❌ stock-market-analysis-tools - up stock monitoring with Tavily search integration. (python)
  - ❌ adfin-financial-management
  - ❌ alphavantage - time access to stock market, forex, cryptocurrency, and fundamental financial metrics for data-driven investment research and analysis. (python)
  - ❌ akshare-(chinese-financial-data) - time financial data and analysis tools for Chinese and global markets, enabling stock, fund, bond, futures, forex, and macroeconomic data queries for investment decision support. (python)
  - ✅ lunchmoney-mcp
  - ❌ setu_mcp_upi_deeplinks
  - ❌ @toolsdk.ai/mcp-mercury
  - ❌ paradex
  - ❌ uniswap-poolspy
  - ❌ schwab
  - ❌ ccxt-cryptocurrency-exchange - time and historical market data for analysis, trading, and portfolio tracking. (python)
  - ❌ li.fi - chain token transfers and swaps through the LI.FI API, providing tools for token information, quotes, transaction status, and wallet management for DeFi operations without leaving the conversation interface. (go)
  - ✅ manifold-mcp-server
  - ❌ indian-stocks
  - ❌ armor-wallet
  - ❌ yfinance-trader - time stock market data and trading capabilities through yfinance, offering tools for retrieving quotes, company overviews, historical prices, symbol searches, analyst recommendations, and insider transactions. (python)
  - ❌ investment-portfolio-manager - formatted Investment portfolio and performs web searches and stock price searches to provide meaningful evaluations and recommendations. (python)
  - ❌ sec-edgar
  - ❌ tradingview-chart - based scraper that converts screenshots to direct image URLs. (python)
  - ✅ @xeroapi/xero-mcp-server
  - ❌ whale-tracker - time cryptocurrency whale transactions across blockchains, providing detailed transaction information and configurable filtering for traders and analysts tracking significant market movements. (python)
  - ❌ extend_ai_toolkit
  - ❌ bitcoin-(coingecko) - time and historical Bitcoin price data in various currencies, enabling financial analysis and cryptocurrency tracking (java)
  - ❌ bicscan
  - ❌ finnhub
  - ✅ hubble-mcp-tool
  - ❌ finance-tools-mcp - lib to provide real-time market data, technical indicators, and economic insights for investment research and portfolio analysis. (python)
  - ❌ transaction-categorizer
  - ❌ crypto-exchange - time cryptocurrency market data from major exchanges (Bybit, OKX, Binance) including prices, order books, funding rates, and open interest for spot and linear markets. (python)
  - ❌ stripe
  - ✅ dodopayments-mcp - compatible interface for AI-driven payment operations like billing, subscriptions, and customer management using the Dodo Payments API. (57 tools) (node)
  - ❌ octagon-vc-agents - driven insights. The roster includes Reid Hoffman, Josh Kopelman, Alfred Lin, Keith Rabois, Bill Gurley, Peter Thiel, Marc Andreessen, Fred Wilson. (python)
  - ❌ optionsflow-(yahoo-finance)
  - ❌ stock-info-(akshare) - time financial market data from Chinese and global markets through AKShare API integration for traders and financial analysts (python)
  - ✅ square-mcp-server - commerce and payment processing capabilities including payments, orders, inventory, and customer management. (3 tools) (node)
  - ✅ bitrefill-mcp-server
  - ✅ @zbddev/payments-sdk-mcp
  - ❌ @getalby/nwc-mcp-server
  - ❌ fewsats-mcp
  - ❌ awslabs.cost-analysis-mcp-server
  - ❌ xueqiu-(chinese-stock-market) - time Chinese stock market data, company financials, and investor sentiment analysis for comprehensive equity research and market trend tracking. (python)
  - ❌ wave-accounting
  - ❌ heurist-mesh-(web3-tools)
  - ❌ odoo-accounting
  - ❌ xrp-ledger - related operations. (python)
  - ❌ cryptopanic - time cryptocurrency news, analysis, and video content with configurable pagination for financial analysis and investment decision support. (python)
  - ❌ polygon.io - time trades, quotes, aggregates, market snapshots, ticker details, news, dividends, splits, and financial fundamentals for trading research and market analysis. (python)
  - ❌ xtquant-ai - time stock market interactions and AI-driven financial analysis strategies. (python)
  - ✅ mcp-crypto-price - time cryptocurrency data, enabling price tracking, market analysis, and historical trend examination for financial applications. (3 tools) (node)
Knowledge & Memory
- How to Submit
  - ✅ memory-mcp-server - term memory across conversations. (9 tools) (python)
  - ✅ mcpunk
  - ✅ awslabs.bedrock-kb-retrieval-mcp-server
  - ❌ code-embeddings
  - ❌ mcp-memory-libsql - based persistent memory database for storing and retrieving knowledge graph entities and relations across conversations. (node)
  - ❌ chat-analysis
  - ✅ @itseasy21/mcp-knowledge-graph
  - ❌ txtai - based operations with customizable settings and flexible limits for scalable applications. (python)
  - ❌ logseq - taking, content searching, and knowledge management tasks. (python)
  - ❌ mcp-confluence
  - ❌ mcp-server-vikingdb
  - ❌ joplin - taking application for searching, retrieving, creating, updating, and deleting notes directly within conversations. (python)
  - ✅ tana-mcp - taking and automated data input tasks. (11 tools) (node)
  - ❌ @kazuph/mcp-obsidian
  - ❌ mcp-codebase-insight
  - ❌ memory-service
  - ❌ graphiti
  - ✅ flomo-mcp - taking in Flomo by capturing Markdown content from conversations and posting it to your knowledge base via webhook integration (1 tools) (node)
  - ❌ roam-research
  - ❌ fegis-(schema-driven-memory)
  - ❌ confluence-cloud
  - ❌ memory-plugin-(sqlite) - based persistent memory storage for maintaining context across conversations, enabling long-term recall and knowledge management. (python)
  - ❌ wikidata
  - ❌ sourcesage
  - ❌ journal-rag
  - ❌ watson-discovery
  - ✅ @modelcontextprotocol/server-memory
  - ❌ basic-memory
  - ❌ @aindreyway/mcp-codex-keeper - aware programming advice. (node)
  - ❌ mcp-server-logseq - taking, knowledge graph analysis, and workflow automation for developers and knowledge workers. (python)
  - ❌ cognee - friendly database and knowledge-management capabilities via various database schemes. (python)
  - ❌ literature-memory - taking, and entity linking across diverse academic materials. (python)
  - ❌ memory_mcp
  - ❌ memory-manager
  - ✅ mcp-think-tank - solving with transparent thinking processes and memory across conversations. (20 tools) (node)
  - ❌ gemini-context - level caching for Gemini models to optimize token usage and reduce costs. (node)
  - ✅ @neko0721/memory-bank-mcp
  - ❌ german-family-business-knowledge-graph-mcp-server
  - ❌ rag-documentation - aware responses and semantic querying for enhanced knowledge access. (node)
  - ❌ simple-file-vector-store
  - ❌ context-manager
  - ❌ @eventcatalog/mcp-server - driven system components through predefined tools and resources. (node)
  - ❌ @mcpservers/ragdocs - Augmented Generation using Qdrant vector database and embeddings to enable semantic search and management of documentation. (node)
  - ✅ think-tool-mcp
  - ❌ bear-notes
  - ❌ simple-memory-extension - value memory store with semantic search using SQLite and E5 embeddings, enabling contextual information retrieval and long-term memory extension for complex multi-step tasks. (node)
  - ❌ charly-memory-cache
  - ❌ role-specific-context - based context management with vector search capabilities for consistent domain expertise across different specializations. (node)
  - ❌ memory-libsql - performance persistent memory system for Model Context Protocol (MCP) powered by libSQL (node)
  - ❌ sourcesync.ai
  - ❌ rtfm
  - ❌ memory-bank - level goals to technical details, with advanced search capabilities across all documents. (node)
  - ✅ gistpad-mcp - controlled knowledge storage. (28 tools) (node)
  - ❌ storm
  - ❌ chroma-mcp-server
  - ❌ mcp-server-obsidian-omnisearch
  - ❌ dify-dataset-retriever
  - ✅ @professional-wiki/mediawiki-mcp-server
  - ❌ obsidian-index - aware retrieval of personal knowledge. (python)
  - ❌ context-portal-mcp - backed project memory management system that stores decisions, progress tracking, and system patterns in a queryable knowledge graph with vector embeddings for semantic search and comprehensive import/export functionality. (python)
  - ❌ @delorenj/mcp-qdrant-memory - aware applications. (node)
  - ❌ sparql
  - ❌ mem0-for-project-management
  - ❌ rowik-(personal-mediawiki)
  - ❌ sqlite-literature-manager - taking, and research trend analysis. (python)
  - ❌ mcp-pinecone
  - ❌ optimized-memory
  - ❌ bear - taking software to enable note creation, search, and organization operations for enhanced knowledge management. (python)
  - ❌ memory-plus
  - ❌ mcp-server-qdrant - based memories for AI systems. (python)
  - ✅ mcp-outline - hosted instances. (25 tools) (python)
  - ❌ tribal-(error-knowledge-base)
  - ❌ volcengine-knowledge-base
  - ❌ @myjungle/docu-mcp-server - enabled documentation server that integrates with vector databases to provide semantic search capabilities for code, documentation, and diagrams without data leaving your environment. (node)
  - ❌ research-notion - powered survey creation, data retrieval, and analysis for research projects. (python)
  - ❌ readwise
  - ❌ mcp-rememberizer-vectordb
  - ❌ mcp-server-rememberizer - powered semantic search and retrieval of enterprise knowledge. (python)
  - ❌ mem0.ai-memory-manager - inspired architecture that organizes information into short-term and long-term memory types. (python)
  - ✅ onyx-mcp-server - powered document retrieval with configurable context windows. (2 tools) (node)
  - ✅ esa-mcp-server
  - ❌ pdf-knowledge-base
  - ❌ rdf-explorer - text search, and visualization tools in both local file and endpoint modes. (python)
  - ❌ knowledge-base
  - ❌ memory-journal-mcp-server
  - ❌ groundx-rag - specific knowledge retrieval without requiring direct access to underlying document storage. (python)
  - ❌ obsidian-api-mcp-server
  - ❌ context-bank - search endpoint with configurable retrieval options. (node)
  - ❌ myai-memory
  - ❌ memory-custom - based memory system for creating, managing, and querying structured information with features like custom file paths, timestamping, and advanced search capabilities. (node)
  - ❌ readwise-reader-mcp-server
  - ❌ member-berries-(apple-productivity)
  - ❌ apache-unomi
  - ❌ mcp-zotero
  - ❌ ragie - scale datasets. (node)
  - ❌ pluggable-knowledge-graph-memory - based architecture. (node)
  - ❌ rag-memory-mcp - enhanced retrieval system that combines vector search with graph-based relationships for persistent memory and contextual information retrieval (node)
  - ❌ zenmemory-(solana)
  - ❌ thinking-tool - by-step problem solving. (node)
  - ❌ mem0
  - ❌ kibela - assisted workflows. (node)
  - ❌ mcp-ai-server - based retrieval with Pinecone vector storage to create intelligent assistants capable of answering domain-specific questions from your knowledge base. (python)
  - ✅ @landicefu/divide-and-conquer-mcp-server
  - ❌ memobase - RPC over stdio, enabling persistent user data storage and contextual information retrieval during conversations. (node)
  - ❌ memorymesh
  - ❌ mcp-n8n-webhook-server
  - ❌ brianknows - specific databases. (node)
  - ❌ capacities
  - ❌ contextmanager - domain context management system with specialized knowledge graph tools for tracking and analyzing work and learning activities across software development, academic, and professional contexts. (node)
  - ❌ knowledge-retrieval-server - based MCP server that enables document search and retrieval across structured domains of knowledge content, allowing Claude to search and reference documentation when answering questions. (node)
  - ❌ triliumnext-notes
  - ❌ llamacloud
  - ❌ memgpt - provider memory system for LLMs, enabling conversation history management and seamless model switching across OpenAI, Anthropic, OpenRouter, and Ollama. (node)
  - ❌ confluence-wiki
  - ❌ obsidian
  - ❌ dev-memory - project memory storage and retrieval for maintaining development context and knowledge across sessions. (node)
  - ✅ @iqai/mcp-iqwiki
  - ❌ memory-cache - memory caching layer, reducing token consumption and optimizing repeated data access patterns in workflows. (node)
  - ❌ letta - based interactions and memory management (node)
  - ❌ lspace
  - ❌ project-management
  - ❌ memoer-mcp
  - ❌ mcp-notes - taking capabilities with AI models using TypeScript and DynamoDB for persistent memory and context management in applications. (node)
  - ❌ cosense
  - ❌ docs-rag
  - ❌ supavec
  - ❌ scrapbox - taking and knowledge management data into workflows (node)
  - ❌ @orbit-logistics/notion-mcp-server - driven content management, knowledge base interactions, and automated workspace operations. (node)
  - ❌ knowledge-base-retrieval
  - ✅ @cgize/mcp-think-tool - solving tasks. (4 tools) (node)
  - ❌ taskmem
  - ❌ qualitative-research-knowledge-graph
  - ❌ valyu-knowledge-retrieval
  - ❌ memory-storage
  - ❌ titan-memory - based memory encoding for enhanced long-term information storage and contextually-aware interactions across multiple conversations. (node)
  - ❌ knowledge-graph
  - ❌ smallest.ai-knowledge-base
  - ❌ supermemory - to-end encryption and optional self-hosting. (node)
  - ❌ memory - based work through markdown file storage, enabling persistent context across chat sessions with efficient Lunr.js indexing for retrieval, updating, and relating memories. (node)
  - ❌ neo4j-knowledge-graph - powered knowledge graph storage solution for maintaining complex relationships between data points with persistent memory across conversations and efficient fuzzy search capabilities. (node)
  - ❌ developer-knowledge-graph - based server for managing software development context, storing project entities and relationships to provide contextual awareness across complex software projects. (node)
  - ❌ siyuan-note-taking - taking application to enable reading, writing, searching, and querying functionality directly within your knowledge management workflows. (node)
  - ❌ obsidian-tools - powered tools with Obsidian for enhanced note-taking, linking, and knowledge management workflows. (node)
  - ❌ deno-kv - value storage operations through Deno KV, enabling simple data persistence between sessions without complex database setup. (node)
  - ❌ roo-code-memory-bank - based project context management system that maintains persistent memory across sessions through structured markdown files for tracking progress, decisions, and system patterns. (node)
  - ❌ nia-codebase-mcp
  - ❌ mem0-(autonomous-memory)
  - ❌ elasticsearch-knowledge-graph - based knowledge graph that tracks access patterns to prioritize recent, important, and frequently accessed information with advanced search capabilities and complete CRUD operations. (node)
  - ❌ docs-provider - based server that reads from markdown files and exposes a query-docs tool, with automatic configuration for Cursor editor integration. (node)
  - ❌ logseq-knowledge-graph
  - ❌ yuque
  - ❌ privategpt - compatible applications, providing chat management, knowledge source organization, and group-based permissions for diverse AI-driven projects. (node)
  - ❌ memory-postgresql - term memory capabilities using PostgreSQL with pgvector for efficient semantic search across stored memories, enabling tagging, confidence scoring, and filtering for maintaining context across conversations. (node)
  - ❌ project-synapse
  - ❌ expert-registry-mcp-server - performance MCP server for expert discovery, registration, and context injection, enabling AI-powered expert selection through semantic search and relationship modeling with vector and graph database integration. (python)
  - ❌ @mastra/mcp-docs-server
  - ❌ @aashari/mcp-server-atlassian-confluence
  - ❌ esa.io
  - ❌ glean
  - ❌ memories-with-lessons
  - ❌ memory-by-file - based memory storage for maintaining persistent context across conversations using simple text operations. (node)
  - ❌ memory-box - aware interactions through semantic memory storage and retrieval using vector embeddings and search capabilities. (node)
  - ❌ klaudium-(memory)
  - ❌ rag-context
  - ❌ claudekeep-(notes)
  - ❌ shared-knowledge-rag
  - ❌ memory-pouchdb - based memory system using PouchDB for storing and retrieving entity relationships and observations, enabling persistent conversational context across interactions. (node)
  - ❌ student-knowledge-graph
  - ❌ siyuan - taking application, enabling interaction with notes, documents, and knowledge bases through comprehensive API operations like block manipulation, SQL queries, and template rendering. (node)
  - ✅ @gleanwork/mcp-server
  - ✅ @kj455/mcp-kibela
  - ✅ @mem0/mcp-server
  - ✅ @movibe/memory-bank-mcp - based server for tracking project context across sessions, enabling persistent knowledge sharing through modular, markdown-based memory management with support for multiple development modes. (15 tools) (node)
  - ✅ @readwise/readwise-mcp
  - ✅ @suekou/mcp-notion-server
  - ✅ logseq-mcp
  - ✅ mindmap-mcp-server - based mind maps using markmap-cli, enabling visual organization of structured information and knowledge representation. (1 tools) (python)
  - ✅ notion-mcp-server
  - ✅ notion-readonly-mcp-server - only interface to Notion content with parallel processing and intelligent caching for faster document analysis and knowledge retrieval. (8 tools) (node)
  - ✅ sourcesyncai-mcp - driven knowledge retrieval and document analysis. (25 tools) (node)
  - ✅ systemprompt-mcp-notion
  - ✅ think-mcp-server - by-step analysis and memory retention without external actions. (1 tools) (node)
  - ❌ @iachilles/memento - based knowledge graph that stores entities, observations, and relationships with full-text and semantic search using BGE-M3 embeddings for intelligent context retrieval across conversations. (node)
  - ❌ arcknowledge-(custom-rag) - augmented generation across multiple text and image sources with configurable authentication and processing capabilities. (python)
  - ❌ aws-knowledge-base
  - ❌ branch-thinking - references, semantic relationships, and analytics for tracking idea evolution, contradiction detection, and multi-perspective reasoning. (node)
  - ❌ confluence-chat - RPC interface, simplifying documentation workflows with minimal configuration. (python)
  - ❌ inkeep-rag - based interactions. (python)
  - ❌ long-term-memory - term memory storage using SQLite and vector embeddings, enabling persistent context across conversations, development decision preservation, and knowledge base building through semantic search capabilities. (node)
  - ❌ markdown-library - based navigation, text search, and content retrieval across large document collections. (python)
  - ❌ mem0-(long-term-memory) - term memory capabilities through semantic indexing, retrieval, and search functions with support for multiple LLM providers and PostgreSQL vector storage. (python)
  - ❌ memory-graph - term memory storage for LLM conversations using Redis Graph, enabling persistent knowledge graphs for maintaining context across interactions and building complex information networks. (node)
  - ❌ memos-mcp-server - taking application, enabling search of existing notes and creation of new ones with automatic tagging. (python)
  - ❌ notion-(via-dify)
  - ❌ obsidian-mcp-server - taking and knowledge base organization. (node)
  - ❌ smart-thinking - making through semantic embeddings and thought graphs with built-in verification states and memory-based reasoning capabilities (node)
- - ✅ @itseasy21/mcp-knowledge-graph
  - ❌ think-tool - based server that provides LLMs with tools to record, retrieve, and analyze their reasoning processes during complex problem-solving tasks, enabling structured thinking and improved context management. (go)
  - ❌ bear-notes
  - ❌ notion
  - ❌ memory-bank
  - ❌ mcp-server-rememberizer - powered semantic search and retrieval of enterprise knowledge. (python)
  - ❌ code-embeddings
  - ❌ mcp-memory-libsql - based persistent memory database for storing and retrieving knowledge graph entities and relations across conversations. (node)
  - ❌ arcknowledge-(custom-rag) - augmented generation across multiple text and image sources with configurable authentication and processing capabilities. (python)
  - ❌ chat-analysis
  - ❌ awslabs.bedrock-kb-retrieval-mcp-server
  - ❌ txtai - based operations with customizable settings and flexible limits for scalable applications. (python)
  - ❌ think-tool - based server that provides LLMs with tools to record, retrieve, and analyze their reasoning processes during complex problem-solving tasks, enabling structured thinking and improved context management. (go)
  - ❌ logseq - taking, content searching, and knowledge management tasks. (python)
  - ❌ bear-notes
  - ✅ systemprompt-mcp-notion
  - ❌ mem0
  - ❌ notion-(via-dify)
  - ❌ mcp-outline - hosted instances. (python)
  - ❌ chroma-mcp-server
  - ❌ mcp-server-obsidian-omnisearch
  - ❌ dify-dataset-retriever
  - ❌ mcpunk
  - ✅ @professional-wiki/mediawiki-mcp-server
  - ❌ obsidian-index - aware retrieval of personal knowledge. (python)
  - ❌ context-portal-mcp - backed project memory management system that stores decisions, progress tracking, and system patterns in a queryable knowledge graph with vector embeddings for semantic search and comprehensive import/export functionality. (python)
  - ❌ @delorenj/mcp-qdrant-memory - aware applications. (node)
  - ❌ sparql
  - ❌ mem0-for-project-management
  - ❌ rowik-(personal-mediawiki)
  - ❌ sqlite-literature-manager - taking, and research trend analysis. (python)
  - ❌ mindmap-mcp-server - based mind maps using markmap-cli, enabling visual organization of structured information and knowledge representation. (python)
  - ❌ mcp-pinecone
  - ❌ optimized-memory
  - ❌ bear - taking software to enable note creation, search, and organization operations for enhanced knowledge management. (python)
  - ❌ memory-plus
  - ❌ mcp-server-qdrant - based memories for AI systems. (python)
  - ✅ @modelcontextprotocol/server-aws-kb-retrieval
  - ❌ logseq-mcp
  - ❌ memory-mcp-server - term memory across conversations. (python)
  - ❌ tribal-(error-knowledge-base)
  - ❌ volcengine-knowledge-base
  - ❌ @iachilles/memento - based knowledge graph that stores entities, observations, and relationships with full-text and semantic search using BGE-M3 embeddings for intelligent context retrieval across conversations. (node)
  - ❌ @myjungle/docu-mcp-server - enabled documentation server that integrates with vector databases to provide semantic search capabilities for code, documentation, and diagrams without data leaving your environment. (node)
  - ❌ research-notion - powered survey creation, data retrieval, and analysis for research projects. (python)
  - ❌ readwise
  - ❌ mcp-rememberizer-vectordb
  - ❌ mcp-confluence
  - ❌ confluence-chat - RPC interface, simplifying documentation workflows with minimal configuration. (python)
  - ❌ mcp-server-vikingdb
  - ❌ mem0.ai-memory-manager - inspired architecture that organizes information into short-term and long-term memory types. (python)
  - ✅ onyx-mcp-server - powered document retrieval with configurable context windows. (2 tools) (node)
  - ❌ zotero-mcp - text content for scholarly research workflows. (python)
  - ✅ esa-mcp-server
  - ❌ pdf-knowledge-base
  - ❌ rdf-explorer - text search, and visualization tools in both local file and endpoint modes. (python)
  - ❌ knowledge-base
  - ❌ memory-journal-mcp-server
  - ❌ groundx-rag - specific knowledge retrieval without requiring direct access to underlying document storage. (python)
  - ❌ obsidian-api-mcp-server
  - ❌ memos-mcp-server - taking application, enabling search of existing notes and creation of new ones with automatic tagging. (python)
  - ❌ joplin - taking application for searching, retrieving, creating, updating, and deleting notes directly within conversations. (python)
  - ✅ notion-mcp-server
  - ✅ tana-mcp - taking and automated data input tasks. (11 tools) (node)
  - ❌ @kazuph/mcp-obsidian
  - ❌ mem0-(long-term-memory) - term memory capabilities through semantic indexing, retrieval, and search functions with support for multiple LLM providers and PostgreSQL vector storage. (python)
  - ❌ contentstack-brandkit
  - ✅ @kj455/mcp-kibela
  - ❌ memory-service
  - ❌ graphiti
  - ✅ flomo-mcp - taking in Flomo by capturing Markdown content from conversations and posting it to your knowledge base via webhook integration (1 tools) (node)
  - ❌ mcp-codebase-insight
  - ❌ roam-research
  - ❌ fegis-(schema-driven-memory)
  - ❌ confluence-cloud
  - ❌ memory-plugin-(sqlite) - based persistent memory storage for maintaining context across conversations, enabling long-term recall and knowledge management. (python)
  - ❌ wikidata
  - ❌ sourcesage
  - ❌ journal-rag
  - ❌ watson-discovery
  - ✅ @modelcontextprotocol/server-memory
  - ❌ basic-memory
  - ❌ @aindreyway/mcp-codex-keeper - aware programming advice. (node)
  - ❌ notion
  - ❌ mcp-server-logseq - taking, knowledge graph analysis, and workflow automation for developers and knowledge workers. (python)
  - ✅ @readwise/readwise-mcp
  - ❌ cognee - friendly database and knowledge-management capabilities via various database schemes. (python)
  - ✅ sourcesyncai-mcp - driven knowledge retrieval and document analysis. (25 tools) (node)
  - ❌ memory-bank
  - ✅ @suekou/mcp-notion-server
  - ❌ literature-memory - taking, and entity linking across diverse academic materials. (python)
  - ❌ inkeep-rag - based interactions. (python)
  - ❌ memory_mcp
  - ❌ markdown-library - based navigation, text search, and content retrieval across large document collections. (python)
  - ✅ @gleanwork/mcp-server
  - ❌ memory-manager
Gaming
- How to Submit
  - ❌ poker-win-calculator
  - ❌ game-thinking - solving, enabling developers to explore and iterate game mechanics through a sequential thinking process with Three.js game engine integration. (node)
  - ❌ mcp-server-tft
  - ❌ unity-ai-bridge
  - ❌ op.gg-gaming-data
  - ❌ vrchat-osc
  - ✅ steam-review-mcp
  - ❌ lichess - driven gameplay, analysis, and tournament participation through its API. (node)
  - ❌ lemonade-stand
  - ✅ pokemon-vgc-calc-mcp
  - ✅ @jayarrowz/mcp-osrs
  - ❌ mcp-minecraft
  - ❌ gameboy-emulator
  - ❌ prts-gaming-platform
  - ❌ @mtane0412/twitch-mcp-server - related tools and analytics platforms. (node)
  - ❌ texas-hold'em-poker - player table management for training strategic decision making capabilities (node)
  - ❌ game-asset-generator
  - ❌ d&d-5e-tabletop-gaming
  - ✅ pokemon-paste-mcp
  - ❌ unity - in/URP/HDRP pipelines, ProBuilder 3D modeling, package management, and cross-platform builds with template-based code generation and batch operations for rapid prototyping and consistent project structure. (node)
  - ✅ server-dice-roll
  - ❌ chess
  - ✅ @runreal/unreal-mcp
  - ❌ playcanvas-editor - time interaction with the PlayCanvas game engine through a Chrome extension that injects WebSocket capabilities into the Editor, allowing creation and modification of game objects, assets, and scene settings. (node)
  - ❌ mtg-deck-manager
  - ❌ moling-minecraft
  - ❌ unity-ollama
  - ❌ unreal-engine-binary-reader
  - ❌ steam-web-api
  - ❌ opendota - time Dota 2 statistics, match data, and player information for game analysis, performance tracking, and esports research. (python)
  - ❌ minecraft-rcon
  - ✅ mcp-chess
  - ❌ dice-thrower
  - ❌ wongames
  - ❌ @gerred/mcpmc - time game state monitoring. (node)
  - ❌ scryfall
  - ❌ greyhack-tools
  - ❌ godot
  - ✅ mcp-minecraft-remote - assisted remote control and manipulation of Minecraft servers through natural language commands, supporting complex navigation, world interaction, and gameplay automation tasks. (27 tools) (node)
  - ❌ cs2-rcon - Strike 2 server administration through RCON commands, allowing execution of administrative tasks, server status queries, and player management on game servers. (python)
  - ❌ minecraft-bot - based tools for movement, block manipulation, inventory management, and environment interaction without requiring direct player input. (node)
  - ❌ steam - related functionalities for analyzing gaming habits, providing recommendations, or incorporating Steam profiles into applications. (java)
- - ❌ chess - assisted chess applications. (java)
  - ❌ mtg-deck-manager
  - ❌ mcp-chess
  - ❌ moling-minecraft
  - ❌ poker-win-calculator
  - ❌ unity-ollama
  - ❌ unreal-engine-binary-reader
  - ❌ steam-web-api
  - ❌ chess - assisted chess applications. (java)
  - ❌ opendota - time Dota 2 statistics, match data, and player information for game analysis, performance tracking, and esports research. (python)
  - ❌ minecraft-rcon
Marketing
- - ❌ @toolsdk.ai/google-analytics-mcp
  - ❌ osp-marketing-tools
  - ❌ mailchimp
  - ✅ @toolsdk.ai/mcp-server-google-analytics
  - ❌ linkedin
  - ✅ @feedmob/jampp-reporting
  - ✅ instagram-engagement-mcp
  - ✅ @feedmob/singular-reporting
  - ❌ @marketplaceadpros/amazon-ads-mcp-server
  - ❌ typefully
  - ✅ @feedmob/kayzen-reporting
  - ❌ meta-ads-mcp
  - ❌ blog-publisher - based server with standard and local execution modes for automated content publishing workflows. (python)
  - ❌ mcp-metricool
  - ❌ facebook-ads
  - ❌ @felores/placid-mcp-server
  - ❌ osp-marketing-tools
  - ❌ facebook-ads-library
  - ❌ script-generator - agent workflow with OpenAI's GPT-4o and Tavily's research capabilities, enabling efficient content creation across various topics. (python)
- How to Submit
  - ✅ instagram-engagement-mcp
  - ✅ @feedmob/singular-reporting
  - ❌ @marketplaceadpros/amazon-ads-mcp-server
  - ❌ typefully
  - ✅ @feedmob/kayzen-reporting
  - ❌ @felores/placid-mcp-server
  - ❌ mcp-metricool
  - ❌ facebook-ads
  - ❌ meta-ads-mcp
  - ❌ facebook-ads-library
  - ❌ mailchimp
  - ✅ @toolsdk.ai/mcp-server-google-analytics
  - ❌ linkedin
  - ✅ @feedmob/jampp-reporting
  - ❌ google-ads
  - ❌ clickfunnels
  - ❌ @feedmob-ai/kayzen-mcp
  - ❌ adjust
  - ❌ @mastanley13/ghl-mcp-server
  - ❌ lead-qualifier
  - ❌ amazon-advertising - line interface requiring only an API key for authentication. (node)
  - ❌ osp-marketing-tools
  - ❌ hypefury
  - ❌ rednote-(xiaohongshu)
  - ❌ sola
  - ❌ instantly
  - ❌ @mattcoatsworth/mailchip-mcp-server
  - ❌ brevo
  - ❌ keitaro-mcp
  - ❌ smartlead
  - ❌ transistor.fm
  - ❌ instagram-analytics
  - ❌ linkedin-post
  - ❌ @triplewhale/mcp-server-triplewhale - commerce performance metrics for sales reporting and marketing strategy optimization. (node)
  - ❌ @Dishant27/linkedin-mcp-server
  - ❌ blogger - based Node.js implementation with Google authentication support. (node)
  - ✅ linkedin-mcp-runner - tuned generation using LiGo's API. (10 tools) (node)
  - ❌ audiense-insights
  - ❌ sendgrid
  - ❌ @Tisik79/MCP-Facebook
  - ✅ smartlead-mcp-by-leadmagic
  - ❌ buttondown
  - ❌ marketo-forms
  - ❌ smartlead-mcp-server
  - ✅ @toolsdk.ai/google-analytics-mcp
  - ❌ rebrandly
Monitoring
- How to Submit
  - ✅ mcp-server-aliyun-observability
  - ❌ json-logs
  - ❌ logstash - time monitoring, performance analysis, and debugging capabilities including JVM memory tracking, pipeline statistics, hot threads analysis, and queue backpressure detection for ELK stack deployments. (python)
  - ❌ kubernetes-monitoring - only interface for querying Kubernetes clusters, enabling detailed retrieval of information about namespaces, pods, nodes, deployments, services, and events for monitoring and troubleshooting. (python)
  - ❌ victorialogs
  - ❌ new-relic-logs - based server, enabling execution of NRQL queries for performance monitoring and log analysis. (python)
  - ❌ last9-observability
  - ❌ jmx-management - application management, MBean discovery, and operational control. (java)
  - ✅ @hiyorineko/mcp-rollbar-server
  - ❌ metoro-kubernetes-observability
  - ❌ prometheus - time operational analytics and performance monitoring. (python)
  - ❌ ayd
  - ❌ gigapipe
  - ❌ system-monitor - time system metrics for CPU, memory, disk, network, host, and process statistics using Go and gopsutil, enabling detailed performance monitoring and diagnostics across Windows, macOS, and Linux. (go)
  - ❌ mcp-sentry
  - ❌ system-info - time system information including CPU, memory, disk, and GPU statistics through a simple API endpoint for monitoring and diagnostic purposes. (python)
  - ❌ aws-cloudwatch
  - ❌ mcp-sentry-custom
  - ❌ variance-log
  - ❌ mcp-server-sentry
  - ✅ mcp-solarwinds
  - ❌ victoriametrics
  - ❌ cloudwatch-logs - based server using FastMCP and boto3. (python)
  - ❌ logfire-mcp
  - ❌ tailscale-network-monitor - only access to your Tailscale network for monitoring connected devices, checking network status, running diagnostics, and querying exit nodes without modifying configuration. (go)
  - ❌ log-analyzer-with-cloudwatch-logs
  - ✅ sentry-issues-mcp
  - ❌ isitdown - time availability information and last known downtime for monitoring and troubleshooting purposes. (python)
  - ❌ observe
  - ❌ mackerel
  - ✅ @raygun.io/mcp-server-raygun
  - ❌ @winor30/mcp-server-datadog
  - ❌ mcp-ntopng
  - ❌ perses-monitoring
  - ❌ memory-usage-dashboard - based dashboard for real-time monitoring and visualization of memory usage in MCP implementations, enabling developers to optimize performance and identify potential memory leaks. (python)
  - ❌ sumo-logic
  - ❌ grafana
  - ❌ datadog-mcp-server
  - ✅ agentops-mcp
  - ❌ shouting-mcp-langfuse
  - ❌ opik
  - ❌ prometheus-mcp
  - ❌ sentry
  - ❌ datadog
  - ❌ cloudflare-workers-observability
  - ❌ cloudflare-dex-analysis
  - ❌ kibana
  - ❌ @aparkerio/honeycomb-mcp
  - ❌ seq - time insights into application logs and system performance metrics. (node)
  - ❌ opentelemetry-collector
  - ✅ appsignal-mcp-server - based queries for debugging production applications. (2 tools) (node)
  - ❌ activitywatch
  - ✅ @kajirita2002/honeycomb-mcp-server - based interface for interacting with Honeycomb's observability API, enabling developers to query, create, and manage datasets, events, and monitoring resources through natural language interaction. (11 tools) (node)
  - ✅ sonarqube-mcp-server
  - ✅ stdout-mcp-server - entry log history and providing robust querying and filtering capabilities for debugging and real-time monitoring. (1 tools) (node)
  - ❌ @dynatrace-oss/dynatrace-mcp-server - time observability data, enabling developers to monitor problems, security vulnerabilities, logs, and metrics directly in their development workflows. (node)
  - ❌ agentic-(system-monitoring-&-rag) - based server that connects system monitoring tools with a RAG service, enabling real-time access to both system metrics and corporate documentation stored in Redis. (java)
  - ❌ go-pprof-analyzer
  - ❌ status-observer - time monitoring of operational status for major digital platforms like GitHub, Slack, and Discord through a command interface that delivers standardized health information and incident details without visiting separate status pages. (node)
  - ❌ system-resource-monitor - time system monitoring metrics including CPU, memory, disk, network, battery, and internet speed through both comprehensive snapshots and targeted tools for diagnosing performance issues without leaving conversations. (node)
- - ❌ grafana
  - ❌ agentic-(system-monitoring-&-rag) - based server that connects system monitoring tools with a RAG service, enabling real-time access to both system metrics and corporate documentation stored in Redis. (java)
  - ❌ grafana
  - ❌ kubernetes-monitoring - only interface for querying Kubernetes clusters, enabling detailed retrieval of information about namespaces, pods, nodes, deployments, services, and events for monitoring and troubleshooting. (python)
  - ❌ victorialogs
  - ❌ mcp-server-aliyun-observability
  - ❌ new-relic-logs - based server, enabling execution of NRQL queries for performance monitoring and log analysis. (python)
  - ❌ last9-observability
  - ❌ jmx-management - application management, MBean discovery, and operational control. (java)
  - ✅ @hiyorineko/mcp-rollbar-server
  - ❌ metoro-kubernetes-observability
  - ❌ prometheus - time operational analytics and performance monitoring. (python)
  - ❌ ayd
  - ❌ gigapipe
  - ❌ system-monitor - time system metrics for CPU, memory, disk, network, host, and process statistics using Go and gopsutil, enabling detailed performance monitoring and diagnostics across Windows, macOS, and Linux. (go)
  - ❌ mcp-sentry
  - ❌ system-info - time system information including CPU, memory, disk, and GPU statistics through a simple API endpoint for monitoring and diagnostic purposes. (python)
  - ❌ @dynatrace-oss/dynatrace-mcp-server - time observability data, enabling developers to monitor problems, security vulnerabilities, logs, and metrics directly in their development workflows. (node)
  - ❌ aws-cloudwatch
  - ❌ mcp-sentry-custom
  - ❌ variance-log
  - ❌ mcp-server-sentry
  - ✅ mcp-solarwinds
  - ❌ victoriametrics
  - ❌ cloudwatch-logs - based server using FastMCP and boto3. (python)
  - ❌ logfire-mcp
  - ❌ tailscale-network-monitor - only access to your Tailscale network for monitoring connected devices, checking network status, running diagnostics, and querying exit nodes without modifying configuration. (go)
  - ❌ log-analyzer-with-cloudwatch-logs
  - ✅ sentry-issues-mcp
  - ❌ isitdown - time availability information and last known downtime for monitoring and troubleshooting purposes. (python)
  - ❌ json-logs
  - ❌ observe
  - ❌ mackerel
  - ✅ @raygun.io/mcp-server-raygun
  - ❌ @winor30/mcp-server-datadog
  - ❌ mcp-ntopng
  - ❌ perses-monitoring
  - ❌ memory-usage-dashboard - based dashboard for real-time monitoring and visualization of memory usage in MCP implementations, enabling developers to optimize performance and identify potential memory leaks. (python)
  - ✅ @kajirita2002/honeycomb-mcp-server - based interface for interacting with Honeycomb's observability API, enabling developers to query, create, and manage datasets, events, and monitoring resources through natural language interaction. (11 tools) (node)
  - ❌ logstash - time monitoring, performance analysis, and debugging capabilities including JVM memory tracking, pipeline statistics, hot threads analysis, and queue backpressure detection for ELK stack deployments. (python)
  - ✅ @raygun.io/mcp-server-raygun
Search & Data Extraction
- How to Submit
  - ✅ @mcp-server/google-search-mcp - based Model Context Protocol (MCP) tool that bypasses search engine anti-bot mechanisms, performs Google searches, and extracts results, providing real-time search capabilities for AI assistants like Claude and Cursor. (1 tools) (node)
  - ✅ mcp-search-linkup - checking, and research tasks. (1 tools) (python)
  - ❌ @apify/actors-mcp-server
  - ✅ ddg-mcp
  - ✅ vectara-mcp - Augmented Generation capabilities, enabling powerful search queries that return both relevant results and generated responses with customizable parameters. (2 tools) (python)
  - ❌ openapi_mcp_server
  - ❌ linkedin-data-api
  - ✅ @modelcontextprotocol/server-aws-kb-retrieval
  - ✅ @ashdev/discourse-mcp-server
  - ❌ aipolabs-mcp
  - ✅ backlinks-mcp
  - ❌ ollama-deep-researcher
  - ✅ linkd-mcp
  - ✅ agora-mcp
  - ❌ wordware
  - ❌ google-search-console
  - ❌ pdf-extraction
  - ❌ azure-ai-search
  - ❌ website-scraper-and-analyzer
  - ❌ research-multi-api-search
  - ❌ @sanderkooger/mcp-server-ragdocs - aware responses backed by specific documentation sources (node)
  - ❌ google-news
  - ❌ google-search-mcp
  - ❌ cloudflare-documentation
  - ❌ pixabay
  - ✅ mcp-gemini-google-search
  - ❌ pinterest
  - ❌ markdown-downloader
  - ❌ @arabold/docs-mcp-server - to-date library documentation without disrupting workflow. (node)
  - ✅ server-moz-readability - optimized Markdown. (1 tools) (node)
  - ❌ whodis-mcp-server
  - ❌ stack-exchange
  - ❌ domain-checker
  - ✅ anilist-mcp
  - ✅ rss-reader-mcp
  - ❌ tavily-mcp - time web search and content extraction capabilities for research, aggregation, and fact-checking tasks. (node)
  - ✅ youtube-dlp-server - dlp with proxy support for content analysis and accessibility workflows. (3 tools) (python)
  - ✅ @cyanheads/pubmed-mcp-server - based research, citation generation, and data visualization (5 tools) (node)
  - ❌ twitter-timeline
  - ❌ docs2prompt - friendly prompts through tools for fetching from repos and URLs with GitHub authentication and response size management. (python)
  - ❌ reddit-extractor
  - ❌ gpt-researcher - time web research, information gathering, and report generation with tools for conducting deep research, quick searches, and comprehensive source tracking. (python)
  - ❌ web-search-and-semantic-similarity
  - ❌ web-search
  - ❌ mcp-simple-pubmed
  - ❌ academic-paper-search
  - ❌ websearch-tools - wide information retrieval, content extraction, and data mining capabilities for research and analysis tasks. (python)
  - ❌ typesense-candidate-search
  - ❌ ddg-mcp-server - time web information retrieval for research, fact-checking, and current events updates. (python)
  - ❌ naver-search - language search capabilities. (python)
  - ❌ pubmed-search - based decision making. (python)
  - ✅ mcp-server-reddit
  - ❌ crawl4ai-web-crawler
  - ✅ mcp-package-version
  - ❌ duckduckgo-web-search
  - ✅ mcp-data-extractor
  - ✅ @anaisbetts/mcp-youtube
  - ❌ mcp-searxng - preserving web searches via the SearXNG metasearch engine. (python)
  - ✅ mcp-omnisearch
  - ❌ markdown-web-crawl - based web crawler extracts website content into markdown files, enabling efficient content aggregation and site archiving. (python)
  - ❌ hugging-face-hub-search - based discovery, and trending content retrieval with detailed metadata extraction. (python)
  - ❌ opensearch-mcp-server
  - ✅ brave-search-mcp
  - ❌ document-crawler-&-search
  - ❌ tavily-search - generated responses with source information in a containerized, cross-platform solution. (python)
  - ❌ reference-mcp - formatted citation data using DOIs, URLs, or keywords for seamless research citation workflows. (python)
  - ❌ openai-websearch-mcp - time through OpenAI's websearch functionality, retrieving up-to-date information beyond training data cutoffs with configurable search parameters. (python)
  - ❌ imdb - rated films or upcoming releases. (python)
  - ❌ youtube-playlist-transcripts
  - ❌ pubmed-searcher
  - ❌ pubmedmcp
  - ❌ youtube-summarizer - up conversations about content. (python)
  - ✅ mcp-server-dumplingai
  - ❌ web-browser-mcp-server
  - ❌ vertex-ai-search
  - ❌ memex-(firecrawl-&-voyage) - based knowledge base for efficient information retrieval and organization. (python)
  - ✅ scraperis-mcp
  - ✅ serper-search-scrape-mcp-server
  - ❌ technical-documentation-search
  - ❌ ai-agent-marketplace-index
  - ❌ readability-(fetch-&-parse) - optimized Markdown by removing non-essential elements while preserving key metadata. (python)
  - ❌ minima-(local-rag)
  - ❌ serpapi-google-search
  - ❌ documentation-retrieval-(python-libraries) - to-date documentation for Python libraries including LangChain, LlamaIndex, and OpenAI through targeted web searches and HTML content extraction. (python)
  - ❌ baidu-mcp-server
  - ❌ fastdomaincheck
  - ✅ news-mcp-server
  - ❌ naver-openapi - language search capabilities, including blog, news, book, image, and shopping searches. (python)
  - ❌ @suthio/brave-deep-research-mcp
  - ✅ @humansean/mcp-bocha - to-date information from the internet. (1 tools) (node)
  - ❌ url-fetch
  - ❌ xiaohongshu-search-and-comment
  - ✅ @deventerprisesoftware/scrapi-mcp
  - ❌ linkedin-mcp
  - ❌ explorium-mcp-server - based server that requires API key authentication. (python)
  - ❌ qdrant-with-openai-embeddings
  - ✅ mcp-server-pacman
  - ❌ pride-archive-search
  - ❌ arxiv
  - ✅ @kazuph/mcp-pocket - based retrieval and management of saved articles. (2 tools) (node)
  - ❌ search-engines-proxy
  - ❌ mcp-server-docy - time search, retrieval, and navigation through documentation content without leaving the conversation context. (python)
  - ❌ tavily
  - ✅ fetchserp-mcp-server
  - ❌ o'reilly-content-search
  - ❌ reddit-mcp - only access to Reddit content through PRAW for searching subreddits, retrieving posts and comments, and analyzing discussion trends (python)
  - ✅ @search-intent/mcp - related workflows. (1 tools) (node)
  - ❌ geeknews
  - ✅ mcp-jinaai-search
  - ❌ python-documentation-search - to-date documentation from popular Python libraries by performing targeted Google searches within specific documentation domains and extracting relevant content. (python)
  - ❌ pytorch-documentation-search - aware results, enabling developers to find relevant APIs, examples, and error messages through intelligent ranking that prioritizes code snippets or conceptual explanations based on query type. (python)
  - ❌ scholarly-(arxiv) - based searching and retrieval of academic articles for research assistance and literature reviews. (python)
  - ❌ bing-search - to-date information from the internet. (python)
  - ❌ search-analytics-(google-search-console-&-analytics-4)
  - ❌ duckduckgo-mcp-server
  - ❌ tavily-extract
  - ❌ meilisearch - tolerant indexing and querying of documents in AI-powered applications. (python)
  - ❌ web3-career
  - ❌ mcp-duckduckgo-search - based information retrieval. (node)
  - ❌ kv-extractor-mcp-server - value pairs from unstructured text using a multi-step pipeline that performs language detection, entity recognition, and type validation for applications requiring information extraction from messy sources like emails or receipts. (python)
  - ❌ crawlab - driven web scraping, task automation, and data extraction workflows through spider management, file operations, and resource access tools. (python)
  - ❌ local-code-search - time updates through file system watchers and configurable ignore patterns. (python)
  - ✅ arxiv-mcp-server
  - ❌ github-todo-scanner
  - ❌ aer-mcp-(american-economic-association-journals)
  - ✅ better-fetch-mcp
  - ❌ inbound-lead-generation
  - ✅ octagon-deep-research-mcp - source data aggregation, web scraping, academic research synthesis, competitive analysis, market intelligence, technical analysis, policy research, and trend analysis for professional-grade research capabilities. (1 tools) (node)
  - ❌ youtube-semantic-search
  - ❌ document-processing-and-youtube-content-extraction - based document generation and video content analysis without manual intervention. (python)
  - ❌ mcp-tavily - enhanced web results via Tavily. (python)
  - ❌ tiktok-video-discovery - detection measures for content analysis and social media research. (python)
  - ✅ hermes-search-mcp
  - ❌ wordware-research
  - ❌ outscraper
  - ❌ pubmed-medical-literature-research
  - ❌ meilisearch-hybrid-search - to-keyword ratio searches with customizable document filtering for precise information retrieval. (go)
  - ❌ elastic-semantic-search
  - ✅ jfk-mcp - 2025. (5 tools) (node)
  - ❌ perplexity-web-search - time information retrieval with time-based filtering and result summarization. (python)
  - ❌ exa-search
  - ❌ youtube-transcript-downloader
  - ❌ biorxiv - based searching, advanced parameter filtering, and DOI metadata retrieval using Python's asyncio for asynchronous processing. (python)
  - ✅ @mcptools/mcp-tavily - to-date information access for AI applications. (4 tools) (node)
  - ❌ @rebers/4o-mini-search-mcp - enabled models with minimal setup requirements. (node)
  - ❌ gnews - specific article fetching across multiple languages and countries (python)
  - ❌ youtube
  - ❌ perplexity-research - to-date information with source citations while maintaining conversation context. (go)
  - ❌ video-digest
  - ❌ youtube-search
  - ❌ torobjo-(iranian-price-comparison) - commerce platforms and extract Instagram captions through natural language queries. (python)
  - ❌ bocha-search
  - ❌ quran-search
  - ❌ nih-reporter
  - ✅ mcp-google-cse - checking, research, and content generation with current data. (1 tools) (python)
  - ❌ @hannesrudolph/mcp-ragdocs - time documentation context through vector-based search and retrieval via Qdrant. (node)
  - ❌ space-frontiers-search - based server with flexible authentication options. (python)
  - ❌ papersearch-(arxiv)
  - ✅ searxng-simple-mcp - focused search engine to provide web search capabilities with customizable parameters like result count, language, and time range. (1 tools) (python)
  - ✅ mcp-tavily-search - checking and research tasks. (3 tools) (node)
  - ❌ pdfsearch
  - ✅ @unifuncs/ufn-mcp-server
  - ✅ orion-vision-mcp
  - ❌ mcp-simple-arxiv
  - ❌ exa-web-search - formatted results with titles, URLs, publication dates, and content summaries for real-time internet information access. (python)
  - ❌ youtube-subtitles
  - ✅ docfork - to-date documentation and code examples for any software library through the Docfork API, automatically selecting relevant libraries and providing topic-focused documentation with configurable response size limits. (1 tools) (node)
  - ❌ web-scraper-&-duckduckgo-search
  - ❌ kagi-search - quality, privacy-focused web information retrieval for informed decision-making and analysis. (python)
  - ✅ newsnow-mcp-server - formatted output. (1 tools) (node)
  - ❌ oxylabs-mcp - time data analysis and monitoring workflows. (python)
  - ❌ goodnews
  - ❌ nexus-mcp
  - ❌ crawl4ai-rag
  - ❌ pubmed-mcp-server - based searches, citation formatting in multiple styles, and research trend analysis for academic and bibliographic research workflows. (python)
  - ❌ solr-vector-search
  - ❌ paperpal
  - ❌ domain-tools
  - ❌ n8n-assistant
  - ❌ semantic-scholar
  - ❌ mcp-server-webcrawl
  - ✅ jina-ai-mcp-server - checking through natural language interactions. (3 tools) (node)
  - ❌ pdf-processor
  - ❌ twikit
  - ❌ insightslibrary - text content retrieval for research workflows and market analysis. (python)
  - ✅ graphlit-mcp-server
  - ❌ hackernews-api
  - ✅ youtube-data-mcp-server
  - ✅ mcp-private-github-search
  - ❌ academic-author-network
  - ❌ nasa-cmr-(common-metadata-repository)
  - ❌ searxng-search - specified SearxNG instance, returning structured results with titles, URLs, and content snippets for private or customized search capabilities. (python)
  - ✅ agentql-mcp
  - ❌ domain-tools-(whois-+-dns) - over-HTTPS services. (go)
  - ❌ claude-deep-research - stage workflows for exploration, synthesis, and analysis with proper citations. (python)
  - ✅ mcp-hn
  - ❌ ebay
  - ❌ bing-webmaster-tools
  - ❌ bilibili-search
  - ❌ newshub - time access to news articles from various RSS feeds with tools for listing feeds, retrieving latest news by category, searching across all content, and fetching specific article details. (python)
  - ❌ youtube-transcripts
  - ❌ medium-accelerator
  - ❌ mcp-server-everything-search
  - ❌ jina-ai-web-search
  - ❌ serper-mcp-server
  - ✅ @modelcontextprotocol/server-brave-search
  - ✅ one-search-mcp
  - ❌ perplexity-mcp - to-date information across domains. (python)
  - ❌ all-search-mcp-server
  - ✅ duck-duck-mcp - to-date information retrieval and fact-checking. (1 tools) (node)
  - ❌ searchcraft
  - ❌ seo-inspector
  - ❌ hexdocs
  - ❌ duckduckgo-search - based DuckDuckGo search server that enables developers to retrieve search results programmatically using the duck-duck-scrape library with minimal configuration. (node)
  - ❌ perplexity-research-assistant - time research assistance for developers, enabling efficient documentation retrieval, API discovery, and code analysis (node)
  - ❌ dataforseo
  - ✅ open-docs-mcp - language support using jieba-wasm and Lunr.js for full-text search capabilities (7 tools) (node)
  - ❌ linkedin-job-search
  - ❌ hacker-news
  - ❌ @demondehellis/mcp-google-search
  - ❌ baidu-baike - language reference information through a TypeScript-based server. (node)
  - ❌ mcp-google-server
  - ❌ twitter-search
  - ❌ web-search-(serper) - to-date web content for applications. (node)
  - ✅ @melaodoidao/datagov-mcp-server - driven analysis and research projects. (4 tools) (node)
  - ❌ whois
  - ❌ perplexity-ai-search - powered web search queries using TypeScript and the OpenAI SDK. (node)
  - ❌ @serverless-dna/mkdocs-mcp
  - ❌ haloscan-mcp-server - compatible clients. (node)
  - ❌ gemini-with-web-search - time web search and YouTube data to enhance AI responses with up-to-date information from the internet. (node)
  - ❌ systemprompt-mcp-reddit
  - ❌ youtube-transcript-extractor - line tool, enabling content analysis and subtitle generation. (python)
  - ❌ semantic-scholar-mcp-server
  - ❌ smart-prompts
  - ❌ reviewwebsite-mcp-server
  - ❌ exa - to-date information without leaving the conversation context. (node)
  - ❌ @kunihiros/google-patents-mcp
  - ❌ web-content-extractor
  - ❌ perplexity-deep-research - deep-research model to enable web searches with citation support and optional recency filtering for up-to-date information retrieval. (node)
  - ✅ websearch-mcp - time web search capabilities via a dedicated crawler service with configurable result limits, language filtering, and domain rules (1 tools) (node)
  - ❌ web-research - depth online research and content analysis. (node)
  - ❌ seo-review-tools
  - ❌ pagespeed-insights
  - ❌ @skobyn/mcp-dataforseo
  - ❌ gemini-search
  - ❌ @modelcontextprotocol/server-gdrive - only API. (node)
  - ❌ @rikukawa/youtube-sheets-server
  - ❌ internetdata - created extraction patterns without complex scraping code. (node)
  - ❌ rag-docs
  - ❌ @pulsemcp/pulse-fetch - bot detection measures. (node)
  - ❌ google-search
  - ❌ openwebui-rag - based RAG capabilities, enabling file uploads and context-enhanced queries without leaving the conversation interface. (node)
  - ✅ @upstash/context7-mcp - to-date library and framework documentation with intelligent project ranking and customizable token limits. (2 tools) (node)
  - ❌ government-grants - based searching and retrieval of government grant opportunities. (node)
  - ❌ o3-search-mcp
  - ❌ markdownify
  - ❌ docmcp - hosted documentation management system that crawls, processes, and enables semantic search across technical documentation for up-to-date access to package docs, API references, and guides without requiring internet access. (node)
  - ❌ json-query
  - ❌ mcp_rss
  - ✅ npm-search-mcp-server
  - ✅ @oevortex/ddg_search
  - ✅ google-pse-mcp
  - ❌ repository-search
  - ❌ light-research
  - ❌ kollektiv-document-management - uploaded documents through Kollektiv's document management system with secure OAuth authentication and natural language querying capabilities. (node)
  - ✅ @sean.lee/server-youtube-transcription - transcript library (1 tools) (node)
  - ✅ @pinkpixel/prysm-mcp
  - ❌ searxng - respecting web searches with customizable parameters for language, time range, and category filtering. (node)
  - ✅ @xiaohui-wang/mcpadvisor
  - ✅ mcp-server-fetch-typescript - time data retrieval and analysis. (4 tools) (node)
  - ❌ baidu-search
  - ❌ note.com - specific content without context switching. (node)
  - ❌ serper-search - queries, gather information from multiple sources, and synthesize findings with citations. (node)
  - ❌ webforai-text-extractor
  - ✅ mcp-searxng-public - range filtering and fallback mechanisms for reliable web search capabilities (1 tools) (node)
  - ✅ mcp-ripgrep - performance text search capabilities by wrapping ripgrep, enabling powerful file exploration, pattern matching, and content discovery across local filesystems. (5 tools) (node)
  - ❌ handwriting-ocr
  - ❌ youtube-downloader - dlp, enabling video information extraction and downloading capabilities for content analysis and media processing. (node)
  - ❌ timelooker
  - ❌ new-york-times
  - ❌ swagger-mcp-server
  - ❌ brave-search - based searches, and multi-step research workflows for synthesizing information from multiple sources. (node)
  - ❌ google-jobs
  - ❌ youtube-transcript
  - ❌ @ragrabbit/mcp - specific information retrieval. (node)
  - ❌ keywordspeopleuse
  - ❌ perplexity-researcher
  - ❌ npm-package-search
  - ❌ perplexity-search
  - ✅ @mcp-server/whois-mcp - based type-safe queries. (4 tools) (node)
  - ✅ @mzxrai/mcp-webresearch
  - ❌ barnsworthburning-search
  - ❌ spryker-package-search
  - ✅ ref-tools-mcp - to-markdown conversion for efficient developer reference during coding workflows. (2 tools) (node)
  - ❌ ai-prompts-finder
  - ❌ youtube-research
  - ❌ entscheidsuche
  - ❌ manticore-search - text search capabilities, document management, table operations, and cluster administration with advanced query features like boolean search, highlighting, and fuzzy matching. (go)
  - ❌ @kevinwatt/yt-dlp-mcp - dlp to enable downloading of videos and subtitles for content analysis and processing tasks. (node)
  - ❌ mcp-server-rss3 - time open web data access within conversations. (node)
  - ❌ research-orchestration - cited answers with iterative refinement and source attribution. (node)
  - ❌ rss-mcp
  - ❌ cimri-price-investigator - time product pricing data from Cimri.com, a Turkish price comparison website, enabling users to find current market rates without leaving their conversation interface. (node)
  - ❌ mcp-grep - insensitive matching, context lines, and recursive directory searching. (python)
  - ❌ marginalia-search - commercial and independent web content for research, trend analysis, and alternative perspectives. (node)
  - ❌ search1api
  - ❌ embedding-search
  - ❌ seo-ai-(google-ads-keyword-planner)
  - ❌ arxiv-search
  - ❌ headline-vibes
  - ❌ deepresearch - 4 for analysis, generating citation-rich reports without manual search management. (node)
  - ❌ krep - performance string search utility that automatically selects optimal algorithms and leverages hardware acceleration for significantly faster pattern matching than traditional tools like grep. (node)
  - ✅ hackernews-mcp
  - ❌ custom-context-transformer
  - ❌ gemini-grounding
  - ❌ deep-web-research
  - ❌ local-web-search - to-date information retrieval and research tasks. (node)
  - ✅ g-search-mcp - bot measures while returning structured results. (1 tools) (node)
  - ❌ @rikachu225/pubmed-server - based healthcare data. (node)
  - ❌ @pinkpixel/deep-research-mcp
  - ✅ mcp-deepwiki - formatted Markdown, maintaining links between pages while removing headers, footers, navigation elements, and ads for clean documentation extraction. (1 tools) (node)
  - ❌ @brightdata/mcp - time access to public web data through specialized tools for search engine scraping, webpage extraction, and structured data retrieval from popular websites. (node)
  - ❌ rss-to-markdown
  - ✅ @mjpitz/mcp-rfc
  - ❌ rss-crawler - powered article access. (node)
  - ✅ @jayarrowz/mcp-xpath
  - ❌ ragdocs-(vector-documentation-search)
  - ✅ mcp-pagespeed-server
  - ❌ perplexity-insight - time question answering and web search capabilities through customizable tools for direct questions and web queries across multiple Perplexity models. (node)
  - ❌ web-search-(brave) - time web information retrieval, dynamically categorizing queries to proactively fetch current events, weather, sports scores, and time-sensitive data with robust error handling. (node)
  - ❌ screenpipe
  - ❌ deep-research
  - ✅ mcp-trends-hub - time access to trending topics and content from major Chinese platforms including Weibo, Zhihu, Douyin, Bilibili, Douban, Toutiao, and 36kr through separate tools with temporary caching for improved performance. (21 tools) (node)
  - ❌ swagger/postman-api-explorer
  - ❌ doc-crawler - to-date information through a structured API. (node)
  - ❌ exa-mcp
  - ❌ typesense
  - ❌ url-fetcher
  - ❌ georgia-tech-mcp-server
  - ✅ @adenot/mcp-google-search - checking, research, and content generation tasks. (1 tools) (node)
  - ✅ @chanmeng666/google-news-server
  - ✅ @grounddocs/grounddocs - verified documentation lookup for Python libraries and Kubernetes resources, retrieving accurate, version-specific information from authoritative sources rather than potentially hallucinated content. (2 tools) (node)
  - ✅ @kazuph/mcp-youtube
  - ✅ @kevinwatt/mcp-server-searxng - search capabilities to provide privacy-focused, customizable search results from multiple engines for diverse information retrieval scenarios. (1 tools) (node)
  - ✅ @kimtaeyoon83/mcp-server-youtube-transcript
  - ✅ @mcpfinder/server
  - ✅ @scrapezy/mcp - specified prompts, enabling flexible web scraping for data collection, content aggregation, and automated research tasks. (1 tools) (node)
  - ✅ @sinco-lab/mcp-youtube-transcript
  - ✅ @sourcebot/mcp
  - ✅ @tongxiao/common-search-mcp-server - time web search capabilities that deliver clean, accurate, and diverse results through multiple data sources optimized with large language models. (1 tools) (node)
  - ✅ cryo-mcp - based querying of on-chain datasets with advanced filtering capabilities. (10 tools) (python)
  - ✅ mcp-apifox
  - ✅ mcp-copy-web-ui - free HTML document with base64-encoded resources, enabling comprehensive web page analysis and extraction. (1 tools) (node)
  - ✅ mcp-maigret
  - ✅ mcp-perplexity-search - time fact-checking, research, and content generation using up-to-date information. (1 tools) (node)
  - ✅ mcp-server-gsc
  - ✅ opengov-mcp-server - powered portals through a unified tool for searching, querying, and analyzing data like budgets, crime statistics, and transportation information without requiring an API key. (1 tools) (node)
  - ✅ puremd-mcp - url extraction and search-web capabilities, bypassing anti-bot measures for reliable information retrieval. (2 tools) (node)
  - ✅ qanon_mcp
  - ✅ rapidocr-mcp - encoded data or file paths for automated document processing workflows. (2 tools) (python)
  - ✅ scrapeless-mcp-server
  - ✅ search1api-mcp
  - ✅ uniquity-mcp
  - ❌ @gergelyszerovay/mcp-server-qdrant-retrive
  - ❌ @URDJMK/serpapi-mcp-server
  - ❌ alsoasked
  - ❌ apify-actor - built cloud tools, known as Actors, to extract data from websites, e-commerce, social media, search engines, maps, and more. (node)
  - ❌ box
  - ❌ brave-search-sse - time Brave Search results via Server-Sent Events (SSE), maintaining persistent connections for immediate display without polling requirements. (node)
  - ❌ builtwith
  - ❌ bytedance-hot-news - time news and trending topics through ByteDance's implementation, enabling access to current events and breaking news for building news-aware applications and content generation systems. (python)
  - ❌ claude-web-search - time web searches with configurable domain filtering and result limits for accessing up-to-date information beyond training data (node)
  - ❌ claudehopper-(construction-document-analysis)
  - ❌ context7
  - ❌ dappier-(real-time-data-search) - time, rights-cleared data from trusted sources through search and recommendation tools for retrieving web results, financial information, and personalized content without leaving the conversation interface. (python)
  - ❌ documentation-search - to-date content from popular documentation sites including LangChain, LlamaIndex, and OpenAI through Google search integration and content processing. (python)
  - ❌ french-business-search
  - ❌ gemini-deepsearch-mcp - step web research using Google Search API and Gemini models to generate diverse search queries, conduct parallel searches, and synthesize comprehensive answers with proper source citations through configurable research depth levels. (python)
  - ❌ google-custom-search
  - ❌ higress-ai-search-mcp-server - time search results from various engines through Higress ai-search, supporting internet, academic, and internal knowledge searches. (python)
  - ❌ llamaindex-documentation - powered query interface to LlamaIndex documentation, delivering detailed responses with code examples using LlamaCloud's managed index service (python)
  - ❌ pubmed-smithery - based evidence retrieval with automatic retry mechanisms. (python)
  - ❌ the-verge-news - to-date technology news, offering tools for fetching daily and weekly updates and searching specific topics within customizable time ranges. (node)
  - ❌ weibo-hot - time access to Weibo trending topics through a TypeScript/Node.js server that delivers Chinese social media insights for conversation workflows requiring current information. (node)
  - ❌ writer-blog-search-(substack-&-medium)
  - ❌ youtube-captions - language captions, chapter information, and customizable markdown transcripts with search capabilities through the YouTube Data API. (node)
- - ❌ deep-research - cited, properly formatted reports for educational and professional contexts. (python)
  - ❌ brave-search - based data. (python)
  - ❌ searxng - focused information retrieval with support for infoboxes and formatted text results. (python)
  - ❌ youtube-summarizer - up conversations about content. (python)
  - ❌ mcp-server-reddit
  - ✅ mcp-server-dumplingai
  - ❌ web-browser-mcp-server
  - ❌ vertex-ai-search
  - ❌ memex-(firecrawl-&-voyage) - based knowledge base for efficient information retrieval and organization. (python)
  - ❌ cryo-mcp - based querying of on-chain datasets with advanced filtering capabilities. (python)
  - ❌ searxng - focused information retrieval with support for infoboxes and formatted text results. (python)
  - ❌ bytedance-hot-news - time news and trending topics through ByteDance's implementation, enabling access to current events and breaking news for building news-aware applications and content generation systems. (python)
  - ✅ scraperis-mcp
  - ✅ serper-search-scrape-mcp-server
  - ❌ technical-documentation-search
  - ❌ ai-agent-marketplace-index
  - ❌ readability-(fetch-&-parse) - optimized Markdown by removing non-essential elements while preserving key metadata. (python)
  - ❌ minima-(local-rag)
  - ❌ serpapi-google-search
  - ❌ documentation-retrieval-(python-libraries) - to-date documentation for Python libraries including LangChain, LlamaIndex, and OpenAI through targeted web searches and HTML content extraction. (python)
  - ❌ baidu-mcp-server
  - ❌ fastdomaincheck
  - ✅ @kimtaeyoon83/mcp-server-youtube-transcript
  - ✅ news-mcp-server
  - ❌ wordware
  - ❌ google-search-console
  - ❌ perplexity-search - time web searches with customizable parameters for recency filtering, domain-specific queries, and citation support. (go)
  - ❌ arxiv
  - ❌ mcp-openapi
  - ✅ @kazuph/mcp-pocket - based retrieval and management of saved articles. (2 tools) (node)
  - ❌ search-engines-proxy
  - ❌ mcp-server-docy - time search, retrieval, and navigation through documentation content without leaving the conversation context. (python)
  - ❌ tavily
  - ✅ fetchserp-mcp-server
  - ❌ o'reilly-content-search
  - ❌ pride-archive-search
  - ❌ reddit-mcp - only access to Reddit content through PRAW for searching subreddits, retrieving posts and comments, and analyzing discussion trends (python)
  - ❌ mcp-server-pacman
  - ✅ @search-intent/mcp - related workflows. (1 tools) (node)
  - ❌ geeknews
  - ❌ pubmed
  - ✅ mcp-jinaai-search
  - ❌ python-documentation-search - to-date documentation from popular Python libraries by performing targeted Google searches within specific documentation domains and extracting relevant content. (python)
  - ❌ box
  - ❌ perplexity-search - time web searches with customizable parameters for recency filtering, domain-specific queries, and citation support. (go)
  - ❌ backlinks-mcp
  - ❌ ollama-deep-researcher
  - ❌ docs2prompt - friendly prompts through tools for fetching from repos and URLs with GitHub authentication and response size management. (python)
  - ❌ reddit-extractor
  - ❌ gpt-researcher - time web research, information gathering, and report generation with tools for conducting deep research, quick searches, and comprehensive source tracking. (python)
  - ❌ pytorch-documentation-search - aware results, enabling developers to find relevant APIs, examples, and error messages through intelligent ranking that prioritizes code snippets or conceptual explanations based on query type. (python)
  - ❌ @URDJMK/serpapi-mcp-server
  - ❌ scholarly-(arxiv) - based searching and retrieval of academic articles for research assistance and literature reviews. (python)
  - ❌ gemini-deepsearch-mcp - step web research using Google Search API and Gemini models to generate diverse search queries, conduct parallel searches, and synthesize comprehensive answers with proper source citations through configurable research depth levels. (python)
  - ❌ bing-search - to-date information from the internet. (python)
  - ❌ search-analytics-(google-search-console-&-analytics-4)
  - ❌ duckduckgo-mcp-server
  - ❌ tavily-extract
  - ❌ meilisearch - tolerant indexing and querying of documents in AI-powered applications. (python)
  - ❌ web3-career
  - ❌ mcp-duckduckgo-search - based information retrieval. (node)
  - ✅ @cyanheads/pubmed-mcp-server - based research, citation generation, and data visualization (5 tools) (node)
  - ❌ twitter-timeline
  - ❌ web-search-and-semantic-similarity
  - ✅ puremd-mcp - url extraction and search-web capabilities, bypassing anti-bot measures for reliable information retrieval. (2 tools) (node)
  - ✅ mcp-server-gsc
  - ❌ web-search
  - ❌ mcp-simple-pubmed
  - ❌ deep-research - cited, properly formatted reports for educational and professional contexts. (python)
  - ❌ academic-paper-search
  - ❌ youtube-dlp-server - dlp with proxy support for content analysis and accessibility workflows. (python)
  - ✅ mcp-maigret
  - ❌ websearch-tools - wide information retrieval, content extraction, and data mining capabilities for research and analysis tasks. (python)
  - ❌ typesense-candidate-search
  - ❌ pubmed-search - based decision making. (python)
  - ❌ ddg-mcp-server - time web information retrieval for research, fact-checking, and current events updates. (python)
  - ✅ linkd-mcp
  - ❌ agora-mcp
  - ❌ google-custom-search
  - ❌ youtube-transcript
  - ❌ duckduckgo-search
  - ❌ typesense
  - ✅ @tongxiao/common-search-mcp-server - time web search capabilities that deliver clean, accurate, and diverse results through multiple data sources optimized with large language models. (1 tools) (node)
  - ❌ aer-mcp-(american-economic-association-journals)
  - ❌ youtube-transcript
  - ✅ better-fetch-mcp
  - ❌ inbound-lead-generation
  - ❌ openapi_mcp_server
  - ✅ octagon-deep-research-mcp - source data aggregation, web scraping, academic research synthesis, competitive analysis, market intelligence, technical analysis, policy research, and trend analysis for professional-grade research capabilities. (1 tools) (node)
  - ❌ duckduckgo-search
  - ❌ youtube-semantic-search
  - ❌ arxiv-mcp-server
  - ❌ typesense
  - ❌ document-processing-and-youtube-content-extraction - based document generation and video content analysis without manual intervention. (python)
  - ❌ mcp-tavily - enhanced web results via Tavily. (python)
  - ❌ scientific-paper-analyzer-(gemini)
  - ❌ tiktok-video-discovery - detection measures for content analysis and social media research. (python)
  - ✅ hermes-search-mcp
  - ❌ wordware-research
  - ❌ outscraper
  - ❌ pubmed-medical-literature-research
  - ❌ meilisearch-hybrid-search - to-keyword ratio searches with customizable document filtering for precise information retrieval. (go)
  - ❌ elastic-semantic-search
  - ✅ jfk-mcp - 2025. (5 tools) (node)
  - ❌ perplexity-web-search - time information retrieval with time-based filtering and result summarization. (python)
  - ❌ exa-search
  - ❌ youtube-transcript-downloader
  - ❌ biorxiv - based searching, advanced parameter filtering, and DOI metadata retrieval using Python's asyncio for asynchronous processing. (python)
  - ✅ @mcptools/mcp-tavily - to-date information access for AI applications. (4 tools) (node)
  - ❌ writer-blog-search-(substack-&-medium)
  - ❌ serper-search - time information retrieval and content research. (python)
  - ❌ perplexity - answering capabilities, enabling natural language understanding and information retrieval for applications like chatbots and research tools. (go)
  - ❌ rapidocr-mcp - encoded data or file paths for automated document processing workflows. (python)
  - ❌ twitter-noauth
  - ❌ @rebers/4o-mini-search-mcp - enabled models with minimal setup requirements. (node)
  - ❌ gnews - specific article fetching across multiple languages and countries (python)
  - ❌ youtube
  - ✅ @kevinwatt/mcp-server-searxng - search capabilities to provide privacy-focused, customizable search results from multiple engines for diverse information retrieval scenarios. (1 tools) (node)
  - ❌ perplexity-research - to-date information with source citations while maintaining conversation context. (go)
  - ❌ video-digest
  - ❌ youtube-search
  - ❌ ticketmaster-live-events
  - ✅ anilist-mcp
  - ❌ torobjo-(iranian-price-comparison) - commerce platforms and extract Instagram captions through natural language queries. (python)
  - ❌ bocha-search
  - ❌ quran-search
  - ❌ nih-reporter
  - ❌ @hannesrudolph/mcp-ragdocs - time documentation context through vector-based search and retrieval via Qdrant. (node)
  - ❌ space-frontiers-search - based server with flexible authentication options. (python)
  - ❌ mcp-google-cse - checking, research, and content generation with current data. (python)
  - ❌ papersearch-(arxiv)
  - ❌ opensearch-mcp-server
  - ❌ mcp-search-linkup - checking, and research tasks. (python)
  - ❌ crawl4ai-web-crawler
  - ✅ mcp-package-version
  - ❌ duckduckgo-web-search
  - ✅ mcp-data-extractor
  - ✅ @anaisbetts/mcp-youtube
  - ❌ mcp-searxng - preserving web searches via the SearXNG metasearch engine. (python)
  - ❌ brave-search - based data. (python)
  - ✅ mcp-omnisearch
  - ❌ markdown-web-crawl - based web crawler extracts website content into markdown files, enabling efficient content aggregation and site archiving. (python)
  - ❌ hugging-face-hub-search - based discovery, and trending content retrieval with detailed metadata extraction. (python)
  - ❌ enrichb2b - time LinkedIn data access for B2B research, sales intelligence, and professional networking analysis. (python)
  - ❌ ddg-mcp
  - ✅ brave-search-mcp
  - ❌ document-crawler-&-search
  - ❌ tavily-search - generated responses with source information in a containerized, cross-platform solution. (python)
  - ❌ reference-mcp - formatted citation data using DOIs, URLs, or keywords for seamless research citation workflows. (python)
  - ❌ openai-websearch-mcp - time through OpenAI's websearch functionality, retrieving up-to-date information beyond training data cutoffs with configurable search parameters. (python)
  - ❌ documentation-search - to-date content from popular documentation sites including LangChain, LlamaIndex, and OpenAI through Google search integration and content processing. (python)
  - ❌ imdb - rated films or upcoming releases. (python)
  - ❌ youtube-playlist-transcripts
  - ❌ pubmed-searcher
  - ❌ pubmedmcp
  - ✅ mcp-perplexity-search - time fact-checking, research, and content generation using up-to-date information. (1 tools) (node)
  - ❌ naver-openapi - language search capabilities, including blog, news, book, image, and shopping searches. (python)
  - ❌ @suthio/brave-deep-research-mcp
  - ✅ @humansean/mcp-bocha - to-date information from the internet. (1 tools) (node)
  - ❌ pdf-extraction
  - ❌ azure-ai-search
  - ❌ google-search - checking. (python)
  - ✅ @mcp-get-community/server-curl - like interface (1 tools) (node)
  - ❌ insightslibrary - text content retrieval for research workflows and market analysis. (python)
  - ❌ google-search - checking. (python)
  - ❌ academic-author-network
  - ❌ hackernews-api
  - ✅ youtube-data-mcp-server
  - ✅ mcp-private-github-search
  - ❌ vectara-mcp - Augmented Generation capabilities, enabling powerful search queries that return both relevant results and generated responses with customizable parameters. (python)
  - ❌ mcp-hn
  - ✅ @ashdev/discourse-mcp-server
  - ❌ nasa-cmr-(common-metadata-repository)
  - ❌ searxng-search - specified SearxNG instance, returning structured results with titles, URLs, and content snippets for private or customized search capabilities. (python)
  - ✅ agentql-mcp
  - ✅ @mcp-get-community/server-curl - like interface (1 tools) (node)
  - ❌ context7
  - ❌ domain-tools-(whois-+-dns) - over-HTTPS services. (go)
  - ❌ claude-deep-research - stage workflows for exploration, synthesis, and analysis with proper citations. (python)
  - ❌ dappier-(real-time-data-search) - time, rights-cleared data from trusted sources through search and recommendation tools for retrieving web results, financial information, and personalized content without leaving the conversation interface. (python)
  - ❌ linkedin-data-api
  - ❌ ebay
  - ✅ graphlit-mcp-server
  - ❌ bing-webmaster-tools
  - ❌ bilibili-search
  - ❌ newshub - time access to news articles from various RSS feeds with tools for listing feeds, retrieving latest news by category, searching across all content, and fetching specific article details. (python)
  - ❌ youtube-transcripts
  - ✅ search1api-mcp
  - ❌ medium-accelerator
  - ❌ mcp-server-everything-search
  - ❌ jina-ai-web-search
  - ❌ serper-mcp-server
  - ✅ @modelcontextprotocol/server-brave-search
  - ✅ scrapeless-mcp-server
  - ✅ one-search-mcp
  - ❌ perplexity-mcp - to-date information across domains. (python)
  - ✅ @chanmeng666/google-news-server
  - ❌ pdfsearch
  - ✅ @unifuncs/ufn-mcp-server
  - ✅ orion-vision-mcp
  - ❌ mcp-simple-arxiv
  - ❌ zenn
  - ✅ @adenot/mcp-google-search - checking, research, and content generation tasks. (1 tools) (node)
  - ❌ exa-web-search - formatted results with titles, URLs, publication dates, and content summaries for real-time internet information access. (python)
  - ❌ youtube-subtitles
  - ✅ docfork - to-date documentation and code examples for any software library through the Docfork API, automatically selecting relevant libraries and providing topic-focused documentation with configurable response size limits. (1 tools) (node)
  - ❌ web-scraper-&-duckduckgo-search
  - ❌ higress-ai-search-mcp-server - time search results from various engines through Higress ai-search, supporting internet, academic, and internal knowledge searches. (python)
  - ❌ kagi-search - quality, privacy-focused web information retrieval for informed decision-making and analysis. (python)
  - ✅ newsnow-mcp-server - formatted output. (1 tools) (node)
  - ❌ serper-search - time information retrieval and content research. (python)
  - ✅ mcp-tavily-search - checking and research tasks. (3 tools) (node)
  - ❌ oxylabs-mcp - time data analysis and monitoring workflows. (python)
  - ❌ perplexity - answering capabilities, enabling natural language understanding and information retrieval for applications like chatbots and research tools. (go)
  - ❌ goodnews
  - ❌ nexus-mcp
  - ❌ crawl4ai-rag
  - ❌ pubmed-mcp-server - based searches, citation formatting in multiple styles, and research trend analysis for academic and bibliographic research workflows. (python)
  - ❌ solr-vector-search
  - ❌ paperpal
  - ❌ domain-tools
  - ❌ n8n-assistant
  - ✅ clinicaltrialsgov-mcp-server
  - ❌ semantic-scholar
  - ❌ mcp-server-webcrawl
  - ✅ jina-ai-mcp-server - checking through natural language interactions. (3 tools) (node)
  - ❌ searxng-simple-mcp - focused search engine to provide web search capabilities with customizable parameters like result count, language, and time range. (python)
  - ❌ pdf-processor
Other Tools and Integrations
- How to Submit
  - ❌ zenn
  - ❌ think-tool - solving tasks, improving performance by up to 54% on challenges requiring detailed policies or sequential decision-making. (node)
  - ✅ mcp-sleep - based coordination and rate limiting. (1 tools) (python)
  - ❌ mcp-remote
  - ❌ yolo-computer-vision
  - ❌ a2a-bridge - to-Agent protocol-compatible agents, enabling delegation of complex tasks to specialized external agents without requiring direct protocol implementation (node)
  - ✅ ygg-torrent-mcp
  - ❌ weekly-reports
  - ❌ pdf-to-png
  - ❌ pubmed
  - ❌ mitmproxy
  - ❌ uml-diagramming
  - ✅ mcp-slicer
  - ❌ powerpoint
  - ❌ enrichb2b - time LinkedIn data access for B2B research, sales intelligence, and professional networking analysis. (python)
  - ❌ open-deep-research
  - ❌ kicad
  - ❌ surf-(stormglass)
  - ❌ personal-health-tracker - focused local analysis and trend insights. (python)
  - ✅ pickapicon-mcp
  - ✅ awslabs.aws-documentation-mcp-server
  - ✅ interactive-feedback - platform desktop feedback window that displays custom messages and collects user text input, enabling human-in-the-loop interactions during AI workflows. (2 tools) (python)
  - ✅ mcp-server-giphy
  - ❌ fastmcp
  - ❌ selector-ai
  - ❌ mcp-server-port - assisted task management and workflow orchestration through authentication, prompt triggering, and response handling. (python)
  - ❌ agenda-app - taking app on macOS to enable creating notes, managing projects, and opening existing notes using x-callback-urls. (python)
  - ❌ time
  - ❌ ietf-rfc-documents
  - ✅ @mtane0412/perspective-mcp-server
  - ❌ polygon-mcp
  - ✅ rqbit-mcp
  - ❌ music-analysis
  - ❌ mindm
  - ❌ mcp-openapi
  - ❌ minizinc-complex-logic-solver
  - ❌ docbase - based API requiring minimal configuration. (go)
  - ❌ slim-utility-suite
  - ❌ opgen-password-generator
  - ❌ sonos
  - ✅ mcp-server-time
  - ❌ jadx-android-decompiler - assisted analysis of Android apps. (java)
  - ❌ mcp-server
  - ❌ harvest
  - ❌ swagger
  - ❌ sound-effects
  - ❌ root-signals-evaluators
  - ❌ shaka-packager - line interaction. (python)
  - ❌ mcpizza-(domino's-pizza)
  - ❌ zotero-mcp - text content for scholarly research workflows. (python)
  - ❌ advanced-reasoning - solving in software development. (node)
  - ✅ @fishes/mcp-easy-copy - to-copy format for quick access and troubleshooting. (1 tools) (node)
  - ❌ goalstory-mcp - by-step planning, and motivational narrative visualization based on users' beliefs and motivations. (node)
  - ❌ @41px/mcp-xmind
  - ❌ swagger-api
  - ❌ spawn-mcp-dashboard - time (node)
  - ❌ sanity.io
  - ❌ moondream
  - ❌ dify-ai
  - ❌ grareco-(grammar-recommendations) - time grammar correction and recommendations through specialized prompts and Server-Sent Events, enabling seamless text improvement without context switching. (node)
  - ❌ openapi-transformer
  - ✅ pulsemcp-server
  - ❌ deepseek-r1 - assisted decision-making in various applications. (node)
  - ❌ kintone - code platform API, enabling data retrieval, record creation, and workflow automation in Kintone applications. (node)
  - ❌ erick-wendel-contributions
  - ❌ gyazo
  - ❌ openapi-mcp-server
  - ❌ stateset
  - ❌ image-dimensions
  - ❌ openapi
  - ❌ aivisspeech
  - ❌ mcpet
  - ❌ luma-ai-video-generation - driven video generation based on textual descriptions or parameters. (node)
  - ❌ social-media - based social media functionality enabling authentication, post creation with tags and threading, and filtered post reading for multi-agent collaboration scenarios. (node)
  - ❌ mentor-(deepseek) - powered mentorship capabilities for code review, design critique, writing feedback, and idea brainstorming. (node)
  - ❌ star-wars-api
  - ❌ batchit
  - ❌ retrieval-augmented-thinking - augmented thinking processes, enabling dynamic thought chains and recursive refinement for improved reasoning and complex problem-solving. (node)
  - ❌ mcp-time
  - ❌ sound-mcp
  - ❌ shadow-mcp-server
  - ❌ @matteoantoci/google-forms-mcp
  - ❌ youtube-watch-later
  - ❌ ffmpeg-video-processor
  - ❌ pokemon-tcg-card-search
  - ❌ rat-(retrieval-augmented-thinking) - stage reasoning. (node)
  - ❌ anki-leech-cards
  - ❌ @ylin6/unleash-ff-mcp-server
  - ❌ microsoft-todo
  - ❌ grok
  - ❌ doordash-drive-api
  - ❌ veyrax
  - ✅ opentrons-mcp - 2 and Flex platforms. (14 tools) (node)
  - ❌ longman-dictionary-of-contemporary-english
  - ❌ caldav
  - ❌ @epic-web/workshop-mcp
  - ✅ meta-mcp-server
  - ❌ calc-tools
  - ❌ mrp-calculator
  - ❌ langchain-integration
  - ✅ @dasheck0/face-generator
  - ❌ revit
  - ❌ gemini-pro
  - ✅ findmine-mcp - commerce platforms. (3 tools) (node)
  - ❌ cucumberstudio
  - ✅ consult-llm-mcp
  - ✅ lighthouse-mcp
  - ❌ graphql-toolkit
  - ❌ mcp-api-connect - time external data. (node)
  - ❌ fooddata-central
  - ✅ @jinzcdev/markmap-mcp-server - format export capabilities for visualizing hierarchical information. (1 tools) (node)
  - ❌ bruno-api
  - ❌ tally
  - ✅ @llmindset/mcp-webcam - time visual context in AI applications. (2 tools) (node)
  - ❌ n8n-workflow
  - ❌ textarena - checking tool that compares input facts against a predefined dataset using string similarity algorithms and integrates external services like NLTK and a poker win calculator for flexible information verification. (node)
  - ❌ tailorkit - commerce product templates, enabling creation, retrieval, and manipulation of templates and their layers through natural language conversations. (node)
  - ✅ frame0-mcp-server
  - ✅ @pinkpixel/mcpollinations
  - ❌ puzzlebox - time updates, enabling coordination between multiple agents working on long-horizon tasks through shared state transitions and valid actions. (node)
  - ❌ harvest-mcp-server-setup
  - ❌ contentful
  - ❌ twosplit
  - ❌ task-master
  - ❌ symbol-blockchain
  - ❌ magic-(21st.dev)
  - ❌ tiny-todo
  - ❌ monday.com-api
  - ❌ tung-shing-calendar - calendar date parsing, formatting, and manipulation for Gregorian and lunar calendars. (node)
  - ❌ veo2-video-generation
  - ✅ @anaisbetts/mcp-installer
  - ❌ stdio-to-sse-mcp - based MCP servers into websocket-accessible servers, enabling network-based communication and simplified client development. (node)
  - ❌ gif-creator - quality GIF animations using FFmpeg with optimized palette generation, customizable FPS and dimensions, and precise time-based segment extraction for creating animated previews and social media content. (node)
  - ❌ llm-responses - solving and multi-perspective analysis through TypeScript-based response submission and retrieval tools. (node)
  - ❌ @terryliyongjie/api2mcptools
  - ❌ credo-(cheqd-did)
  - ❌ excalidraw - assisted diagramming and visual collaboration. (node)
  - ❌ untappd - in access for beer-related data analysis and retrieval. (node)
  - ✅ @folderr/folderr-mcp-server
  - ❌ character-counter
  - ❌ @tokenizin-com/mcp-server-nativewind
  - ❌ deepwriter
  - ❌ directus-cms - based API bridge. (node)
  - ❌ evernote-mcp-server
  - ❌ google-classroom
  - ✅ random-number-mcp
  - ❌ arithmetic
  - ❌ google-tasks
  - ❌ zen-syllabus-(educational-curriculum-explorer)
  - ❌ toolbox - powered automation tool development platform. (node)
  - ❌ ghost
  - ❌ scientific-paper-analyzer-(gemini)
  - ❌ s2-streamstore
  - ❌ microcms-mcp-server
  - ❌ mcp-server-to-markdown
  - ❌ image-reader
  - ❌ pollinations - to-audio API capabilities for dynamic audio generation through a TypeScript-based server implementation, enabling developers to create programmatic audio experiences. (node)
  - ❌ drupal
  - ✅ @flipt-io/mcp-server-flipt
  - ❌ rime-mcp - to-speech server that converts text into spoken audio through Rime's API, streaming with optimized buffering for minimal latency between generation and playback. (node)
  - ❌ shopify-mcp
  - ❌ gemini-ai
  - ✅ @surajadsul02/mcp-server-salesforce
  - ✅ @nekzus/mcp-server
  - ❌ openrpc - RPC calls via OpenRPC specification. (node)
  - ❌ usgs-earthquake-data - time access for querying and analyzing seismic events, enabling applications in disaster response, geological research, and risk assessment. (node)
  - ❌ mcp-task-manager-server
  - ❌ careerjet-job-search-mcp-server - based searches, advanced filtering, and multi-language support across 50+ countries. (node)
  - ❌ multi-model-advisor-(ollama)
  - ✅ webdev-mcp
  - ❌ markdown-to-pdf
  - ❌ star-wars-planet-data-(couchbase)
  - ❌ @ramidecodes/mcp-server-notion
  - ❌ read-images
  - ❌ cosmwasm-social-graph - based social graph smart contracts for creating, updating, querying, and deleting decentralized relationship data through blockchain transactions. (node)
  - ❌ @getrember/mcp
  - ✅ terminal-mcp-server - commerce platform to enable browsing coffee products, managing shopping carts, and handling subscriptions with secure Stripe payment processing (1 tools) (node)
  - ❌ timecamp
  - ❌ horoscope
  - ❌ glif
  - ❌ limitless-lifelog
  - ❌ valjs-mcp-blah
  - ❌ stellar-xdr-json - readable JSON, enabling analysis of transactions and contract events without manual binary decoding (node)
  - ❌ mcpify-(openapi)
  - ❌ metaplex
  - ❌ hap-mcp-server
  - ❌ shannon-thinking-(problem-solving) - solving methodology to guide users through structured stages of complex problem breakdown and solution refinement. (node)
  - ❌ openapi-mcp-proxy
  - ❌ pokémon-data
  - ❌ @markvp/mcp-lambda-layer - Sent Events (SSE) that simplifies creating Lambda functions with complex transport and protocol handling for tool and prompt configuration. (node)
  - ✅ folo-mcp
  - ❌ deepseek-+-claude
  - ❌ genkitx-mcp
  - ✅ @shinshin86/mcp-simple-aivisspeech - to-speech synthesis with customizable voice parameters including speed, pitch, intonation, and volume for building voice-enabled applications. (1 tools) (node)
  - ❌ openrouter-conversation-manager
  - ❌ image-download-and-optimize
  - ❌ geofs-flight-simulator
  - ❌ cat-facts-mcp
  - ❌ spotify
  - ❌ tally-dao-governance - making processes. (node)
  - ✅ @modelcontextprotocol/server-sequential-thinking
  - ❌ solana-dev - based RPC methods for developers building on the Solana ecosystem. (node)
  - ❌ huuh - native Youtube
  - ❌ systemprompt-mcp-interview - powered interview roleplay system for dynamic simulation of customizable interview scenarios, enabling practice and skill improvement for job seekers. (node)
  - ❌ fiberflow-mcp-gateway - based bridge that uses Server-Sent Events (SSE) for seamless integration via a secret key and stdio communication. (node)
  - ❌ farcaster - time content monitoring and user engagement tracking on the Farcaster network. (node)
  - ❌ http-bridge
  - ❌ dify-workflow - powered application development. (node)
  - ❌ emotion-analyzer
  - ❌ three.js - time manipulation of Three.js 3D scenes through WebSocket connections, allowing natural language control of object creation, movement, rotation, and scene state retrieval without direct code modification. (node)
  - ❌ hacker-news-companion
  - ✅ @bschauer/strapi-mcp-server - powered applications. (5 tools) (node)
  - ❌ cosa-sai-(gemini-docs) - solving tools. (node)
  - ✅ mercadolibre-mcp - commerce platform to simplify product and seller data retrieval, enabling functions like price monitoring, inventory management, and market analysis. (3 tools) (node)
  - ❌ prompt-template-server-(go) - formatted prompt templates from a file system for easy organization and management of standardized prompts to AI models. (go)
  - ❌ video-editor-mcp - powered video editing and content searching through natural language queries and automated clip generation. (python)
  - ❌ leetcode
  - ✅ @kazuph/mcp-taskmanager - by-step workflows requiring explicit user approval. (10 tools) (node)
  - ❌ openapi-client-generator
  - ✅ mcp-server-diceroll
  - ✅ @luorivergoddess/mcp-geo
  - ❌ healthnote-(nip-101h)
  - ❌ blue-perfumery
  - ✅ my-mcp-server
  - ❌ jina-ai
  - ✅ tv-recommender-mcp-server
  - ❌ perplexity
  - ❌ @masatoshi118/mcp_google_froms
  - ❌ mcp4gql
  - ❌ qr-codes
  - ❌ gemforge-(google-gemini)
  - ❌ tiktok
  - ❌ resource-hub
  - ❌ audio-playback - sound library to enable cross-platform audio playback for voice notifications, sound effects, and audio cues. (node)
  - ❌ paymanai - solving guidance for developers working with Node.js and Python implementations. (node)
  - ❌ openhue
  - ❌ datetime - related functionalities across different geographical regions. (node)
  - ❌ ephor-collaboration - turn conversations in a session-based architecture for reaching consensus on user prompts. (node)
  - ❌ gauntlet-incept
  - ❌ godspeed-mcp
  - ❌ qwen-max
  - ❌ mcp-sse-proxy - based MCP clients with SSE-based MCP servers, allowing applications like Claude Desktop to connect to remote MCP servers that use SSE transport. (node)
  - ❌ log-analyzer
  - ❌ prompts-library - time file watching, and CRUD operations for systematic prompt library management and team collaboration. (node)
  - ✅ mcp-hacker-news
  - ❌ lowes-toolkit - specific integrations with GitHub, Redis, PostgreSQL, and Google Maps, extending AI capabilities through containerized Python and TypeScript implementations. (node)
  - ❌ @adeze/raindrop-mcp
  - ❌ math - assisted applications. (node)
  - ❌ summarizer
  - ❌ weavely-forms
  - ❌ web3-framer-plugin
  - ❌ gemini-thinking - solving, codebase analysis, and architectural decision-making in software development contexts. (node)
  - ❌ hive
  - ✅ guardian-mcp-server
  - ❌ copy-paste-line-extractor
  - ❌ solana-docs - time access to development information for accurate query responses and blockchain-related assistance. (node)
  - ❌ hackmd-mcp - secured personal and team workflows. (node)
  - ❌ vnc-remote-control-for-macos
  - ❌ openai
  - ✅ @tacticlaunch/mcp-linear
  - ❌ just-prompt-(multi-llm-provider)
  - ❌ unsplash
  - ❌ miro
  - ✅ mcp-server-restart
  - ❌ notion-todo
  - ✅ mcp-ipfs
  - ❌ microsoft-word
  - ✅ @chargebee/mcp
  - ❌ sudoku-solver
  - ❌ contentstack-brandkit
  - ❌ blog-publisher - based server with standard and local execution modes for automated content publishing workflows. (python)
  - ❌ k6-load-testing - driven k6 load testing with configurable parameters for duration and virtual user count, bridging conversational interfaces with performance testing workflows. (python)
  - ❌ turkish-legal-databases
  - ❌ ticketmaster-live-events
  - ❌ twitter-noauth
  - ✅ clinicaltrialsgov-mcp-server
  - ✅ mcp-server-perplexity
  - ❌ canvas-lms
  - ❌ bluesky
  - ❌ dicom-connectivity - ECHO operations, and configuration management. (python)
  - ❌ image-toolkit - party APIs for generating images from text, modifying existing images, and removing backgrounds with automatic FreeImage.host uploading. (python)
  - ✅ mcp-server-ens
  - ✅ todoist-mcp-server
  - ❌ fastn - time operations through a flexible, API-driven platform with robust logging and error handling. (python)
  - ✅ @modelcontextprotocol/server-everything
  - ❌ a2a-mcp-server - to-Agent protocol with MCP, enabling agent discovery, registration, message sending, and task management through protocol translation between A2A's JSON-RPC messaging and MCP's tool-based interface. (python)
  - ❌ chatgpt-responses - enabled queries with conversation continuity through response IDs. (python)
  - ❌ google-calendar - based event management, scheduling, and productivity insights. (node)
  - ❌ ticktick
  - ❌ blender - driven 3D modeling, scene generation, and animation scripting within the Blender environment. (python)
  - ❌ medadapt - powered system that enables searching, generating topic overviews, creating learning plans, and extracting key points from medical literature. (python)
  - ❌ macos-gui-control
  - ❌ mcp-toolbox
  - ❌ spring-boot-bridge
  - ❌ gin-mcp
  - ❌ @wangmhaha/apifox-mcp-server
  - ❌ cheerlights
  - ❌ qgis-geographic-information-system - based API (python)
  - ✅ together-mcp - quality image generation with customizable dimensions, clear error handling, and optional image saving. (1 tools) (node)
  - ✅ penpot-mcp
  - ✅ replicate-flux-mcp
  - ❌ hugging-face
  - ✅ grok-mcp
  - ❌ human-mcp - in-the-loop server that routes AI assistant requests to a human operator through a Streamlit UI, enabling creative and unpredictable responses while maintaining the illusion of automated interactions. (python)
  - ❌ json-schema-manager - based JSON documents (python)
  - ❌ video-&-audio-editor
  - ❌ brewfather
  - ❌ thoughtful-claude-(deepseek-r1) - solving, analysis, and decision-making capabilities. (python)
  - ❌ mermaid-diagram-generator
  - ❌ mcp-llms-txt - llms-txt to enhance conversations by incorporating relevant documentation snippets for improved technical support, code explanations, and educational dialogues. (python)
  - ❌ openapi-link
  - ❌ pdf-to-markdown-converter
  - ✅ @pinkpixel/notification-mcp - specific chimes when tasks complete, supporting five built-in sounds and custom audio files for non-intrusive progress alerts. (1 tools) (node)
  - ❌ samtools
  - ❌ spotify-mcp
  - ❌ canon-camera-control - time feedback on setting changes. (python)
  - ❌ registry
  - ❌ metersphere-api-testing
  - ❌ e-gonghun-(korean-military-service-records)
  - ❌ uuid-generator
  - ❌ outsource
  - ❌ south-asia - based server with modular architecture and basic endpoint functionality. (python)
  - ❌ revitmcp
  - ❌ chain-of-draft-prompt-tool - step workflows through a chain execution system where outputs from one step become inputs for subsequent steps, enabling progressive refinement for complex tasks like research, code review, and documentation generation. (python)
  - ❌ grpc-bridge - compiled protocol buffer descriptors. (go)
  - ❌ hirebase-mcp
  - ✅ anki-mcp
  - ✅ mcp-ollama
  - ✅ @automation-ai-labs/mcp-wait - 300 seconds) with progress reporting in 10% increments for synchronizing processes between tasks. (1 tools) (node)
  - ❌ image-processor
  - ✅ dart-mcp-server
  - ❌ time-converter - related operations using IANA identifiers for accurate global time management across applications. (python)
  - ❌ temporal-workflows
  - ❌ vllm-benchmark
  - ✅ @promptz/mcp - pasting. (4 tools) (node)
  - ❌ @rijk/directus-mcp-server
  - ❌ rosetta-symmetry - crystallographic, crystallographic, and helical symmetries with customizable parameters. (python)
  - ❌ kokoro-tts
  - ❌ claude-todo-emulator - local storage and validation rules that ensure unique IDs and allow only one in-progress task at a time. (python)
  - ❌ current-time
  - ❌ claude-api
  - ❌ mcp-summarization-functions
  - ❌ mcp-openapi-proxy
  - ❌ govee
  - ❌ tpc-server - making. (python)
  - ❌ waifu-queue
  - ❌ jmeter - GUI modes, returning detailed results for automated load testing workflows. (python)
  - ❌ screen-capture
  - ✅ promptopia-mcp - message conversation structures. (7 tools) (node)
  - ❌ mistral-ocr
  - ❌ davinci-resolve
  - ❌ ifc-building-information-modeling
  - ❌ trinity - based tools through a Go-based server that enables access to Trinity API capabilities via JSON-RPC interface (go)
  - ❌ ttaat
  - ❌ things-3
  - ❌ neodb
  - ✅ casual-mcp-server-words
  - ❌ think - mini model for multi-step analysis of complex problems while maintaining variables throughout extended reasoning chains. (python)
  - ❌ mcp-gsuite
  - ❌ home-assistant
  - ❌ markdown-to-pdf-converter
  - ❌ slidespeak
  - ❌ fibery-mcp-server
  - ✅ @wenbopan/things-mcp
  - ❌ openapi-mcp
  - ✅ grasshopper-mcp
  - ❌ bonsai-bim-(blender-ifc)
  - ❌ zotero - text content, managing collections, and organizing research materials. (python)
  - ❌ comfyui - to-image creation with customizable parameters through WebSocket communication. (python)
  - ❌ o'reilly-learning-platform
  - ❌ graphql-explorer
  - ❌ play-sound - platform audio backend support, volume control, and device switching for developers who want audible feedback without constant screen monitoring. (python)
  - ❌ higress-api-gateway - in-the-loop validation for sensitive operations (python)
  - ❌ office-word-mcp-server
  - ❌ go-pprof-analyzer
  - ❌ locust
  - ✅ mcp-server-novacv
  - ❌ tts-mcp - quality voice generation from text using OpenAI's TTS API with customizable voices, formats, and speech parameters for seamless audio playback during conversations. (node)
  - ❌ voice-recorder-(whisper) - to-text functionality. (python)
  - ❌ whissle - to-text transcription with timestamps and speaker diarization, machine translation between languages, and text summarization using LLM models. (python)
  - ❌ safetyculture
  - ❌ email-validator - based addresses to reduce bounces and prevent fake signups. (python)
  - ❌ rabbitmq - driven architectures. (python)
  - ❌ edge-text-to-speech - to-Speech service for converting text into natural-sounding speech across multiple languages with customizable parameters, returning audio in MP3 format. (python)
  - ❌ make-mcp
  - ✅ @thomaswawra/server-spotify
  - ✅ @kunihiros/patsnap-mcp
  - ❌ ollama
  - ✅ @nutrient-sdk/dws-mcp-server
  - ❌ esignatures
  - ✅ kroger-mcp
  - ❌ elfproxy-dynamic-ip - specific proxy IPs, enabling IP rotation, geo-targeting, and bypassing regional restrictions. (java)
  - ❌ fl-studio
  - ❌ nexonco-(civic-precision-oncology)
  - ✅ strateegia-mcp-server
  - ❌ hangul-word-processor
  - ❌ biodiversity
  - ❌ four-in-a-row - in-a-Row (Connect Four) game with RESTful API endpoints for creating games, making moves, checking win conditions, and managing game state with support for custom board dimensions and persistent storage. (java)
  - ❌ qq-music
  - ❌ second-opinion - platform response comparison for improved decision making and research validation. (python)
  - ✅ ai-expert-workflow-mcp
  - ❌ kaltura
  - ❌ tmf620-product-catalog-management - commerce or telecom service providers. (python)
  - ❌ pubmed-smithery - based evidence retrieval with automatic retry mechanisms. (python)
  - ✅ qanon_mcp
  - ❌ promptlab - based system. (python)
  - ❌ powerpoint-presentations
  - ✅ sherlock-mcp
  - ❌ mcp-google-calendar
  - ✅ @greirson/mcp-todoist
  - ❌ chain-of-thought - by-step thinking process within <think> tags before receiving final answers. (python)
  - ❌ dicom
  - ❌ langchain-mcp - powered applications. (python)
  - ❌ mcp-pandoc
  - ❌ bci-mcp-(brain-computer-interface) - time signal processing, providing brain activity data for more intuitive human-AI interactions. (python)
  - ❌ aqicn-air-quality - time air quality data for cities and monitoring stations globally. (python)
  - ❌ synthcal-(supabase-calendar)
  - ❌ multi-llm-cross-check - by-side response comparison for fact-checking, gathering diverse perspectives, or evaluating different models' capabilities. (python)
  - ❌ rocq
  - ❌ nefino
  - ❌ fashion-recommendation-system
  - ❌ mcp-ankiconnect
  - ✅ @pinkpixel/taskflow-mcp
  - ❌ things-app
  - ✅ @kajirita2002/esa-mcp-server
  - ❌ linkedin-job-assistant
  - ❌ videocapture
  - ❌ cort-mcp - of-Recursive-Thoughts methodology that enhances reasoning by making models argue with themselves across multiple rounds, using multi-LLM inference for deeper problem-solving. (python)
  - ❌ ffmpeg
  - ❌ malaysia-prayer-time
  - ❌ mcp-server-replicate
  - ❌ school-tools-(canvas-&-gradescope)
  - ❌ mochi-flashcards
  - ❌ systems-modeling
  - ❌ pymol - compatible Python code. (python)
  - ❌ rfk-jr-gateway
  - ❌ bos-(basic-orchestration-system) - based approach that simplifies module loading and registration. (python)
  - ❌ replicate
  - ❌ deepseek
  - ✅ meme-mcp
  - ❌ coding-todo - assisted prioritization for software development workflows. (python)
  - ❌ allure-test-reports
  - ❌ hashnode
  - ❌ internet-speed-test
  - ❌ chain-of-draft - optimized problem-solving across various domains, offering tools for both CoD and Chain of Thought methods with adaptive complexity estimation and format enforcement. (python)
  - ❌ hippycampus-(openapi-tools)
  - ✅ coda-mcp
  - ✅ dubco-mcp-server
  - ❌ dify-tools-bridge - compatible assistants, enabling organizations to extend their existing Dify tool configurations without duplication. (python)
  - ❌ pet-adoption-scheduler
  - ❌ mcp-toolhouse - assisted tasks. (python)
  - ❌ audio-player - isolated interface that can play MP3, WAV, and OGG files from a designated folder. (python)
  - ❌ rocketmq
  - ❌ gemini-collaboration - model pair programming workflows. (python)
  - ✅ @missionsquad/mcp-helper-tools
  - ❌ grpc-reflection
  - ❌ needle
  - ❌ cgv-cinema
  - ❌ radarr-and-sonarr
  - ❌ stk-(ansys/agi-systems-tool-kit) - based bridge to the simulation software. (python)
  - ❌ sequential-story - solving tools through Sequential Story and Sequential Thinking approaches, enabling narrative-based or Python-implemented thought sequences with branching and visual formatting capabilities for enhanced memory retention. (python)
  - ❌ uniprot
  - ❌ say-(text-to-speech) - to-speech capabilities through both native system voices and ElevenLabs integration, enabling vocalization of responses without leaving the conversation interface. (go)
  - ❌ spring-i/o
  - ❌ medrxiv-research - based searches, advanced filtering, and DOI metadata retrieval. (python)
  - ❌ fiware-context-broker - LD format. (python)
  - ❌ taskmate - based task management and flexible operational capabilities. (python)
  - ❌ employee-leave-manager - memory database. (python)
  - ❌ agent-construct
  - ❌ joomla-articles
  - ❌ random-number-generator
  - ❌ siliconflow-voice-transcription
  - ❌ markitdown - based workflows for content migration, documentation, and analysis. (python)
  - ❌ computer-vision-tools
  - ❌ confluence-data-center
  - ❌ dust - solving strategies for advanced interaction and reasoning capabilities. (python)
  - ❌ api-tester-(openai)
  - ❌ idgen-(unique-identifier-generator)
  - ❌ koi-agent-personality-network - MCP Integration enables distributed agent networks where AI personalities with distinct traits can discover and utilize each other's specialized capabilities through a coordinated registry system. (python)
  - ❌ cleanuri-url-shortener
  - ❌ personal-assistant
  - ❌ macos-screenshot
  - ❌ mcp-google-docs
  - ❌ openapi-swagger-converter
  - ❌ mozisu-character-counter - byte characters like Japanese text and emojis, returning both total and non-whitespace counts (go)
  - ❌ signaturit
  - ❌ openscad-3d-model-generator
  - ❌ software-planning - based FastMCP framework deployable via Docker or locally. (python)
  - ❌ powerpoint-manager
  - ❌ ticketmaster-events
  - ❌ claude-enhancements
  - ❌ flowise - powered conversational interfaces into existing systems. (python)
  - ❌ readwise-reader
  - ❌ dan-vega-courses
  - ❌ mcp-simple-timeserver
  - ❌ agentrpc
  - ✅ mcp-datetime - aware date and time formatting across various locales. (1 tools) (python)
  - ✅ tianji-mcp-server
  - ❌ plex-media-server
  - ❌ atla
  - ❌ reaper
  - ❌ ms-word
  - ❌ llamaindex-documentation - powered query interface to LlamaIndex documentation, delivering detailed responses with code examples using LlamaCloud's managed index service (python)
  - ❌ rhino-8 - based server that exposes modeling operations for design workflow automation and conversational interfaces. (python)
  - ❌ fal.ai
  - ❌ screenshot-capture - platform screenshot capture server enabling visual context retrieval through automatic JPEG compression and flexible stdio/SSE transport modes. (python)
  - ❌ qgis - based architecture that exposes geospatial capabilities like adding layers, executing processing algorithms, and rendering maps. (python)
  - ❌ reddit
  - ❌ encoding - related operations like data compression and format conversion, supporting secure API key management and efficient request handling. (python)
  - ❌ alexa-shopping-list
  - ❌ xingchen-workflow-orchestration
  - ❌ deepseek-r1-reasoning - step reasoning capabilities for complex problem-solving across various domains. (python)
  - ✅ mcp-apifox
  - ✅ todoist-mcp
  - ❌ openai-mcp - performance bridge between OpenAI and Anthropic models with prompt templating, response streaming, and efficient caching for applications requiring customizable LLM access. (python)
  - ❌ tuya-mcp-server
  - ❌ expose-(json-rpc-proxy) - compatible services through JSON-RPC, forwarding requests to configured backend URLs while maintaining proper error handling and response formatting. (go)
  - ❌ molecule-visualization-(chimerax,-pymol)
  - ❌ user-prompt
  - ❌ goose-extensions
  - ✅ webflow-mcp-server
  - ❌ traits-matcher - driven personality dimensions like friendliness and dominance. (python)
  - ❌ eclass-(uoa)
  - ❌ tidal-music
  - ❌ legifrance
  - ❌ iflytek-workflow - step business processes through 14 types of workflow nodes for sequential, parallel, and iterative task execution (python)
  - ❌ audio-interface
  - ❌ screenshot - only communication. (python)
  - ❌ fastmcp-todo - time task management, distribution, and updates for collaborative workflows and automation. (python)
  - ✅ mcp-server-flomo
  - ❌ confluence - text search and version control capabilities. (go)
  - ❌ midi-output
  - ✅ haiguitang-mcp
  - ✅ shopify-mcp-server
  - ❌ slate - powered workflows for tracking applications, managing roles, and coordinating production processes through a flexible microservices architecture. (java)
  - ❌ revit-mcp
  - ❌ minimax-mcp - quality text-to-speech, voice cloning, and video generation capabilities through MiniMax's API with robust error handling and file management features. (python)
  - ❌ story-protocol - based intellectual property management, including minting, registering, and licensing IP assets. (python)
  - ❌ @testomatio/mcp
  - ❌ hr-policy-chatbot - based chatbot that indexes, retrieves, and generates answers from PDF documentation with email sending capabilities. (python)
  - ❌ remote-bridge
  - ❌ congress.gov
  - ❌ user-feedback - in-the-loop workflow in tools like Cline and Cursor. (python)
  - ❌ @unctad-ai/eregulations-mcp-server
  - ❌ dolphinscheduler
  - ❌ genesis-world - based simulations and virtual world creation for analyzing emergent behaviors directly within conversations. (python)
  - ❌ jexchange-mcp-server
  - ✅ mcp-applemusic
  - ✅ @keegancsmith/linear-issues-mcp-server - only access to issue details and comments without switching contexts. (2 tools) (node)
  - ❌ canvas-learning-management-system
  - ✅ @baruchiro/paperless-mcp - NGX document management systems for organizing, searching, and managing document collections through natural language commands. (23 tools) (node)
  - ❌ toast-notifications - platform desktop notifications for important events or task completions using native Windows and macOS APIs. (python)
  - ❌ tasks
  - ✅ @delorenj/mcp-server-ticketmaster
  - ❌ creator - in best practices and configuration management. (python)
  - ❌ @tfedorko/licensespring-mcp-server - SHA256 authentication. (node)
  - ❌ suzieq-mcp
  - ❌ server-wp-mcp
  - ❌ emqx - time IoT device management, client monitoring, and message publishing for MQTT-enabled systems. (python)
  - ❌ elevenlabs-text-to-speech - to-speech capabilities for high-quality, customizable voice output in interactions, featuring voice selection and model choice. (python)
  - ✅ @moralisweb3/api-mcp-server
  - ❌ mcp-server-mas-sequential-thinking - disciplinary analysis with greater depth than single-agent approaches. (python)
  - ❌ todoist-taskmaster
  - ❌ giphy
  - ❌ book-fetch-(library-genesis) - depth analysis and research. (python)
  - ❌ intelliglow-smart-lighting
  - ✅ productboard-mcp
  - ❌ yango-tech-b2b-api
  - ❌ things3 - callback-url, with specialized functionality for Agenda synchronization. (python)
  - ❌ mcp-server-memos - taking application to automate note management, organization, and retrieval tasks. (python)
  - ❌ mcp-serverman
  - ❌ name-origin-predictor
  - ❌ mathematica-docs
  - ✅ holaspirit-mcp-server
  - ❌ crewai-enterprise
  - ❌ autodesk-platform-services - based server with fine-grained access control. (node)
  - ❌ flux-(ao-&-arweave)
  - ❌ openrouter-deep-research - agent research by breaking complex queries into specialized sub-questions, distributing them across different models, and synthesizing findings into comprehensive reports. (node)
  - ❌ tts-say
  - ❌ quran.com-api
  - ❌ opentk-mcp
  - ❌ plane-project-management
  - ❌ gemini-2.5-pro
  - ❌ raindrop.io
  - ❌ sleep - dependent process simulation. (node)
  - ❌ corporate-dystopia-toolkit - related tools that parody toxic workplace behaviors through functions for requesting raises, filing complaints, scheduling inconvenient meetings, and generating corporate jargon. (node)
  - ❌ unconventional-thinking - solving sessions. (node)
  - ✅ @pollinations/chucknorris
  - ✅ a11y-mcp-server - core, enabling evaluation of websites and HTML snippets against WCAG standards with detailed violation reports and remediation guidance. (6 tools) (node)
  - ❌ @EvalsOne/mcp-connect - based AI services to access local Stdio based MCP servers via HTTP requests (node)
  - ❌ markdown-to-html
  - ❌ claude-think - by-step reasoning visibility in responses by wrapping prompts with special thinking tags when users type 'think [question]' in chat (node)
  - ❌ erpnext
  - ❌ vibe-check - aware oversight. (node)
  - ✅ mcp-starter - based accountability for personal growth commitments. (1 tools) (node)
  - ❌ dart - driven project organization, document handling, and workflow automation through secure API interactions and Dartboard feature integration. (node)
  - ❌ atom-of-thoughts - solving by breaking down complex tasks into atomic thought units for step-by-step reasoning and solution development (node)
  - ❌ wordle - 05-19 and 23 days into the future, enabling word pattern analysis and hint generation without spoiling the game experience. (go)
  - ❌ starbucks
  - ❌ mcp-reasoner - solving, enabling exploration of multiple solution paths in complex reasoning tasks. (node)
  - ❌ eigenlayer-avs-explorer
  - ❌ taskmanager - based planning and execution, maintaining context across conversations through structured task tracking and visual progress monitoring. (node)
  - ✅ mcp-sequentialthinking-tools - solving tools for step-by-step analysis, branching thoughts, and adaptive reasoning strategies in complex decision-making processes. (1 tools) (node)
  - ❌ text-to-speech-(windows) - to-speech and speech-to-text capabilities using native system features and PowerShell commands. (node)
  - ❌ sharepoint-lists
  - ❌ vietnamese-water-utility-api - based bridge to a Vietnamese water utility company's ABP Framework API, enabling employee management, breakfast registration, chemical tracking, equipment monitoring, and vehicle dispatching through a service-oriented architecture with axios HTTP requests. (node)
  - ❌ obs-studio
  - ✅ aistudio-mcp-server
  - ❌ biomcp - based biomedical R&D via protein structure analysis capabilities (node)
  - ❌ sharepoint
  - ❌ @anyproto/anytype-mcp - data while filtering out destructive operations. (node)
  - ✅ @inkdropapp/mcp-server - taking application to enable searching, reading, creating, and updating Markdown notes directly within conversations through seven specialized tools for managing notes, notebooks, and tags. (7 tools) (node)
  - ❌ @mtane0412/ghost-mcp-server
  - ❌ national-park-service
  - ❌ tesla-fleet-api - up commands, information retrieval, and real-time data refreshing of Tesla vehicles. (node)
  - ❌ vercel-ai
  - ❌ fillout
  - ❌ dub.co
  - ❌ mcp-langchain-ts-client
  - ❌ star-wars-planetary-data
  - ❌ fal.ai-video-generator
  - ❌ randomuser
  - ✅ mcp-server-actor-critic-thinking - perspective analysis through alternating actor and critic viewpoints for evaluating creative works, strategic decisions, and complex scenarios requiring both empathetic understanding and objective assessment. (1 tools) (node)
  - ❌ raindrop-mcp
  - ❌ substack
  - ✅ interactive-mcp - platform support for complex tasks requiring confirmation or clarification. (5 tools) (node)
  - ❌ home-assistant-mcp-server
  - ❌ @automattic/mcp-wordpress-remote
  - ❌ moodle
  - ❌ mcp-server-screeny - focused macOS MCP server for secure, user-approved window screenshots (python)
  - ❌ html-to-pdf-generator
  - ❌ tinypng
  - ❌ anki - driven flashcard creation, retrieval, and review processes for enhanced spaced repetition learning. (node)
  - ✅ diff-mcp
  - ❌ wordpress-manager
  - ✅ @notionhq/notion-mcp-server
  - ❌ grumpydev-mcp
  - ❌ google-docs
  - ❌ llm-completions - compatible chat completion APIs. (node)
  - ❌ langflow-document-qa - powered document question-answering system through a query_docs tool that processes document-based questions using a Mistral model. (node)
  - ❌ docent-(image-description)
  - ❌ wcag
  - ❌ mcp-powerpoint
  - ❌ yapi
  - ❌ gemini-2.0-flash
  - ❌ human-in-the-loop - in-the-loop processes for AI workflows, enabling seamless integration of human judgment in tasks like content moderation, complex problem-solving, and ethical AI implementations. (node)
  - ❌ flomo - taking in Flomo through a simple markdown-to-webhook tool that captures thoughts, ideas, and research findings without manual copying and pasting. (node)
  - ❌ random.org - generated randomness for applications requiring genuine unpredictability like statistical sampling, gaming, and cryptographic operations. (node)
  - ❌ minesweeper - solving. (node)
  - ❌ statsig
  - ❌ @dvmcp/bridge - 89 announcements and direct Nostr event requests. (node)
  - ❌ @lkm1developer/google-docs-mcp-server
  - ❌ batchdata-real-estate
  - ❌ orchestrator
  - ❌ anki-cards-(clanki)
  - ❌ microcms
  - ❌ magento-2 - commerce platforms for querying product information, customer data, order statistics, and revenue metrics using natural language date expressions and geographical filtering. (node)
  - ❌ vidu
  - ❌ education-data-api
  - ❌ deep-reasoning-mcp
  - ✅ @jwalsh/mcp-server-qrcode
  - ❌ slowtime-(time-&-intervals) - js to enable secure, time-locked encryption for managing scheduled events with cryptographic guarantees. (node)
  - ❌ notion
  - ❌ claude-prompts - based prompt system for Claude models that enables standardized interactions, complex reasoning workflows, and multi-step prompt chains through a TypeScript/Node.js server with comprehensive API support. (node)
  - ❌ frontend-review
  - ❌ duyet-professional-profile
  - ✅ structured-thinking - by-step problem solving and decision making. (5 tools) (node)
  - ❌ ens-dao-operations
  - ❌ cia-world-factbook
  - ❌ mcp-fishaudio-server - to-Speech API and LLMs like Claude, enabling natural language-driven speech synthesis. (node)
  - ❌ llm-jukebox - dlp to search, download, and play music with MP3 conversion, local library management, and basic playback controls for building music discovery and playback systems. (python)
  - ❌ storyblok
  - ✅ @stackzero-labs/mcp - commerce applications including ratings, image viewers, product controls, and banner blocks with installation instructions and usage examples. (12 tools) (node)
  - ❌ photoroom
  - ❌ cerebra-legal - up questioning, and professional document formatting across multiple legal domains including ANSC contestations, consumer protection, and contract analysis. (node)
  - ❌ opennutrition - 13 barcodes for recipe analysis and dietary planning. (node)
  - ❌ maverick-mcp-server
  - ✅ orly-mcp - style book covers with customizable titles, subtitles, authors, and visual themes using 40 different animal/object images and 17 color schemes. (1 tools) (python)
  - ❌ minimax-ai - to-speech capabilities through a Node.js server, enabling editors to access image-01 and speech-01 models for creating visuals and natural-sounding audio without leaving the editing environment. (node)
  - ❌ mcp-openapi-schema - formatted tools for exploring API paths, operations, parameters, schemas, and security definitions, enabling seamless API documentation navigation and understanding. (node)
  - ❌ gemini - based interface. (node)
  - ✅ server-koboldai
  - ❌ lacylights
  - ❌ todoist
  - ❌ yelp-fusion-ai - making algorithms, each containerized with Docker for independent deployment. (node)
  - ❌ buu-ai-3d-model-generator
  - ❌ loxo-recruitment
  - ✅ @wangshunnn/bilibili-mcp-server
  - ❌ tabnews
  - ❌ phrases - like content with proper attribution. (node)
  - ❌ notion-markdown - based content retrieval, searching, and processing capabilities. (node)
  - ❌ shopify - commerce management tasks like inventory tracking, customer segmentation, order processing, and promotional campaign creation without switching interfaces. (node)
  - ❌ time-service
  - ✅ @pylogmonmcp/time
  - ✅ uuid-mcp - based UUID v7 identifiers that are chronologically sortable and collision-resistant, following RFC standards for reliable unique identifier creation. (1 tools) (node)
  - ❌ sequential-thinking
  - ❌ systemprompt-agent-server
  - ❌ hedera-testnet-mirror-node - Sent Events and robust Zod-based validation. (node)
  - ❌ ai-humanizer
  - ❌ deepseek-reasoner-mcp - making while maintaining data privacy. (node)
  - ❌ vikunja - do list operations and workflow integration. (node)
  - ❌ heroicons-mcp
  - ❌ pega-dx-mcp-server
  - ❌ macrostrat
  - ❌ markitdown-(npx-wrapper)
  - ❌ unsloth - tuning by reducing VRAM usage and training time, supporting 4-bit quantization and extended context length for models like Llama, Mistral, and Phi. (node)
  - ❌ short-video-maker - form video creation by combining text-to-speech, captions, background videos, and music for platforms like TikTok, Instagram Reels, and YouTube Shorts. (node)
  - ❌ test-runner - language testing and analysis. (node)
  - ❌ cloudflare-radar
  - ❌ kanban - session workflows, structured as kanban boards with columns and tasks that maintain state between AI agent interactions. (node)
  - ❌ pokemon
  - ❌ latex-mathml - node, enabling seamless mathematical notation translation for scientific and technical documentation. (node)
  - ❌ workato
  - ❌ atlas
  - ❌ project-handoffs - stage processes. (node)
  - ❌ sns-dao
  - ❌ digikey-mcp-server
  - ✅ @mcp-get-community/server-llm-txt - to-date API documentation efficiently. (3 tools) (node)
  - ❌ tasks-organizer
  - ✅ @0xbeedao/mcp-taskwarrior
  - ✅ @abhiz123/todoist-mcp-server
  - ✅ @cyanheads/toolkit-mcp-server
  - ✅ @ibraheem4/eventbrite-mcp
  - ✅ @k-jarzyna/mcp-miro
  - ✅ @kazuph/mcp-screenshot
  - ✅ @kydycode/todoist-mcp-server-ext - add functionality with support for subtasks, priorities, due dates, and bulk operations. (30 tools) (node)
  - ✅ @serendipityai/markdown2pdf-mcp - per-use document conversion. (1 tools) (node)
  - ✅ advocu-mcp-server
  - ✅ cursor-rules-mcp - based slugs and formatting rule files with metadata (3 tools) (node)
  - ✅ deepseek-thinker-mcp - of-thought reasoning and complex problem-solving for applications requiring advanced cognitive capabilities. (1 tools) (node)
  - ✅ heybeauty-mcp - on technology and clothing visualization, enabling users to see how selected items would look on them through image processing and metadata-rich clothing resources. (2 tools) (node)
  - ✅ imagesorcery-mcp
  - ✅ linear-mcp-server
  - ✅ mcp-chain-of-draft-server - solving quality through systematic refinement. (1 tools) (node)
  - ✅ mcp-guide
  - ✅ mcp-rand
  - ✅ mcp-server-calculator
  - ✅ mcp-think-tool - solving tasks, enabling models to maintain timestamped thought logs that can be reviewed, cleared, and analyzed for improved performance in tasks requiring long chains of reasoning. (4 tools) (python)
  - ✅ mcp-timeserver
  - ✅ mcp-wait-timer - dependent operations like web page rendering, background processes, or API calls have sufficient time to complete before proceeding to subsequent steps. (1 tools) (node)
  - ✅ owl-mcp - based representations in OWL functional syntax (19 tools) (python)
  - ✅ strapi-mcp - based resource patterns. (19 tools) (node)
  - ✅ think_mcp - step problem solving without obtaining new information. (1 tools) (python)
  - ✅ time-mcp-local - based functionalities. (2 tools) (python)
  - ❌ @rawveg/ollama-mcp - compatible applications, enabling on-premise AI processing and custom model deployment while maintaining data control. (node)
  - ❌ @sanity/mcp-server
  - ❌ advanced-reasoning-with-deepseek - r1 model to provide structured reasoning capabilities through specialized tools for analytical thinking, reflection with quality scoring, and sequential problem-solving with branching thoughts. (node)
  - ❌ agentcraft_mcp - configured agents for tasks like marketing, code review, scheduling, and regulatory compliance, using data-driven YAML configuration to enable dynamic agent creation across domains like finance, product development, and customer support. (python)
  - ❌ allvoicelab-mcp - to-speech conversion, voice cloning, speech transformation, subtitle extraction, and multilingual video dubbing. (python)
  - ❌ amazon-bedrock-nova - generated images and videos, enabling streamlined media production for developers and content creators. (python)
  - ❌ amazon-nova-reel-mcp-server
  - ❌ any-openapi - compliant service using dynamic tool generation and vector-based semantic search for efficient API operation discovery and interaction. (python)
  - ❌ ask-human-mcp - based workflow that prevents hallucinations by providing direct human-in-the-loop responses for critical decisions like database passwords, API endpoints, or architectural choices. (python)
  - ❌ audio-transcriber - to-text transcription capabilities using OpenAI's Whisper API with configurable language settings and optional file saving (node)
  - ❌ bilibili - sharing platform to enable keyword-based searching for videos, users, and content through the bilibili-api-python library. (python)
  - ❌ birdnet-pi - Pi's bird detection capabilities with a JSON-RPC interface, enabling retrieval and analysis of acoustic monitoring data for ornithological research and conservation efforts. (python)
  - ❌ chatgpt-(openai-gpt-4o) - 4o model to provide text analysis, summarization, and generation capabilities through a simple API for scenarios requiring complex processing beyond primary capabilities. (python)
  - ❌ chatterbox-tts - quality Chatterbox TTS neural models or macOS's built-in 'say' command with configurable expressiveness controls, automatic audio file management, and specialized prompts for daily haikus and code roasts. (python)
  - ❌ claude-lmstudio-bridge
  - ❌ climatetriage
  - ❌ consciousness-bridge - time bridge architecture that captures identity patterns, behavioral traits, and emotional essence to maintain continuity across different conversation sessions. (node)
  - ❌ daisys-mcp - to-speech API, enabling high-quality voice audio generation with control over characteristics like gender, pace, pitch, and expression. (python)
  - ❌ deepseek-reasoner - solving through a tool that processes queries and formats reasoning output within <ant_thinking> tags. (python)
  - ❌ deepsrt - language video summaries in narrative or bullet-point formats, leveraging content caching and CDN edge delivery for efficient retrieval. (node)
  - ❌ deltatask - hosted task management system with intelligent prioritization, task decomposition, and a full API for creating, updating, and querying tasks in a SQLite-backed database. (python)
  - ❌ dify-workflows - driven workflow execution and management for automated task processing and decision making across domains. (go)
  - ❌ ebird-mcp-server - time bird observation data, including recent sightings, notable observations, hotspots, and taxonomy information by region or geographic coordinates. (node)
  - ❌ educhain-mcp-integration-server - compatible Flask server that integrates with the educhain Python library to dynamically generate educational content for Claude Desktop, including multiple-choice questions, lesson plans, and flashcards. (python)
  - ❌ elevenlabs - to-speech capabilities for generating high-quality audio from text using multiple voices and customizable speech parameters. (python)
  - ❌ elevenlabs-mcp - quality text-to-speech, voice cloning, and conversational capabilities with customizable voice profiles and audio processing features. (python)
  - ❌ exia-voiceroid - to-speech system to generate structured explanation scenarios for automated narration content. (node)
  - ❌ inked-(writing-assistant) - form content through conversation-based drafting and revision workflows, enabling efficient development of novels, reports, and other extensive documents. (node)
  - ❌ java-conferences - hosted markdown files, enabling filtering by year to discover upcoming events, track CFP deadlines, and find conferences in specific locations. (java)
  - ❌ local-speech-to-text - to-text transcription using whisper.cpp with automatic audio format conversion, intelligent chunking for long files, speaker diarization, and multiple output formats for private transcription workflows without cloud dependencies. (node)
  - ❌ mcp-openapi-schema-explorer - efficient access to OpenAPI and Swagger specifications through URI-based references, allowing exploration of API structures without loading entire specs into context windows. (node)
  - ❌ mcp-server-supos - based workflows. (node)
  - ❌ mercadinho-mercantes-multi-agent-ai-assistant
  - ❌ meta-prompting - agent systems where the model alternates between a Conductor role that breaks down complex problems into subtasks and specialized Expert roles that execute each subtask, enabling structured multi-perspective reasoning and self-critique for robust problem-solving workflows. (python)
  - ❌ metamask-blockchain-toolkit
  - ❌ nexusmind - stage Graph-of-Thoughts approach, maintaining a multi-layer graph structure with confidence vectors that quantify certainty across multiple dimensions. (python)
  - ❌ nsaf-(neuro-symbolic-autonomy-framework) - constructing meta-agents that adapt to different problem domains using TensorFlow-powered evolutionary algorithms. (python)
  - ❌ ntlk-mcp-002 - finding tool for word games, efficiently filtering and returning the longest valid word from a local corpus based on given letter constraints. (python)
  - ❌ odoo-mcp-improved - RPC to enable business process automation across sales, purchasing, inventory, and accounting modules with tools for creating orders, managing invoices, and generating financial reports. (python)
  - ❌ openai-chat-completions
  - ❌ popui - directional Electron bridge, allowing real-time manipulation of shared visual components for collaborative experiences like control panels, games, and visualization tools. (node)
  - ❌ prem-ai - based prompting for knowledge retrieval and contextual responses. (node)
  - ❌ resemble - to-speech API, enabling dynamic voice generation for multimedia content through flexible server transport methods and voice model selection. (python)
  - ❌ sandbox-fusion
  - ❌ script-generator - agent workflow with OpenAI's GPT-4o and Tavily's research capabilities, enabling efficient content creation across various topics. (python)
  - ❌ soundcloud-downloader
  - ❌ speech-mcp - whisper and PyAudio for speech recognition and synthesis, enabling natural language voice interfaces for AI models. (python)
  - ❌ speech-mcp-server - to-speech capabilities using the Kokoro TTS model, enabling natural-sounding voice output with customizable playback speed and voice selection through robust error handling and temporary file management. (node)
  - ❌ spiral-writer - powered interface for generating text, processing file content, and extracting article data from URLs with asynchronous operations and robust error handling for content generation workflows. (python)
  - ❌ tinder - based interface to Tinder's dating app API, handling authentication, rate limiting, and core functionality like profiles, recommendations, matching, and messaging (node)
  - ❌ tripo-mcp - to-3D model creation and manipulation through Blender addon integration for seamless 3D content creation workflows. (python)
  - ❌ typecast-ai - to-speech service, enabling high-quality voice synthesis with customizable emotional expression, volume, and playback speed for content creation and interactive voice applications. (python)
  - ❌ unicode-steganography-puzzles - based generation with configurable difficulty levels and persistent storage of puzzle metadata. (node)
  - ❌ video-editor-(ffmpeg)
  - ❌ voicevox - sounding Japanese voice audio from text through integration with the VOICEVOX engine, supporting configurable parameters like speaker ID and speech speed. (node)
  - ❌ websocket-enhancer - time data updates and efficient asynchronous operations for applications requiring both traditional interactions and data streaming capabilities. (python)
  - ❌ whimsical
  - ❌ ynu - based configuration, and support for both stdio and SSE transport protocols. (python)
  - ❌ youtube-music - activated song selection and mood-based playlists without direct user interaction. (node)
  - ❌ zoho-creator
- - ✅ time-mcp-local - based functionalities. (2 tools) (python)
  - ❌ google-forms
  - ❌ kintone
  - ❌ openapi - party REST APIs with authentication, validation, and error handling capabilities. (python)
  - ❌ promptlab - based system. (python)
  - ❌ powerpoint-presentations
  - ❌ daisys-mcp - to-speech API, enabling high-quality voice audio generation with control over characteristics like gender, pace, pitch, and expression. (python)
  - ❌ sherlock-mcp
  - ❌ thoughtful-claude-(deepseek-r1) - solving, analysis, and decision-making capabilities. (python)
  - ❌ awslabs.aws-documentation-mcp-server
  - ❌ ynu - based configuration, and support for both stdio and SSE transport protocols. (python)
  - ❌ mermaid-diagram-generator
  - ❌ personal-health-tracker - focused local analysis and trend insights. (python)
  - ✅ grok-mcp
  - ❌ human-mcp - in-the-loop server that routes AI assistant requests to a human operator through a Streamlit UI, enabling creative and unpredictable responses while maintaining the illusion of automated interactions. (python)
  - ❌ json-schema-manager - based JSON documents (python)
  - ❌ deltatask - hosted task management system with intelligent prioritization, task decomposition, and a full API for creating, updating, and querying tasks in a SQLite-backed database. (python)
  - ❌ interactive-feedback - platform desktop feedback window that displays custom messages and collects user text input, enabling human-in-the-loop interactions during AI workflows. (python)
  - ❌ video-editor-mcp - powered video editing and content searching through natural language queries and automated clip generation. (python)
  - ❌ video-&-audio-editor
  - ❌ brewfather
  - ❌ mcp-llms-txt - llms-txt to enhance conversations by incorporating relevant documentation snippets for improved technical support, code explanations, and educational dialogues. (python)
  - ❌ openapi-link
  - ❌ pdf-to-markdown-converter
  - ✅ @pinkpixel/notification-mcp - specific chimes when tasks complete, supporting five built-in sounds and custom audio files for non-intrusive progress alerts. (1 tools) (node)
  - ❌ turkish-legal-databases
  - ❌ samtools
  - ❌ spotify-mcp
  - ❌ chain-of-thought - by-step thinking process within <think> tags before receiving final answers. (python)
  - ❌ dicom
  - ❌ nsaf-(neuro-symbolic-autonomy-framework) - constructing meta-agents that adapt to different problem domains using TensorFlow-powered evolutionary algorithms. (python)
  - ❌ langchain-mcp - powered applications. (python)
  - ❌ mcp-pandoc
  - ❌ bci-mcp-(brain-computer-interface) - time signal processing, providing brain activity data for more intuitive human-AI interactions. (python)
  - ❌ kroger-mcp
  - ✅ mcp-server-novacv
  - ❌ tts-mcp - quality voice generation from text using OpenAI's TTS API with customizable voices, formats, and speech parameters for seamless audio playback during conversations. (node)
  - ❌ voice-recorder-(whisper) - to-text functionality. (python)
  - ❌ whissle - to-text transcription with timestamps and speaker diarization, machine translation between languages, and text summarization using LLM models. (python)
  - ❌ safetyculture
  - ❌ mindm
  - ✅ linear-mcp-server
  - ❌ email-validator - based addresses to reduce bounces and prevent fake signups. (python)
  - ❌ rabbitmq - driven architectures. (python)
  - ❌ locust
  - ❌ edge-text-to-speech - to-Speech service for converting text into natural-sounding speech across multiple languages with customizable parameters, returning audio in MP3 format. (python)
  - ❌ make-mcp
  - ✅ @thomaswawra/server-spotify
  - ✅ @kunihiros/patsnap-mcp
  - ❌ ollama
  - ✅ @nutrient-sdk/dws-mcp-server
  - ❌ odoo-mcp-improved - RPC to enable business process automation across sales, purchasing, inventory, and accounting modules with tools for creating orders, managing invoices, and generating financial reports. (python)
  - ❌ esignatures
  - ❌ elfproxy-dynamic-ip - specific proxy IPs, enabling IP rotation, geo-targeting, and bypassing regional restrictions. (java)
  - ✅ mcp-server-giphy
  - ❌ fl-studio
  - ❌ nexonco-(civic-precision-oncology)
  - ✅ strateegia-mcp-server
  - ❌ hangul-word-processor
  - ❌ biodiversity
  - ❌ four-in-a-row - in-a-Row (Connect Four) game with RESTful API endpoints for creating games, making moves, checking win conditions, and managing game state with support for custom board dimensions and persistent storage. (java)
  - ❌ qq-music
  - ❌ second-opinion - platform response comparison for improved decision making and research validation. (python)
  - ✅ ai-expert-workflow-mcp
  - ❌ kaltura
  - ❌ tmf620-product-catalog-management - commerce or telecom service providers. (python)
  - ❌ ask-human-mcp - based workflow that prevents hallucinations by providing direct human-in-the-loop responses for critical decisions like database passwords, API endpoints, or architectural choices. (python)
  - ✅ mcp-server-ens
  - ❌ multi-llm-cross-check - by-side response comparison for fact-checking, gathering diverse perspectives, or evaluating different models' capabilities. (python)
  - ❌ elevenlabs - to-speech capabilities for generating high-quality audio from text using multiple voices and customizable speech parameters. (python)
  - ❌ rocq
  - ✅ deepseek-thinker-mcp - of-thought reasoning and complex problem-solving for applications requiring advanced cognitive capabilities. (1 tools) (node)
  - ❌ spotify
  - ❌ image-processor
  - ❌ image-toolkit - party APIs for generating images from text, modifying existing images, and removing backgrounds with automatic FreeImage.host uploading. (python)
  - ❌ nefino
  - ❌ fashion-recommendation-system
  - ❌ mcp-ankiconnect
  - ✅ @pinkpixel/taskflow-mcp
  - ✅ todoist-mcp-server
  - ❌ time-mcp-local - based functionalities. (python)
  - ❌ things-app
  - ✅ @kajirita2002/esa-mcp-server
  - ❌ linkedin-job-assistant
  - ❌ powerpoint
  - ✅ heybeauty-mcp - on technology and clothing visualization, enabling users to see how selected items would look on them through image processing and metadata-rich clothing resources. (2 tools) (node)
  - ❌ videocapture
  - ❌ cort-mcp - of-Recursive-Thoughts methodology that enhances reasoning by making models argue with themselves across multiple rounds, using multi-LLM inference for deeper problem-solving. (python)
  - ❌ time
  - ❌ ffmpeg
  - ❌ malaysia-prayer-time
  - ❌ mcp-server-replicate
  - ❌ sandbox-fusion
  - ❌ school-tools-(canvas-&-gradescope)
  - ❌ mochi-flashcards
  - ❌ selector-ai
  - ❌ systems-modeling
  - ✅ @ibraheem4/eventbrite-mcp
  - ❌ sudoku-solver
  - ❌ music-analysis
  - ❌ pymol - compatible Python code. (python)
  - ❌ rfk-jr-gateway
  - ❌ bos-(basic-orchestration-system) - based approach that simplifies module loading and registration. (python)
  - ❌ replicate
  - ❌ deepseek
  - ✅ meme-mcp
  - ❌ coding-todo - assisted prioritization for software development workflows. (python)
  - ❌ allure-test-reports
  - ❌ hashnode
  - ❌ internet-speed-test
  - ❌ chain-of-draft - optimized problem-solving across various domains, offering tools for both CoD and Chain of Thought methods with adaptive complexity estimation and format enforcement. (python)
  - ❌ hippycampus-(openapi-tools)
  - ✅ coda-mcp
  - ✅ @mtane0412/perspective-mcp-server
  - ✅ dubco-mcp-server
  - ❌ dify-tools-bridge - compatible assistants, enabling organizations to extend their existing Dify tool configurations without duplication. (python)
  - ❌ pet-adoption-scheduler
  - ❌ mcp-toolhouse - assisted tasks. (python)
  - ❌ think_mcp - step problem solving without obtaining new information. (python)
  - ❌ just-prompt-(multi-llm-provider)
  - ❌ spotify
  - ❌ gemini - based RESTful server that securely manages API keys via environment variables. (python)
  - ❌ audio-player - isolated interface that can play MP3, WAV, and OGG files from a designated folder. (python)
  - ❌ gemini - based RESTful server that securely manages API keys via environment variables. (python)
  - ❌ rocketmq
  - ❌ gemini-collaboration - model pair programming workflows. (python)
  - ❌ mcp-server-calculator
  - ✅ @missionsquad/mcp-helper-tools
  - ❌ notion-markdown
  - ❌ openapi-transformer - to-use tools that enable seamless interaction with REST APIs through automatic endpoint mapping, authentication handling, and response formatting. (go)
  - ❌ a2a-mcp-server - to-Agent protocol with MCP, enabling agent discovery, registration, message sending, and task management through protocol translation between A2A's JSON-RPC messaging and MCP's tool-based interface. (python)
  - ❌ grpc-reflection
  - ❌ needle
  - ✅ @tacticlaunch/mcp-linear
  - ❌ radarr-and-sonarr
  - ❌ websocket-enhancer - time data updates and efficient asynchronous operations for applications requiring both traditional interactions and data streaming capabilities. (python)
  - ❌ markitdown - based workflows for content migration, documentation, and analysis. (python)
  - ❌ stk-(ansys/agi-systems-tool-kit) - based bridge to the simulation software. (python)
  - ❌ sequential-story - solving tools through Sequential Story and Sequential Thinking approaches, enabling narrative-based or Python-implemented thought sequences with branching and visual formatting capabilities for enhanced memory retention. (python)
  - ❌ cgv-cinema
  - ❌ uniprot
  - ❌ say-(text-to-speech) - to-speech capabilities through both native system voices and ElevenLabs integration, enabling vocalization of responses without leaving the conversation interface. (go)
  - ❌ open-deep-research
  - ❌ spring-i/o
  - ❌ medrxiv-research - based searches, advanced filtering, and DOI metadata retrieval. (python)
  - ❌ kicad
  - ❌ fiware-context-broker - LD format. (python)
  - ❌ microsoft-word
  - ❌ taskmate - based task management and flexible operational capabilities. (python)
  - ❌ employee-leave-manager - memory database. (python)
  - ❌ @sanity/mcp-server
  - ✅ @chargebee/mcp
  - ❌ java-conferences - hosted markdown files, enabling filtering by year to discover upcoming events, track CFP deadlines, and find conferences in specific locations. (java)
  - ❌ notion-markdown
  - ❌ openapi-transformer - to-use tools that enable seamless interaction with REST APIs through automatic endpoint mapping, authentication handling, and response formatting. (go)
  - ❌ joomla-articles
  - ❌ random-number-generator
  - ❌ pdf-to-png
  - ❌ siliconflow-voice-transcription
  - ❌ computer-vision-tools
  - ❌ confluence-data-center
  - ❌ dust - solving strategies for advanced interaction and reasoning capabilities. (python)
  - ❌ any-openapi - compliant service using dynamic tool generation and vector-based semantic search for efficient API operation discovery and interaction. (python)
  - ❌ api-tester-(openai)
  - ❌ idgen-(unique-identifier-generator)
  - ❌ koi-agent-personality-network - MCP Integration enables distributed agent networks where AI personalities with distinct traits can discover and utilize each other's specialized capabilities through a coordinated registry system. (python)
  - ❌ cleanuri-url-shortener
  - ❌ @llmindset/mcp-miro
  - ✅ @wenbopan/things-mcp
  - ❌ shopify - commerce analytics and automation without API complexities. (python)
  - ❌ dicom-connectivity - ECHO operations, and configuration management. (python)
  - ❌ mcp-google-docs
  - ❌ shopify - commerce analytics and automation without API complexities. (python)
  - ❌ openapi-swagger-converter
  - ✅ @wenbopan/things-mcp
  - ❌ amazon-bedrock-nova - generated images and videos, enabling streamlined media production for developers and content creators. (python)
  - ❌ canon-camera-control - time feedback on setting changes. (python)
  - ❌ registry
  - ❌ metersphere-api-testing
  - ❌ e-gonghun-(korean-military-service-records)
  - ❌ uuid-generator
  - ❌ outsource
  - ❌ resemble - to-speech API, enabling dynamic voice generation for multimedia content through flexible server transport methods and voice model selection. (python)
  - ❌ south-asia - based server with modular architecture and basic endpoint functionality. (python)
  - ❌ revitmcp
  - ❌ google-forms
  - ❌ chain-of-draft-prompt-tool - step workflows through a chain execution system where outputs from one step become inputs for subsequent steps, enabling progressive refinement for complex tasks like research, code review, and documentation generation. (python)
  - ❌ grpc-bridge - compiled protocol buffer descriptors. (go)
  - ❌ hirebase-mcp
  - ❌ unsplash
  - ❌ raindrop.io
  - ❌ sequential-thinking - by-step reasoning to break down and methodically analyze complex problems. (python)
  - ❌ dify-workflow - enabled endpoints, allowing AI tools to interact with custom functions through a simple setup process that bridges Dify's capabilities with external systems. (python)
  - ❌ todoist
  - ❌ mozisu-character-counter - byte characters like Japanese text and emojis, returning both total and non-whitespace counts (go)
  - ❌ signaturit
  - ❌ mcp-sleep - based coordination and rate limiting. (python)
  - ❌ blender - driven 3D modeling, scene generation, and animation scripting within the Blender environment. (python)
  - ❌ ygg-torrent-mcp
  - ❌ raindrop.io
  - ❌ openscad-3d-model-generator
  - ❌ software-planning - based FastMCP framework deployable via Docker or locally. (python)
  - ❌ sequential-thinking - by-step reasoning to break down and methodically analyze complex problems. (python)
  - ❌ powerpoint-manager
  - ❌ ticketmaster-events
  - ❌ claude-enhancements
  - ❌ flowise - powered conversational interfaces into existing systems. (python)
  - ❌ dify-workflow - enabled endpoints, allowing AI tools to interact with custom functions through a simple setup process that bridges Dify's capabilities with external systems. (python)
  - ❌ readwise-reader
  - ❌ typecast-ai - to-speech service, enabling high-quality voice synthesis with customizable emotional expression, volume, and playback speed for content creation and interactive voice applications. (python)
  - ❌ dan-vega-courses
  - ❌ ietf-rfc-documents
  - ❌ mcp-simple-timeserver
  - ❌ agentrpc
  - ❌ todoist
  - ❌ yolo-computer-vision
  - ✅ tianji-mcp-server
  - ❌ mcp-slicer
  - ❌ plex-media-server
  - ❌ atla
  - ❌ deepseek-reasoner - solving through a tool that processes queries and formats reasoning output within <ant_thinking> tags. (python)
  - ❌ mcp-datetime - aware date and time formatting across various locales. (python)
  - ❌ reaper
  - ❌ ms-word
  - ❌ mcp-think-tool - solving tasks, enabling models to maintain timestamped thought logs that can be reviewed, cleared, and analyzed for improved performance in tasks requiring long chains of reasoning. (python)
  - ✅ @automation-ai-labs/mcp-wait - 300 seconds) with progress reporting in 10% increments for synchronizing processes between tasks. (1 tools) (node)
  - ✅ dart-mcp-server
  - ❌ polygon-mcp
  - ❌ time-converter - related operations using IANA identifiers for accurate global time management across applications. (python)
  - ❌ temporal-workflows
  - ❌ vllm-benchmark
  - ✅ @promptz/mcp - pasting. (4 tools) (node)
  - ❌ chatterbox-tts - quality Chatterbox TTS neural models or macOS's built-in 'say' command with configurable expressiveness controls, automatic audio file management, and specialized prompts for daily haikus and code roasts. (python)
  - ❌ kintone
  - ❌ anki-mcp
  - ❌ @rijk/directus-mcp-server
  - ❌ rosetta-symmetry - crystallographic, crystallographic, and helical symmetries with customizable parameters. (python)
  - ❌ kokoro-tts
  - ❌ claude-todo-emulator - local storage and validation rules that ensure unique IDs and allow only one in-progress task at a time. (python)
  - ❌ mcp-ollama
  - ❌ current-time
  - ❌ claude-api
  - ❌ mcp-summarization-functions
  - ❌ mcp-openapi-proxy
  - ❌ govee
  - ❌ tpc-server - making. (python)
  - ❌ waifu-queue
  - ❌ jmeter - GUI modes, returning detailed results for automated load testing workflows. (python)
  - ❌ screen-capture
  - ✅ promptopia-mcp - message conversation structures. (7 tools) (node)
  - ❌ mistral-ocr
  - ❌ davinci-resolve
  - ❌ ifc-building-information-modeling
  - ❌ speech-mcp-server - to-speech capabilities using the Kokoro TTS model, enabling natural-sounding voice output with customizable playback speed and voice selection through robust error handling and temporary file management. (node)
  - ❌ tripo-mcp - to-3D model creation and manipulation through Blender addon integration for seamless 3D content creation workflows. (python)
  - ❌ trinity - based tools through a Go-based server that enables access to Trinity API capabilities via JSON-RPC interface (go)
  - ❌ ttaat
  - ❌ rqbit-mcp
  - ❌ chatgpt-(openai-gpt-4o) - 4o model to provide text analysis, summarization, and generation capabilities through a simple API for scenarios requiring complex processing beyond primary capabilities. (python)
  - ❌ things-3
  - ❌ neodb
  - ❌ openapi - party REST APIs with authentication, validation, and error handling capabilities. (python)
  - ❌ think - mini model for multi-step analysis of complex problems while maintaining variables throughout extended reasoning chains. (python)
  - ❌ mcp-gsuite
  - ❌ home-assistant
  - ❌ nexusmind - stage Graph-of-Thoughts approach, maintaining a multi-layer graph structure with confidence vectors that quantify certainty across multiple dimensions. (python)
  - ❌ markdown-to-pdf-converter
  - ❌ slidespeak
  - ❌ casual-mcp-server-words
  - ❌ fibery-mcp-server
  - ✅ strapi-mcp - based resource patterns. (19 tools) (node)
  - ❌ rhino-8 - based server that exposes modeling operations for design workflow automation and conversational interfaces. (python)
  - ❌ fal.ai
  - ❌ k6-load-testing - driven k6 load testing with configurable parameters for duration and virtual user count, bridging conversational interfaces with performance testing workflows. (python)
  - ❌ screenshot-capture - platform screenshot capture server enabling visual context retrieval through automatic JPEG compression and flexible stdio/SSE transport modes. (python)
  - ❌ qgis - based architecture that exposes geospatial capabilities like adding layers, executing processing algorithms, and rendering maps. (python)
  - ❌ reddit
  - ❌ encoding - related operations like data compression and format conversion, supporting secure API key management and efficient request handling. (python)
  - ❌ alexa-shopping-list
  - ❌ xingchen-workflow-orchestration
  - ❌ deepseek-r1-reasoning - step reasoning capabilities for complex problem-solving across various domains. (python)
  - ❌ cheerlights
  - ❌ docbase - based API requiring minimal configuration. (go)
  - ❌ slim-utility-suite
  - ❌ opgen-password-generator
  - ❌ spiral-writer - powered interface for generating text, processing file content, and extracting article data from URLs with asynchronous operations and robust error handling for content generation workflows. (python)
  - ❌ haiguitang-mcp
  - ✅ todoist-mcp
  - ❌ agenda-app - taking app on macOS to enable creating notes, managing projects, and opening existing notes using x-callback-urls. (python)
  - ❌ openai-mcp - performance bridge between OpenAI and Anthropic models with prompt templating, response streaming, and efficient caching for applications requiring customizable LLM access. (python)
  - ❌ tuya-mcp-server
  - ❌ owl-mcp - based representations in OWL functional syntax (python)
  - ❌ expose-(json-rpc-proxy) - compatible services through JSON-RPC, forwarding requests to configured backend URLs while maintaining proper error handling and response formatting. (go)
  - ❌ molecule-visualization-(chimerax,-pymol)
  - ❌ user-prompt
  - ❌ goose-extensions
  - ✅ webflow-mcp-server
  - ❌ traits-matcher - driven personality dimensions like friendliness and dominance. (python)
  - ❌ eclass-(uoa)
  - ❌ tidal-music
  - ❌ legifrance
  - ❌ iflytek-workflow - step business processes through 14 types of workflow nodes for sequential, parallel, and iterative task execution (python)
  - ❌ bilibili - sharing platform to enable keyword-based searching for videos, users, and content through the bilibili-api-python library. (python)
  - ❌ audio-interface
  - ❌ screenshot - only communication. (python)
  - ❌ fastmcp-todo - time task management, distribution, and updates for collaborative workflows and automation. (python)
  - ✅ mcp-server-flomo
  - ❌ confluence - text search and version control capabilities. (go)
  - ❌ allvoicelab-mcp - to-speech conversion, voice cloning, speech transformation, subtitle extraction, and multilingual video dubbing. (python)
  - ❌ midi-output
  - ✅ @cyanheads/toolkit-mcp-server
  - ✅ @abhiz123/todoist-mcp-server
  - ❌ sonos
  - ❌ mcp-server-time
  - ❌ mcp-server
  - ❌ jadx-android-decompiler - assisted analysis of Android apps. (java)
  - ❌ imagesorcery-mcp
  - ❌ harvest
  - ❌ swagger
  - ❌ mcp-server-supos - based workflows. (node)
  - ❌ sound-effects
  - ❌ root-signals-evaluators
  - ❌ mcp-timeserver
  - ❌ claude-lmstudio-bridge
  - ❌ shaka-packager - line interaction. (python)
  - ❌ soundcloud-downloader
  - ❌ openai
  - ❌ ntlk-mcp-002 - finding tool for word games, efficiently filtering and returning the longest valid word from a local corpus based on given letter constraints. (python)
  - ❌ mcpizza-(domino's-pizza)
  - ❌ speech-mcp - whisper and PyAudio for speech recognition and synthesis, enabling natural language voice interfaces for AI models. (python)
  - ❌ mcp-server-perplexity
  - ❌ minizinc-complex-logic-solver
  - ❌ slate - powered workflows for tracking applications, managing roles, and coordinating production processes through a flexible microservices architecture. (java)
  - ❌ elevenlabs-mcp - quality text-to-speech, voice cloning, and conversational capabilities with customizable voice profiles and audio processing features. (python)
  - ❌ @tfedorko/licensespring-mcp-server - SHA256 authentication. (node)
  - ❌ revit-mcp
  - ❌ minimax-mcp - quality text-to-speech, voice cloning, and video generation capabilities through MiniMax's API with robust error handling and file management features. (python)
  - ❌ story-protocol - based intellectual property management, including minting, registering, and licensing IP assets. (python)
  - ❌ @testomatio/mcp
  - ❌ hr-policy-chatbot - based chatbot that indexes, retrieves, and generates answers from PDF documentation with email sending capabilities. (python)
  - ❌ remote-bridge
  - ❌ user-feedback - in-the-loop workflow in tools like Cline and Cursor. (python)
  - ✅ @unctad-ai/eregulations-mcp-server
  - ❌ server-wp-mcp
  - ✅ @keegancsmith/linear-issues-mcp-server - only access to issue details and comments without switching contexts. (2 tools) (node)
  - ❌ genesis-world - based simulations and virtual world creation for analyzing emergent behaviors directly within conversations. (python)
  - ❌ jexchange-mcp-server
  - ❌ mcp-applemusic
  - ❌ dolphinscheduler
  - ❌ suzieq-mcp
  - ❌ canvas-learning-management-system
  - ✅ @baruchiro/paperless-mcp - NGX document management systems for organizing, searching, and managing document collections through natural language commands. (23 tools) (node)
  - ❌ toast-notifications - platform desktop notifications for important events or task completions using native Windows and macOS APIs. (python)
  - ❌ zoho-creator
  - ❌ tasks
  - ❌ congress.gov
  - ✅ @delorenj/mcp-server-ticketmaster
  - ❌ creator - in best practices and configuration management. (python)
  - ❌ mcp-server-mas-sequential-thinking - disciplinary analysis with greater depth than single-agent approaches. (python)
  - ❌ todoist-taskmaster
  - ❌ birdnet-pi - Pi's bird detection capabilities with a JSON-RPC interface, enabling retrieval and analysis of acoustic monitoring data for ornithological research and conservation efforts. (python)
  - ❌ giphy
  - ❌ book-fetch-(library-genesis) - depth analysis and research. (python)
  - ❌ intelliglow-smart-lighting
  - ✅ productboard-mcp
  - ❌ yango-tech-b2b-api
  - ❌ things3 - callback-url, with specialized functionality for Agenda synchronization. (python)
  - ❌ mcp-server-memos - taking application to automate note management, organization, and retrieval tasks. (python)
  - ❌ mcp-serverman
  - ❌ name-origin-predictor
  - ❌ mathematica-docs
  - ✅ holaspirit-mcp-server
  - ❌ crewai-enterprise
  - ✅ mercadolibre-mcp - commerce platform to simplify product and seller data retrieval, enabling functions like price monitoring, inventory management, and market analysis. (3 tools) (node)
  - ✅ pickapicon-mcp
  - ✅ mcp-ipfs
Support & Service Management
- How to Submit
  - ✅ mcp-server-monday - items for project management and team collaboration workflows. (21 tools) (python)
  - ✅ @cristip73/mcp-server-asana
  - ✅ devrev-mcp - driven decision making. (16 tools) (python)
  - ✅ hh-jira-mcp-server
  - ❌ opslevel
  - ❌ teamretro-mcp-server
  - ❌ zendesk-support
  - ❌ servicenow-itsm
  - ❌ pagerduty_mcp_server
  - ✅ mcp-server-linearapp
  - ❌ freshservice-mcp - driven interactions. (python)
  - ✅ @shortcut/mcp
  - ✅ @makeplane/plane-mcp-server
  - ❌ testrail-mcp
  - ❌ servicenow
  - ❌ shortcut
  - ❌ pearl - only for quick responses, AI-expert for screened human support, and direct expert consultation. (python)
  - ✅ jira-mcp
  - ❌ devrev
  - ✅ clickup-mcp-server - based tools and URI template resources. (42 tools) (node)
  - ❌ atlassian-sprint - premise deployments. (python)
  - ❌ smart-customer-support - commerce customer support by handling product inquiries, order status requests, and seamlessly transitioning to human agents when needed (python)
  - ✅ mcp-linear
  - ✅ @parassolanki/jira-mcp-server
  - ❌ mcp-atlassian
  - ❌ zendesk
  - ❌ jira
  - ❌ connectwise-manage-api
  - ❌ jenkins
  - ❌ freshdesk-mcp - driven interactions. (python)
  - ❌ taiga
  - ❌ linear
  - ❌ mcp-feishu-proj - based transport. (python)
  - ❌ @squadai/tools
  - ❌ targetprocess
  - ❌ redmine
  - ❌ @zereight/mcp-confluence
  - ❌ jira-insights
  - ❌ linear-issue-tracker
  - ❌ @cosmix/jira-mcp
  - ❌ plane
  - ❌ feishu-defect-tracker
  - ❌ goodday-mcp - aware applications (python)
  - ❌ atlassian-(jira-&-confluence) - switching. (node)
  - ❌ backlog
  - ❌ clockify
  - ❌ itsm-integration
  - ❌ zerocracy - assisted insights. (node)
  - ❌ teamtailor
  - ❌ intercom-support-tickets
  - ❌ backlog-mcp-server
  - ❌ wework-mcp-server
  - ❌ mcp-cisco-support - ready TypeScript MCP (Model Context Protocol) server for Cisco Support APIs with comprehensive security and dual transport support. This extensible server provides access to multiple Cisco Support APIs including Bug Search, Case Management, and End-of-Life information. (node)
  - ✅ @makingchatbots/genesys-cloud-mcp-server
  - ✅ @mcp-devtools/jira
  - ❌ clickup
  - ❌ feishu-project-mcp - based tools for development teams. (node)
  - ❌ personal-jira-mcp
  - ❌ qase - based integration with the Qase test management platform, enabling interaction with test-related entities like projects, cases, runs, results, plans, suites, and shared steps through strong typing and Zod-validated API calls. (node)
  - ❌ rootly-mcp-server - time production incident resolution directly within code editors, focusing on core endpoints with optimized pagination to prevent context overflow. (python)
- - ❌ feishu-project-mcp - based tools for development teams. (node)
  - ❌ zendesk
  - ❌ servicenow-itsm
  - ❌ pagerduty_mcp_server
  - ✅ mcp-server-linearapp
  - ❌ devrev-mcp - driven decision making. (python)
  - ❌ freshservice-mcp - driven interactions. (python)
  - ✅ @shortcut/mcp
  - ❌ teamretro-mcp-server
  - ✅ @cristip73/mcp-server-asana
  - ✅ @makeplane/plane-mcp-server
  - ❌ testrail-mcp
  - ❌ servicenow
  - ❌ shortcut
  - ❌ pearl - only for quick responses, AI-expert for screened human support, and direct expert consultation. (python)
  - ✅ jira-mcp
  - ✅ advocu-mcp-server
  - ❌ devrev
  - ✅ clickup-mcp-server - based tools and URI template resources. (42 tools) (node)
  - ❌ atlassian-sprint - premise deployments. (python)
  - ❌ smart-customer-support - commerce customer support by handling product inquiries, order status requests, and seamlessly transitioning to human agents when needed (python)
  - ✅ mcp-linear
  - ✅ @parassolanki/jira-mcp-server
  - ❌ hh-jira-mcp-server
  - ❌ mcp-atlassian
  - ❌ rootly-mcp-server - time production incident resolution directly within code editors, focusing on core endpoints with optimized pagination to prevent context overflow. (python)
  - ❌ jira
  - ❌ connectwise-manage-api
  - ❌ jenkins
  - ❌ freshdesk-mcp - driven interactions. (python)
  - ❌ personal-jira-mcp
  - ✅ @makingchatbots/genesys-cloud-mcp-server
  - ❌ taiga
  - ✅ @mcp-devtools/jira
  - ❌ linear
Travel & Transportation
- How to Submit
  - ✅ train_12306
  - ✅ caltrain-mcp - time Caltrain commuter rail information including schedules, station details, and trip planning for the San Francisco Bay Area (2 tools) (python)
  - ❌ mcp-server-12306 - performance train ticket query backend based on the Model Context Protocol (MCP). It supports official 12306 services such as remaining ticket inquiries, station information, stopover details, and transfer queries, as well as intelligent time tools. It is adaptable to scenarios such as AI, automation, and intelligent assistants. With a user-friendly interface, it is easy to integrate and ready to use out of the box. (python)
  - ✅ lumbretravel-mcp
  - ❌ google-flights - flights API to enable advanced flight search and travel planning capabilities, providing tools for searching one-way and round-trip flights, retrieving airport information, and generating travel recommendations. (python)
  - ❌ hong-kong-bus - time Hong Kong bus information through KMB API integration, enabling users to find routes, locate stops, and check arrival times through conversational queries. (python)
  - ✅ @mfukushim/map-traveler-mcp - world routes with customizable avatars, discover nearby facilities, and share journeys on Bluesky. (8 tools) (node)
  - ❌ vilnius-transport - time transit information, enabling accurate responses about local transportation. (python)
  - ❌ transport-nsw - time public transportation data, including nearby stops, service alerts, and disruptions across trains, buses, and ferries throughout New South Wales. (python)
  - ❌ flights-mcp
  - ❌ sncf-train-journey-planner - finding and fallback mechanisms. (python)
  - ❌ find-flights-(duffel) - related applications. (python)
  - ✅ @gongrzhe/server-travelplanner-mcp - driven travel planning, itinerary optimization, and location-based services for automated trip management. (5 tools) (node)
  - ❌ tripadvisor-vacation-planner - making about accommodations and activities through location searches, nearby discovery, and interactive itinerary creation. (python)
  - ❌ hkopenai.hk_transportation_mcp_server
  - ❌ bart-(san-francisco-transit) - time train departure information in San Francisco. (node)
  - ❌ ads-b-exchange - time aircraft tracking data through the ADS-B Exchange API with tools for geographic aircraft search, individual aircraft lookup, military aircraft filtering, and aircraft type enumeration for aviation monitoring and flight analysis applications. (node)
  - ❌ restaurant-booking-(google-maps)
  - ❌ zaragoza-tram - time tram arrival estimations and station listings for Zaragoza's public transportation system through the DNDzgz API. (node)
  - ❌ jr-east-train-delay - time train delay information for JR East lines by scraping the official website and extracting structured status data for travelers and commuters. (node)
  - ❌ emergency-medicare-planner - by-step clinical reasoning and accurate facility matching based on patient data. (node)
  - ❌ berlin-transport - time departures, and planning optimal routes between locations. (node)
  - ✅ 12306-mcp - time availability and pricing data. (8 tools) (node)
  - ❌ korea-tourism-api
  - ❌ flightradar24 - time flight tracking capabilities. (node)
  - ❌ globalping
  - ❌ china-railway-(12306)
  - ❌ airbnb
  - ❌ ns-travel-information - time Dutch Railways data for trip planning. (node)
  - ❌ amadeus - city trip planning with built-in caching for rate limit handling (node)
  - ❌ deutsche-bahn-timetable - time railway information, planned schedules, recent changes, and station searches across Germany's rail network. (node)
  - ❌ jinko-travel
  - ✅ @openbnb/mcp-server-airbnb
  - ❌ kakao-navigation
  - ✅ @variflight-ai/variflight-mcp - time flight information, schedules, aircraft tracking, airport weather forecasts, and comfort metrics for travel planning and aviation monitoring applications. (8 tools) (node)
  - ❌ georgia-511 - time traffic data, including information on cameras, signs, events, and road conditions for various applications and analyses. (python)
  - ❌ singapore-lta - time transportation information for urban mobility applications and analysis. (node)
  - ❌ tfnsw-realtime-alerts - to-date public transport disruptions and alerts across the NSW network. (node)
  - ❌ tripadvisor
- - ✅ 12306-mcp
  - ✅ lumbretravel-mcp
  - ❌ tripadvisor
  - ❌ google-flights - flights API to enable advanced flight search and travel planning capabilities, providing tools for searching one-way and round-trip flights, retrieving airport information, and generating travel recommendations. (python)
  - ❌ hong-kong-bus - time Hong Kong bus information through KMB API integration, enabling users to find routes, locate stops, and check arrival times through conversational queries. (python)
  - ✅ @mfukushim/map-traveler-mcp - world routes with customizable avatars, discover nearby facilities, and share journeys on Bluesky. (8 tools) (node)
  - ❌ vilnius-transport - time transit information, enabling accurate responses about local transportation. (python)
  - ❌ caltrain-mcp - time Caltrain commuter rail information including schedules, station details, and trip planning for the San Francisco Bay Area (python)
  - ❌ transport-nsw - time public transportation data, including nearby stops, service alerts, and disruptions across trains, buses, and ferries throughout New South Wales. (python)
  - ❌ flights-mcp
  - ❌ georgia-511 - time traffic data, including information on cameras, signs, events, and road conditions for various applications and analyses. (python)
  - ❌ sncf-train-journey-planner - finding and fallback mechanisms. (python)
  - ❌ find-flights-(duffel) - related applications. (python)
  - ✅ @gongrzhe/server-travelplanner-mcp - driven travel planning, itinerary optimization, and location-based services for automated trip management. (5 tools) (node)
  - ❌ tripadvisor-vacation-planner - making about accommodations and activities through location searches, nearby discovery, and interactive itinerary creation. (python)
  - ✅ @variflight-ai/variflight-mcp - time flight information, schedules, aircraft tracking, airport weather forecasts, and comfort metrics for travel planning and aviation monitoring applications. (8 tools) (node)
  - ❌ hkopenai.hk_transportation_mcp_server
Version Control
- How to Submit
  - ✅ mcp-server-git
  - ✅ git-mcp
  - ❌ github-pr-&-issue-analyzer
  - ❌ git-pr-description-generator
  - ❌ conduit-(phabricator)
  - ✅ mcp-git-commit-aider
  - ❌ aider
  - ❌ mcp-github-projects
  - ❌ github-issues
  - ✅ gitee-mcp-server - based authentication system. (20 tools) (node)
  - ❌ git-pr
  - ❌ github-agentic-chat
  - ❌ github-graphql-api
  - ✅ @modelcontextprotocol/server-github
  - ❌ gerrit-code-review
  - ❌ pygithub
  - ✅ mcp-server-diff-python
  - ❌ github-(via-oauth)
  - ❌ github-repos-manager-mcp
  - ✅ @nexus2520/bitbucket-mcp-server
  - ❌ gitlab-code-review
  - ❌ git-summary - readable markdown summaries highlighting key changes and business impact. (go)
  - ❌ flux-gitops
  - ❌ github-repository-explorer
  - ❌ github-repository-inspector
  - ❌ github-explorer
  - ✅ @missionsquad/mcp-github
  - ❌ gitee
  - ❌ bitbucket
  - ❌ github-pr-reviewer-(notion)
  - ❌ gitlab-mr-confluence-linker
  - ❌ git-ingest
  - ❌ local-git
  - ❌ @yoda-digital/mcp-gitlab-server
  - ❌ github-repository
  - ❌ @modelcontextprotocol/server-gitlab
  - ❌ github-pull-request
  - ✅ @sunwood-ai-labs/github-kanban-mcp-server - style project management and issue tracking for streamlined software development workflows. (4 tools) (node)
  - ❌ git-forensics
  - ❌ github-plus
  - ❌ project-hub-(github) - account support for efficient development workflows. (node)
  - ❌ @zereight/mcp-gitlab
  - ❌ github-repository-browser
  - ❌ gitlab-mcp-server
  - ❌ github-pr-diff
  - ❌ github-issue-resolver
  - ❌ @harshmaur/gitlab-mcp
  - ❌ git-repo-browser
  - ❌ github-pr-comments
  - ❌ bitbucket-mcp-server
  - ✅ @kazuph/mcp-github-pera1
  - ❌ git-&-code-analysis
  - ✅ mcp-server-diff-typescript
  - ❌ github
  - ❌ azure-revisor
  - ❌ github-project-manager
  - ❌ github-actions
  - ✅ test-mcp - spice documentation within your IDE, enabling real-time searching and automatic assistance for developers working with git-spice commands and usage examples. (1 tools) (node)
  - ✅ git-commands-mcp
  - ❌ aira-git
  - ✅ mcp-github-issue
  - ❌ github-enterprise - driven repository management, code manipulation, and issue tracking for streamlined development workflows. (node)
  - ❌ github-issue-finder
  - ❌ git
  - ❌ github-mapper
  - ❌ github-pr-helper - specific PR comments, streamlining code review workflows directly from conversations. (node)
  - ❌ @aashari/mcp-server-atlassian-bitbucket - based error handling and pagination support (node)
  - ❌ gitlab-review
  - ❌ github-projects - based workflows, enabling project creation, task management, and sprint planning within the GitHub ecosystem. (node)
  - ❌ github-repository-manager
  - ❌ gitmcp-(github-to-mcp) - to-date documentation and code, ending hallucinations. (node)
  - ❌ git-file-forensics - level forensics capabilities for tracking versions, analyzing diffs, examining commit contexts, and evaluating semantic changes in individual files. (node)
  - ❌ gitlab-kanban - style project management and issue tracking for streamlined software development workflows. (node)
  - ✅ @yoda.digital/gitlab-mcp-server - Sent Events (SSE) transports. (30 tools) (node)
  - ✅ github-repo-mcp
  - ❌ github-chat-mcp - based interface for understanding codebases, exploring architecture, and retrieving contextual information with source references. (python)
  - ❌ gitlab - specific API managers that support both cloud and self-hosted instances (node)
- - ❌ gitlab
  - ❌ github
  - ✅ @modelcontextprotocol/server-gitlab
  - ❌ mcp-github-projects
  - ❌ github-issues
  - ✅ gitee-mcp-server - based authentication system. (20 tools) (node)
  - ❌ github
  - ❌ git-pr
  - ❌ github-agentic-chat
  - ❌ github-graphql-api
  - ✅ @modelcontextprotocol/server-gitlab
  - ❌ mcp-server-diff-python
  - ✅ @modelcontextprotocol/server-github
  - ❌ gerrit-code-review
  - ❌ mcp-server-git
  - ❌ pygithub
  - ❌ github-chat-mcp - based interface for understanding codebases, exploring architecture, and retrieving contextual information with source references. (python)
  - ❌ git-mcp
  - ❌ github-pr-&-issue-analyzer
  - ❌ git-pr-description-generator
  - ❌ gitlab
  - ❌ conduit-(phabricator)
  - ✅ mcp-git-commit-aider
  - ✅ github-repo-mcp
  - ❌ git - based commands and the go-git library for flexible implementation. (go)
  - ✅ @yoda.digital/gitlab-mcp-server - Sent Events (SSE) transports. (30 tools) (node)
  - ❌ github-(via-oauth)
  - ❌ github-repos-manager-mcp
  - ✅ @nexus2520/bitbucket-mcp-server
  - ❌ git - based commands and the go-git library for flexible implementation. (go)
  - ❌ gitlab-code-review
  - ❌ git-summary - readable markdown summaries highlighting key changes and business impact. (go)
  - ❌ flux-gitops
  - ❌ github-repository-explorer
  - ❌ github-repository-inspector
  - ❌ github-explorer
  - ✅ @missionsquad/mcp-github
  - ❌ gitee
  - ❌ bitbucket
  - ❌ github-pr-reviewer-(notion)
  - ❌ gitlab-mr-confluence-linker
  - ❌ git-ingest
  - ❌ local-git
Uncategorized
- How to Submit
  - ❌ whoop
  - ✅ @ivotoby/contentful-management-mcp-server
  - ❌ mcp-server-garmincn
  - ❌ contract-inspector-mcp - chain information, integrates Etherscan and RPC data, and automatically executes view functions to provide comprehensive contract insights. (python)
  - ❌ wegene
  - ✅ taskqueue-mcp
  - ❌ layerzero-oft - chain bridging, consistent address deployment using CREATE2 factories, and seamless token transfers between Arbitrum Sepolia and Base Sepolia testnets. (node)
  - ❌ hypernym-semantic-analysis
  - ❌ umami-analytics - time active user monitoring with period-over-period comparisons and geographic analysis. (go)
  - ❌ image-generator
  - ✅ @bnb-chain/mcp - compatible networks for blockchain operations including block exploration, smart contract interaction, token management, wallet operations, and Greenfield storage functionality. (40 tools) (node)
  - ❌ pbs-api - line tools. (node)
  - ❌ plausible-analytics
  - ❌ agentcare-(fhir-emr) - enabled EMR systems to provide healthcare tools for patient data retrieval, medical research integration, and AI-assisted clinical analysis. (node)
  - ❌ real-estate-data-manager - property matching, market analysis, and area comparisons. (python)
  - ❌ starknet - RPC API to enable querying blockchain state, retrieving transaction data, and executing contract calls for blockchain analytics and smart contract interactions. (node)
  - ❌ alchemy-blockchain-api
  - ❌ webflow
  - ❌ flow-blockchain
  - ❌ alchemy-sdk
  - ❌ mantrachain-mcp
  - ✅ mixpanel-mcp-server
  - ❌ figma-developer-mcp - driven design operations, asset management, and team collaboration within Figma workflows. (node)
  - ✅ @f2c/mcp
  - ❌ web3-blockchain-interface - chain operations such as balance checks and token transfers. (node)
  - ✅ mcp-cook - based meal suggestions. (2 tools) (node)
  - ❌ sui
  - ❌ @mastergo/magic-mcp
  - ❌ ton-access
  - ❌ polygon-blockchain
  - ❌ posthog
  - ❌ @mshaaban0/contentful-delivery-mcp-server - driven applications and dynamic websites. (node)
  - ❌ health-fitness-coach-mcp - powered fitness tracking application that enables AI tools to interact intelligently with user fitness data, providing personalized workout plans, nutrition tracking, and progress analysis through natural language. (node)
  - ❌ near-blockchain
  - ❌ image-analysis-(gpt-4-vision) - 4-turbo's vision capabilities for extracting information, generating descriptions, and answering questions about visual content (node)
  - ❌ fhir-careplan - powered clinical analysis capabilities for healthcare data integration and patient care planning. (python)
  - ❌ @mcpdotdirect/starknet-mcp-server
  - ❌ forward-networks - based similarity matching. (go)
  - ❌ covid-19-statistics - time COVID-19 statistics by connecting to the disease.sh API, delivering case counts, deaths, recoveries, and testing data for any country. (node)
  - ❌ monad-mcp-server
  - ✅ etherscan-mcp
  - ❌ spotr-exercise-library
  - ❌ solana-mcp
  - ❌ wordpress
  - ❌ zplanner-(project-management) - based storage system. (node)
  - ❌ bsc-blockchain - variable-configured architecture. (node)
  - ❌ amplitude-analytics
  - ❌ oraichain-blockchain - Sent Events. (node)
  - ❌ wordpress-server - based websites. (node)
  - ❌ fhir
  - ❌ adamik-(blockchain-and-ai)
  - ❌ ethereum-rpc - RPC calls to public endpoints. (node)
  - ❌ mixpanel - demand analytics and custom report generation. (node)
  - ❌ sentiment-sarcasm-analyzer
  - ❌ itemit
  - ❌ tailscale
  - ❌ fitbit
  - ✅ inner-monologue-mcp
  - ✅ mcp-fathom-analytics - time visitor data using the @mackenly/fathom-api SDK (5 tools) (node)
  - ❌ climatiq
  - ❌ onos - defined networking research and prototyping. (python)
  - ❌ healthcare-data-hub - 10 codes. (python)
  - ❌ blockscout
  - ❌ algorand-mcp - based implementation. (node)
  - ❌ pox-sdn-controller - based networks through specialized tools for datapath management, flow statistics, and table configuration. (python)
  - ❌ senechal-health - term health monitoring. (python)
  - ❌ canvas-student - do items through a lightweight Python tool with rich, optimized formatting. (python)
  - ❌ azure-fhir-mcp-server - compliant patient data access. (python)
  - ❌ fulcra-context-mcp
  - ❌ garmin-connect
  - ❌ cisco-apic
  - ❌ thirdweb-mcp
  - ❌ tailscale-status
  - ❌ aptos
  - ❌ nautobot-mcp
  - ❌ zillow
  - ❌ pyats-network-automation
  - ❌ oura
  - ✅ garth-mcp-server
  - ❌ mcp-sunsama
  - ❌ meraki-magic
  - ✅ @mzxrai/mcp-openai
  - ✅ videodb-director-mcp
  - ✅ @bankless/onchain-mcp - chain data exploration through specialized tools for reading contract state, retrieving ABIs, and filtering event logs. (10 tools) (node)
  - ✅ @glifxyz/mymcpspace-mcp-server
  - ✅ @microsoft/clarity-mcp-server
  - ✅ @moralisweb3/api-mcp-server
  - ✅ @noditlabs/nodit-mcp-server - time interaction with multiple protocols including Ethereum, Polygon, and Aptos for token information and on-chain activity analysis. (9 tools) (node)
  - ✅ base-network-mcp-server
  - ✅ feuse-mcp - to-code workflows by extracting design data, downloading SVG assets, analyzing color variables, and generating API models with design token conversion for CSS frameworks like UnoCSS and TailwindCSS. (8 tools) (node)
  - ✅ minimax-mcp-js - to-speech, and voice cloning across multiple transport modes. (10 tools) (node)
  - ❌ @cablate/mcp-google-calendar
  - ❌ @mcpdotdirect/evm-mcp-server - compatible blockchains to enable querying data, transferring tokens, reading smart contracts, and resolving ENS names across Ethereum, Optimism, Arbitrum, and Base networks. (node)
  - ❌ @pinkpixel/blabber-mcp - sounding speech with multiple voice options, audio formats, and automatic playback capabilities using OpenAI's TTS API. (node)
  - ❌ clickup
  - ❌ ethereum-address-monitor - time Ethereum address monitoring across multiple blockchain networks using Server-Sent Events, enabling continuous tracking of on-chain activity without polling for DeFi dashboards, wallet applications, and analytics tools. (node)
  - ❌ mcp-google-calendar
  - ❌ soon-blockchain - time wallet balance checks, transaction retrieval, and token holdings using Solana Web3.js library (node)
  - ❌ synthcal-(supabase-calendar)
  - ❌ tagesschau
  - ❌ yokatlas
- - ❌ canvas-lms
  - ❌ wordpress
  - ❌ umami-analytics - driven insights generation through semantic search and web crawling capabilities. (python)
  - ❌ bluesky
  - ❌ wegene
  - ❌ mcp-server-garmincn
- Uncategorized
  - packages-list.json
Code Execution
- How to Submit
  - ❌ container-sandbox - layered isolation including containers, AppArmor, and Firejail. (python)
  - ❌ docker-sandbox
  - ❌ pyodide-integration
  - ✅ node-code-sandbox-mcp - based environment for executing Node.js code with npm dependencies, shell commands, and file operations while maintaining proper isolation for testing and web development prototyping. (7 tools) (node)
  - ❌ e2b-mcp-server
  - ❌ prolog - limited queries, and exploring available predicates. (go)
  - ✅ python-local
  - ❌ babashka
  - ❌ matlab
  - ❌ conda-executor
  - ❌ jupyter-notebook-bridge
  - ✅ mcp-llm
  - ✅ nrepl-mcp-server - assisted Clojure development. (3 tools) (node)
  - ❌ node.js-code-sandbox
  - ✅ gemini-mcp-tool - mode code execution for safe testing, and structured response handling with behavioral flags for context control. (6 tools) (node)
  - ❌ python-run
  - ❌ code-runner
  - ✅ @e2b/mcp-server
  - ❌ sympy-calculator - based server that leverages SymPy for complex calculations, equation solving, and mathematical manipulation. (python)
  - ❌ glyph - sitter parsing to generate structured outlines with functions, classes, variables, and hierarchical relationships at configurable detail levels. (go)
  - ❌ docker-executor - based environment for executing code in isolated containers, enabling safe running of commands and scripts in any language with robust error handling and resource management. (python)
  - ❌ coderag
  - ❌ tox-testing
  - ❌ gru-sandbox - hostable sandbox for running Python, TypeScript, and Bash code in isolated Docker containers with automatic resource management for local command execution. (go)
  - ✅ mcp-server-code-runner
  - ❌ sandbox-container
  - ❌ nostr-code-snippets - shared programming solutions. (node)
  - ❌ ai-meta-tool-creator
  - ❌ quickjs-sandbox
  - ❌ deno-code-executor
  - ❌ judge0-code-execution
  - ✅ js-sandbox-mcp-server
  - ❌ forevervm-mcp - running Python REPL execution on a remote machine (node)
  - ❌ python-sandbox
  - ❌ python-repl
  - ❌ code-sandbox
  - ❌ livecode.ch
  - ✅ @riza-io/riza-mcp
  - ❌ safe-local-python-executor
  - ❌ @yepcode/mcp-server - generated scripts and processes in isolated environments with environment variable management for teams needing to run code directly from AI assistants. (node)
  - ❌ mcp-python-interpreter
  - ❌ web-and-python-sandbox
  - ❌ daytona-python-interpreter
  - ❌ jupyter_mcp_server
  - ✅ mcp-python
  - ✅ sandock-mcp
  - ❌ @pydantic/mcp-run-python - compatible Python execution environment with package management capabilities for running code snippets safely without requiring a backend Python installation. (node)
  - ❌ docker-code-sandbox - based sandbox for executing Python code with resource limits and proper isolation, enabling safe execution of untrusted code for data analysis and algorithm testing. (python)
  - ❌ isolator - only filesystems, and resource limits for safely running user-provided code in sandboxed environments. (go)
  - ❌ node-code-sandbox - based sandbox for executing JavaScript code with npm dependencies, offering both persistent and ephemeral containers with strict resource limits for safe code testing and demonstration. (node)
- - ❌ basilisp-nrepl
  - ❌ docker-sandbox
  - ❌ gru-sandbox - hostable sandbox for running Python, TypeScript, and Bash code in isolated Docker containers with automatic resource management for local command execution. (go)
  - ❌ mcp-python-interpreter
  - ❌ python-run
  - ❌ dafny-verifier
  - ✅ @riza-io/riza-mcp
  - ❌ safe-local-python-executor
  - ❌ docker-executor - based environment for executing code in isolated containers, enabling safe running of commands and scripts in any language with robust error handling and resource management. (python)
  - ❌ @yepcode/mcp-server - generated scripts and processes in isolated environments with environment variable management for teams needing to run code directly from AI assistants. (node)
  - ❌ glyph - sitter parsing to generate structured outlines with functions, classes, variables, and hierarchical relationships at configurable detail levels. (go)
  - ❌ prolog - limited queries, and exploring available predicates. (go)
  - ❌ livecode.ch
  - ❌ matlab
  - ❌ isolator - only filesystems, and resource limits for safely running user-provided code in sandboxed environments. (go)
  - ❌ matlab
  - ❌ mcp-python
  - ✅ mcp-llm
  - ❌ jupyter_mcp_server
  - ❌ mcp-server-make
  - ❌ web-and-python-sandbox
  - ❌ daytona-python-interpreter
  - ❌ python-sandbox
  - ❌ code-sandbox
  - ❌ docker-code-sandbox - based sandbox for executing Python code with resource limits and proper isolation, enabling safe execution of untrusted code for data analysis and algorithm testing. (python)
  - ❌ python-repl
Aggregators
- How to Submit
  - ❌ @tonlab/dify-mcp-server - workflow support. (node)
  - ✅ @illuminaresolutions/n8n-mcp-server
  - ❌ all-in-one
  - ❌ @gentoro/mcp-nodejs-server
  - ❌ @ifmelate/n8n-workflow-builder-mcp
  - ❌ api-doc-mcp
  - ❌ cloud-foundry-hoover - butler instances' data (node)
  - ❌ glide-api
  - ❌ hal-http-api-layer
  - ❌ make
  - ❌ n8n-workflow-builder
  - ❌ integrated-development-mcp
  - ❌ integration.app
  - ❌ union
  - ❌ anti-bs - checking and critical thinking. (node)
  - ❌ @nullplatform/meta-mcp-proxy - in search capabilities, enabling tools to be discovered and executed across different specialized services through one interface (node)
  - ❌ gemsuite-(google-gemini)
  - ❌ makesync
  - ❌ api-aggregator-mcp-server
  - ❌ @pipedream/mcp - in auth and 10k tools. (node)
  - ❌ bitte-ai - time Server-Sent Events communication. (node)
  - ❌ gemini-mcp-server - based MCP server that enables integration of Gemini AI models with MCP-compatible applications like Cursor/Claude, allowing for interaction with Gemini APIs through the Model Context Protocol. (python)
  - ❌ @superfaceai/mcp - party services (node)
  - ❌ atrax-(mcp-proxy)
  - ❌ rapidapi
  - ✅ hal-mcp
  - ❌ pipedream-workflow-components
  - ❌ gateway
  - ❌ n8n-mcp-server
  - ❌ mcp-github-oauth-analytics-server
  - ❌ pica - party platforms through a unified interface, powered by Pica. Execute platform actions directly, generate integration code, and manage connections securely without exposing secrets. (node)
  - ✅ mcp-hub-mcp
  - ❌ n8n-workflow-automation
  - ❌ mcp-server-function-hub
  - ❌ brightsy - compatible agent for seamless integration of task automation, natural language processing, and interactive chat functionalities within larger systems or applications. (node)
  - ❌ router
  - ❌ mcp-inception
  - ❌ recoupable
  - ✅ @wopal/mcp-server-hotnews - time trending topics from major Chinese social platforms and news sites. (1 tools) (node)
  - ❌ pluggedin
  - ❌ mcp-server-demo
  - ❌ agent-server
  - ❌ openrouter
  - ❌ @thirdstrandstudio/mcp-tool-chainer
  - ❌ multi-llm-api-gateway
  - ❌ unichat-mcp-server
  - ❌ llm-gateway
  - ❌ @createveai/nexus-mcp-server
  - ❌ magg - MCP server that aggregates and manages multiple MCP servers through intelligent discovery from sources like Glama.ai and GitHub, enabling dynamic server installation, configuration, and unified tool access with automatic conflict resolution. (python)
  - ❌ llm_bridge_mcp
  - ❌ mcprouter
  - ❌ jentic
  - ❌ pocket-mcp-manager
  - ❌ gpt-mcp-proxy - assisted applications. (go)
  - ✅ acp-mcp-server - agent workflows through intelligent agent discovery, routing, and multi-modal message conversion with support for synchronous, asynchronous, and streaming execution patterns. (16 tools) (python)
  - ❌ multi-service-gateway - based server deployable on Red Hat environments. (python)
  - ❌ @stabgan/openrouter-mcp-multimodal
  - ❌ mcp-superiorapis - party services through a set of callable tools built on the fastmcp framework. (python)
  - ❌ openai-agents - agent orchestrator that coordinates between them based on task requirements. (python)
  - ❌ darp-engine - based search capabilities, eliminating the need to know specific server connections. (python)
  - ❌ unichat-ts-mcp-server
  - ✅ @noveum-ai/mcp-server
  - ✅ @pinkpixel/mindbridge
  - ❌ @1mcp/agent - based filtering capabilities. (node)
  - ❌ @activepieces/piece-mcp
  - ❌ @llmindset/mcp-hfspace
  - ❌ @makehq/mcp-server
  - ❌ @metamcp/mcp-server-metamcp
  - ❌ dify-workflows - driven workflow execution and management for automated task processing and decision making across domains. (go)
  - ❌ maton
  - ❌ mcptoolkit - based server with over 100 integrated tools spanning file operations, web search, browser automation, data analysis, and document management through a modular architecture that encapsulates domain knowledge in vertical agents for complex workflows. (python)
- - ✅ @modelcontextprotocol/server-everything
  - ✅ @modelcontextprotocol/server-everything
  - ❌ gateway
  - ✅ @illuminaresolutions/n8n-mcp-server
  - ❌ @gentoro/mcp-nodejs-server
  - ❌ @tonlab/dify-mcp-server - workflow support. (node)
  - ❌ all-in-one
  - ❌ fastn - time operations through a flexible, API-driven platform with robust logging and error handling. (python)
  - ❌ aipolabs-mcp
  - ❌ dify - compatible tools and services, enabling seamless extension of Dify applications with external capabilities while maintaining the familiar environment. (python)
  - ❌ a2a-bridge
  - ❌ dify - compatible tools and services, enabling seamless extension of Dify applications with external capabilities while maintaining the familiar environment. (python)
  - ❌ unichat-mcp-server
  - ❌ union
  - ❌ @nullplatform/meta-mcp-proxy - in search capabilities, enabling tools to be discovered and executed across different specialized services through one interface (node)
  - ❌ multi-llm-api-gateway
  - ❌ llm-gateway
  - ❌ llm_bridge_mcp
  - ✅ @metamcp/mcp-server-metamcp
  - ❌ acp-mcp-server - agent workflows through intelligent agent discovery, routing, and multi-modal message conversion with support for synchronous, asynchronous, and streaming execution patterns. (python)
  - ❌ pocket-mcp-manager
  - ❌ jentic
  - ❌ @makehq/mcp-server
  - ❌ gpt-mcp-proxy - assisted applications. (go)
  - ❌ magg - MCP server that aggregates and manages multiple MCP servers through intelligent discovery from sources like Glama.ai and GitHub, enabling dynamic server installation, configuration, and unified tool access with automatic conflict resolution. (python)
  - ❌ @createveai/nexus-mcp-server
  - ❌ mcprouter
  - ❌ rapidapi
  - ❌ mcp-superiorapis - party services through a set of callable tools built on the fastmcp framework. (python)
  - ❌ openapi-mcp
  - ❌ a2a-bridge
  - ❌ unichat-ts-mcp-server
  - ❌ mcptoolkit - based server with over 100 integrated tools spanning file operations, web search, browser automation, data analysis, and document management through a modular architecture that encapsulates domain knowledge in vertical agents for complex workflows. (python)
  - ✅ @noveum-ai/mcp-server
  - ✅ @pinkpixel/mindbridge
  - ❌ darp-engine - based search capabilities, eliminating the need to know specific server connections. (python)
  - ❌ openai-agents - agent orchestrator that coordinates between them based on task requirements. (python)
  - ❌ @stabgan/openrouter-mcp-multimodal
  - ❌ multi-service-gateway - based server deployable on Red Hat environments. (python)
Coding Agents
- How to Submit
  - ❌ basilisp-nrepl
  - ❌ dafny-verifier
  - ❌ pattern-language - specific rules through a tool-based interface that processes markdown instruction files into executable patterns. (node)
  - ❌ codechecker - time code review capabilities, leveraging GPT models for intelligent analysis and specific improvement suggestions. (python)
  - ❌ reviewer-mcp - powered development workflow tools including specification generation, code review, and project management with support for both OpenAI and Ollama models. (node)
  - ❌ code-merge
  - ❌ codebase-retrieval-(repomix)
  - ✅ mcp-neovim-server - enhanced coding assistance within the familiar Vim environment through direct interaction with buffers and commands. (19 tools) (node)
  - ❌ uithub-mcp
  - ❌ claude-code-review-mcp
  - ❌ systemprompt-coding-agent
  - ❌ coding-project-structure
  - ❌ sage-(gemini-2.5-pro) - aware directory traversal. (node)
  - ❌ bmad-agent-fastmcp-service - in and DeepSeek API). (python)
  - ❌ coder-toolbox
  - ❌ gemini-cli-orchestrator-mcp - file analysis and intelligent file selection. (node)
  - ❌ coding-assistant - aware suggestions and documentation integration through code analysis, technology detection, and intelligent completion. (node)
  - ❌ code-explainer
  - ❌ typescript-refactoring - morph's powerful code transformation capabilities. (node)
  - ❌ second-opinion-(code-assistant) - aware context gathering. (node)
  - ❌ mistral-codestral - related APIs to enable code completion, bug fixing, and test generation across multiple programming languages. (node)
  - ❌ deep-code-reasoning - to-AI dialogue capabilities for multi-turn problem-solving sessions. (node)
  - ❌ deebo-setup
  - ❌ gemini-code-analysis-(openrouter)
  - ❌ code-review
  - ❌ coding-file-context
  - ❌ crewai-(near-intents) - agent workflows for automated research, data analysis, and problem-solving across domains. (node)
  - ❌ coding-with-perplexity-ai - solving across various programming languages. (node)
  - ❌ @kunihiros/claude-code-mcp
  - ❌ coding-feature-discussion - powered lead developer interface with project context to guide teams through feature discussions, architectural decisions, and best practices. (node)
  - ❌ code-context-(semantic-code-search)
  - ❌ claude-code-enhanced
  - ❌ code-analyzer
  - ❌ node-omnibus - assisted Node.js and TypeScript development optimized for popular frameworks, offering code generation, debugging, and project management capabilities. (node)
  - ❌ vibecodermcp - based tracking using a hybrid document storage system. (node)
  - ❌ vs-code - assisted coding tasks directly within your existing VS Code environment. (node)
  - ❌ ultimatecoder
  - ❌ serena
  - ❌ @jetbrains/mcp-proxy
  - ❌ claude-code - related tasks through direct tools for code understanding, modification, command execution, and file operations with proper security controls. (python)
  - ❌ langgraph-coding-team
  - ❌ typescript-mcp - morph, enabling intelligent code transformations with symbol renaming, file moving with import path corrections, cross-file reference updates, type signature analysis, and module dependency exploration across entire codebases. (node)
  - ❌ gopls
  - ❌ compiler-explorer-mcp
  - ❌ consulting-agents - mini and Claude 3.7 Sonnet for enhanced problem analysis and diverse model perspectives (python)
  - ❌ codealive - aware chat completions that leverage deep understanding of entire codebases including documentation and dependencies. (python)
  - ❌ hide-(headless-ide)
  - ❌ nuanced
  - ❌ perplexity-ai - aware interactions with SQLite-backed history. (python)
  - ❌ python-code-analyzer
  - ❌ strands-agents
  - ❌ deepview-mcp - powered code analysis by loading entire codebases into Gemini's large context window, allowing developers to query and understand complex repositories through natural language interactions. (python)
  - ❌ code-analysis
  - ❌ aider-multi-coder
  - ❌ codesavant-coding-assistant
  - ❌ @jinzcdev/leetcode-mcp-server
  - ❌ python-code-explorer
  - ❌ codeforces
  - ❌ mcp-perplexity
  - ❌ magi-code-review - rule verdicts on code quality. (python)
  - ❌ kontxt - driven codebase analysis by connecting to local repositories and using Gemini 2.0 Flash's 1M input window to generate context based on user queries without manual indexing. (python)
  - ✅ @steipete/claude-code-mcp
  - ✅ mcp-coco - Coco provides a pair programming tool that guides technical discussions by transforming code snippets into structured frameworks for critical inquiry about performance, security, and maintainability. (1 tools) (node)
  - ✅ mcp-server-code-assist - and-replace, and version control integration for automated refactoring and codebase maintenance. (17 tools) (python)
  - ❌ a2amcp-sdk - backed infrastructure that provides real-time messaging, file locking to prevent simultaneous edits, interface sharing for type definitions, and distributed task management across parallel development sessions. (python)
  - ❌ autogen - agent conversations for complex problem-solving tasks. (node)
  - ❌ code-expert-review - level code review through simulated personas like Martin Fowler and Uncle Bob, offering refactoring suggestions and clean code recommendations based on established software engineering principles. (python)
  - ❌ deepseek-mcp-server - powered chat completions with customizable parameters for tasks like writing assistance and code generation. (node)
  - ❌ kodit - sitter parsing and semantic embeddings to enable hybrid search combining vector similarity with keyword matching for contextual code retrieval. (python)
  - ❌ vibe-coder-(ai-assisted-development) - assisted development tools for semantic routing, code generation, refactoring, and project management with intelligent request handling and specialized Git integration capabilities. (node)
- - ❌ global-mcp-server - lived coding sessions. (python)
  - ❌ consulting-agents - mini and Claude 3.7 Sonnet for enhanced problem analysis and diverse model perspectives (python)
  - ❌ python-code-analyzer
  - ❌ codealive - aware chat completions that leverage deep understanding of entire codebases including documentation and dependencies. (python)
  - ❌ @jinzcdev/leetcode-mcp-server
  - ❌ hide-(headless-ide)
  - ❌ gopls
  - ❌ typescript-mcp - morph, enabling intelligent code transformations with symbol renaming, file moving with import path corrections, cross-file reference updates, type signature analysis, and module dependency exploration across entire codebases. (node)
  - ❌ a2amcp-sdk - backed infrastructure that provides real-time messaging, file locking to prevent simultaneous edits, interface sharing for type definitions, and distributed task management across parallel development sessions. (python)
  - ❌ aider
  - ❌ @jetbrains/mcp-proxy
  - ❌ perplexity-ai - aware interactions with SQLite-backed history. (python)
  - ✅ mcp-neovim-server - enhanced coding assistance within the familiar Vim environment through direct interaction with buffers and commands. (19 tools) (node)
  - ❌ autogen - agent conversations for complex problem-solving tasks. (python)
  - ❌ mcp-perplexity
  - ❌ mcp-server-code-assist - and-replace, and version control integration for automated refactoring and codebase maintenance. (python)
  - ❌ compiler-explorer-mcp
  - ❌ ultimatecoder
  - ❌ serena
  - ❌ python-code-explorer
  - ❌ langgraph-coding-team
  - ❌ codechecker - time code review capabilities, leveraging GPT models for intelligent analysis and specific improvement suggestions. (python)
  - ❌ magi-code-review - rule verdicts on code quality. (python)
  - ❌ aider-multi-coder
  - ❌ kontxt - driven codebase analysis by connecting to local repositories and using Gemini 2.0 Flash's 1M input window to generate context based on user queries without manual indexing. (python)
  - ❌ nuanced
  - ❌ deepview-mcp - powered code analysis by loading entire codebases into Gemini's large context window, allowing developers to query and understand complex repositories through natural language interactions. (python)
  - ❌ claude-code - related tasks through direct tools for code understanding, modification, command execution, and file operations with proper security controls. (python)
  - ❌ code-analysis
  - ❌ strands-agents
  - ❌ codesavant-coding-assistant
  - ❌ codeforces
  - ❌ code-expert-review - level code review through simulated personas like Martin Fowler and Uncle Bob, offering refactoring suggestions and clean code recommendations based on established software engineering principles. (python)
Embedded System
- How to Submit
  - ❌ memmcp-(cheat-engine) - like functionality for manipulating application memory in Python (python)
  - ❌ maya - based server. (python)
  - ❌ cua-mcp-server - Use Agent (CUA) workflows on Apple Silicon macOS. (python)
  - ❌ thinq-connect-mcp-server
  - ✅ adb-mcp
  - ❌ ios-simulator-automation-(idb)
  - ❌ avalanche
  - ❌ eda-tools
  - ✅ @noahlozevski/mcp-idb
  - ❌ mcp-blinds-controller
  - ❌ nodemcu - based IoT devices through WebSocket connections and REST API endpoints for smart home automation, environmental monitoring, and device fleet management. (node)
  - ✅ @mobilenext/mobile-mcp
  - ❌ @codesys/mcp-toolkit
  - ✅ mcp-gdb
  - ❌ switchbot
  - ❌ co2-sensor - RPC endpoints for device information, sensor data, and network management with MQTT publishing capabilities for IoT applications. (node)
  - ❌ ios-simulator
  - ❌ lldb
  - ✅ mcp-server-ida
  - ✅ frida-mcp
  - ❌ nina-advanced-api
  - ❌ thingsboard
  - ❌ mcp-server-home-assistant
  - ❌ fledge-iot - time visualization through WebSocket streaming and containerized deployment. (python)
  - ❌ goose-fm-radio - SDR hardware to enable FM radio tuning, playback control, and audio analysis for smart home and voice-controlled applications. (python)
  - ❌ kicad-pcb-designer
  - ❌ unreal-engine-editor - compatible server using Python's asyncio framework, enabling direct control of editor functionality for automated workflows and content creation. (python)
  - ❌ iot-home-automation
  - ❌ mcp2tcp - world interaction via configurable commands for IoT projects and hardware control applications. (python)
  - ❌ ida-pro
  - ❌ ghidra
  - ❌ device-peripherals - platform support and automatic device detection. (python)
  - ❌ epics-process-variable-bridge - time monitoring and control of industrial systems through tools for getting, setting, and retrieving detailed information about hardware systems. (python)
  - ❌ raspberry-pi-notes
  - ❌ bracketbot-multi-robot-control
  - ❌ esp-idf - IDF project building with automatic environment setup and error handling for ESP32 microcontroller development. (python)
  - ❌ hue-lights
  - ❌ gospy
  - ❌ android-debug-bridge
  - ❌ droidmind
  - ✅ mcp2serial - world control and interaction for IoT and robotics applications. (python)
  - ❌ ros-2-robot-control
  - ✅ mcp-3d-printer-server
  - ❌ gnu-radio
  - ❌ ros-robot-control
  - ❌ opc-ua
  - ❌ unitree-go2
  - ❌ universal-robots-control-interface
  - ❌ hyprland
  - ✅ @taskjp/server-systemd-coredump - coredump functionality for accessing, managing, and analyzing system core dumps in Linux environments, including listing available coredumps, retrieving information, extracting dumps, and generating stack traces using GDB. (6 tools) (node)
  - ❌ coreflux-mqtt - time device management, and automated rule generation for industrial control systems. (python)
  - ❌ emqx - time IoT device management, client monitoring, and message publishing for MQTT-enabled systems. (python)
  - ❌ litmus-edge - time tag value retrieval, Docker container management, DeviceHub device creation across various protocols, NATS topic subscription for data streaming, and system property configuration for industrial automation workflows. (python)
- - ✅ mcp-3d-printer-server
  - ❌ gnu-radio
  - ❌ ros-robot-control
  - ❌ opc-ua
  - ❌ unitree-go2
  - ❌ universal-robots-control-interface
  - ❌ memmcp-(cheat-engine) - like functionality for manipulating application memory in Python (python)
  - ❌ thingsboard
  - ❌ mcp-server-home-assistant
  - ❌ fledge-iot - time visualization through WebSocket streaming and containerized deployment. (python)
  - ❌ goose-fm-radio - SDR hardware to enable FM radio tuning, playback control, and audio analysis for smart home and voice-controlled applications. (python)
  - ❌ kicad-pcb-designer
  - ❌ coreflux-mqtt - time device management, and automated rule generation for industrial control systems. (python)
  - ❌ unreal-engine-editor - compatible server using Python's asyncio framework, enabling direct control of editor functionality for automated workflows and content creation. (python)
  - ❌ mcp2serial - world control and interaction for IoT and robotics applications. (python)
  - ❌ iot-home-automation
  - ❌ mcp2tcp - world interaction via configurable commands for IoT projects and hardware control applications. (python)
  - ❌ ida-pro
  - ❌ ghidra
  - ❌ device-peripherals - platform support and automatic device detection. (python)
  - ❌ epics-process-variable-bridge - time monitoring and control of industrial systems through tools for getting, setting, and retrieving detailed information about hardware systems. (python)
  - ❌ raspberry-pi-notes
  - ❌ bracketbot-multi-robot-control
  - ❌ mcp-server-ida
  - ❌ esp-idf - IDF project building with automatic environment setup and error handling for ESP32 microcontroller development. (python)
  - ❌ hue-lights
  - ❌ gospy
  - ❌ frida-mcp
  - ❌ android-debug-bridge
  - ❌ nina-advanced-api
  - ❌ droidmind
  - ❌ vnc-remote-control-for-macos
  - ❌ ros-2-robot-control
  - ❌ litmus-edge - time tag value retrieval, Docker container management, DeviceHub device creation across various protocols, NATS topic subscription for data streaming, and system property configuration for industrial automation workflows. (python)
Databases
- - ❌ database-connector
  - ✅ @malove86/mcp-mysql-server
  - ❌ database-connector
  - ❌ xiyansql-(mysql)
  - ❌ mysql-database-manager - based server. (python)
  - ❌ mcp-server-sqlite-npx
  - ❌ centralmind-(database-gateway)
  - ❌ dblp
  - ❌ @awesome-ai/elasticsearch-mcp
  - ❌ oracle-mcp-server - schema operations for efficient database management without loading entire schemas upfront. (python)
  - ❌ mcp-timeplus - time analytics and data exploration. (python)
  - ❌ hologres-mcp-server
  - ❌ lancedb
  - ❌ polardbx-mcp - X distributed database system to provide SQL query execution, database status monitoring, and schema exploration capabilities for database administration and development workflows. (node)
  - ❌ toolbox-for-databases - defined queries against multiple database systems including PostgreSQL, MySQL, SQL Server, Neo4j, Dgraph, and Spanner through a YAML-based configuration system. (go)
  - ❌ toolfront - only querying, and intelligent pattern matching across tables. (python)
  - ❌ supabase-mcp
  - ❌ mysqldb-mcp-server
  - ❌ airtable
  - ✅ dynamo-readonly-mcp - only access to AWS DynamoDB databases, enabling natural language interactions for listing tables, scanning data, querying with conditions, and retrieving table schemas without requiring direct database credentials. (7 tools) (node)
  - ❌ nebulagraph-mcp-server - based operations like path finding and neighbor discovery. (python)
  - ❌ sql-alchemy
  - ❌ mysql
  - ✅ mcp-postgres-server
  - ❌ azure-cosmos-db - based tools supporting both key authentication and managed identities. (go)
  - ❌ snowflake
  - ❌ postgres - only SQL querying and resource exploration for data analysis applications (go)
  - ❌ clickhouse-database - only ClickHouse database interactions for schema inspection and SQL query execution, returning results in JSON format for data analysis while preventing data modification operations. (python)
  - ❌ mcp-server-motherduck - compatible environments. (python)
  - ❌ mcp-server-bigquery
  - ❌ better-qdrant-mcp-server
  - ❌ @benborla29/mcp-server-mysql
  - ❌ sql-server-express
  - ❌ raphtory-graphql-schema-explorer
  - ❌ weaviate - native database. (go)
  - ❌ alibaba-cloud-rds
  - ❌ age-mcp-server
  - ❌ mysql-sse - Sent Events (SSE) for streamlined database operations with modular Python connection handling. (python)
  - ❌ @elastic/mcp-server-elasticsearch
  - ❌ yugabytedb - only database exploration and analysis through secure query execution and schema summarization for YugabyteDB instances (python)
  - ❌ sqlite-explorer
  - ❌ mysql
  - ❌ teradata-database
  - ❌ neo4j-graph-database
  - ✅ mcp-turso-cloud - level management and database-level queries with persistent context, schema exploration, and vector similarity search capabilities. (9 tools) (node)
  - ❌ trino
  - ❌ mcp-server-sqlite
  - ❌ mcp-dbs - based database server for seamlessly connecting to SQLite, PostgreSQL, SQL Server, and MongoDB, enabling flexible database interactions through server-sent events and standard I/O communication modes. (node)
  - ✅ @pinecone-database/mcp
  - ❌ greptimedb-mcp-server - series databases through MySQL protocol for data exploration, analysis, and SQL query execution with built-in security protections. (python)
  - ❌ dgraph
  - ❌ dummyjson-user-management - based user management server that integrates with DummyJSON API to provide retrieval, search, creation, updating, and deletion operations for user data. (java)
  - ❌ chroma-mcp - aware conversations. (python)
  - ❌ influxdb - only access to InfluxDB 1.8 time-series databases with JWT authentication, enabling database listing, measurement exploration, and query execution while enforcing security restrictions. (python)
  - ❌ dbsnp
  - ❌ mysql-schema-explorer
  - ❌ mcp-server-starrocks - based server with configurable modes. (python)
  - ❌ database-mcp
  - ❌ oracle-database - only access to Oracle databases through Python's oracledb library, enabling database schema exploration and SQL query execution without direct credential exposure. (python)
  - ❌ apache-doris
  - ✅ mysql-query-mcp-server - only bridge to MySQL databases, enabling natural language querying across multiple environments with strict validation and comprehensive error handling. (3 tools) (node)
  - ❌ mongodb
  - ❌ singlestore-mcp-server
  - ❌ azure-cosmos-db - based tools supporting both key authentication and managed identities. (go)
  - ❌ pyodbc - compatible databases, enabling SQL queries, table exploration, and schema discovery with special optimizations for Virtuoso DBMS features like SPARQL queries. (python)
  - ❌ mcp-neo4j-cypher
  - ❌ apache-iotdb - series databases for executing queries, listing tables, and describing schemas through a secure Python-based interface. (python)
  - ❌ spring-ai-accounts - based server for managing person and account data through lightweight H2 database querying with flexible retrieval capabilities by ID, nationality, and associated accounts. (java)
  - ❌ postgresql-database-explorer
  - ❌ memgraph - based data analysis without requiring raw query writing or connection management. (python)
  - ❌ materialize
  - ✅ airtable-mcp-server
  - ❌ opensearch
  - ❌ mcp_snowflake_server
  - ❌ sqlalchemy-odbc-bridge
  - ❌ postgres-mcp
  - ❌ oracle-sql-explorer - based interface to Oracle databases for executing SQL queries, listing tables, and describing table structures with built-in security measures that prevent non-SELECT statements in production. (java)
  - ❌ clickhouse - scale analytical workloads. (python)
  - ✅ mcp-postgres-server
  - ❌ kevodb - value database interface for persistent storage with transaction support, enabling read, write, and query operations on structured data (python)
  - ❌ mssql_mcp_server
  - ❌ postgresql
  - ❌ @modelcontextprotocol/server-postgres
  - ❌ xano
  - ❌ sqlite - based storage solution, supporting basic CRUD operations for small to medium-scale projects. (python)
  - ❌ neo4j-graph
  - ❌ postgresql-explorer
  - ❌ redis - value operations, pattern-based key listing, and configurable expiration settings (java)
  - ❌ mysql-database-query
  - ❌ oceanbase
  - ❌ sql-server
  - ✅ @kevinwatt/mysql-mcp - assisted data management tasks. (4 tools) (node)
  - ❌ mcp-server-aact - scale trial data for research and healthcare applications. (python)
  - ❌ dicedb - value operations without requiring direct database credentials or connection management (go)
  - ❌ mssql-database-query - powered server with Docker containerization for seamless data analysis and manipulation. (python)
  - ❌ adb-mysql-mcp-server
  - ❌ postgresql
  - ❌ polardb
  - ❌ @alanse/mcp-neo4j-server
  - ❌ @xexr/mcp-libsql
  - ❌ @modelcontextprotocol/server-postgres
  - ❌ db-connector-(mysql/postgresql) - based connectivity layer that supports both local stdio and production SSE transport modes for querying, analyzing, and manipulating structured data. (go)
  - ❌ mcp-server-iris
  - ❌ xano
  - ❌ sqlite - based storage solution, supporting basic CRUD operations for small to medium-scale projects. (python)
  - ❌ epsilla
  - ❌ mcp-db-navigator
  - ❌ supabase
  - ❌ tigergraph
  - ❌ alibaba-cloud-lindorm
  - ❌ mochow-mcp-server - text searches with filtering options. (python)
  - ❌ cursor-db-explorer
  - ❌ neo4j-graph
  - ❌ starrocks
  - ❌ dolphindb - series database and natural language interaction, enabling data querying and manipulation without complex database code for financial analysts and data scientists. (python)
  - ❌ tidb-ai - based bridge. (go)
  - ✅ mysql-mcp-server - only access to MySQL databases for exploring schemas and executing SELECT queries with built-in safeguards against SQL injection, query timeouts, and row limits. (4 tools) (node)
  - ❌ clickhouse-mcp-server
  - ❌ postgresql-alchemy
  - ❌ db-query
  - ❌ mcp-turso - hosted LibSQL databases, enabling direct SQL query execution against cloud-based SQLite databases for data analysis, content management, and application development workflows. (node)
  - ❌ oracledb-mcp-server
  - ❌ mcp-dbutils - in-one MCP service that enables your AI to do data analysis by accessing versatile types of database (sqlite, mysql, postgres, and more) within a unified connection configuration in a safe way. (python)
  - ❌ odbc-database-connector - only access to any ODBC-compatible database through tools for listing connections, testing connectivity, retrieving schemas, and executing SQL queries for data analysis and business intelligence. (python)
  - ❌ elasticsearch
  - ❌ appwrite
  - ❌ @datastax/astra-db-mcp - native database operations for scalable data storage and retrieval in AI applications. (node)
  - ❌ mongodb-mcp-server
  - ❌ zaturn
  - ❌ mcp-server-mariadb - only SQL query execution, enabling data exploration through formatted table results while enforcing safety restrictions on permitted operations. (python)
  - ❌ ydb-mcp
  - ❌ chromadb
  - ❌ milvus-vector-database - text search, and hybrid queries for semantic search and knowledge retrieval workflows. (python)
  - ❌ postgresql-explorer
  - ❌ mcp-mongo-server
  - ❌ jdbc-database-connector
  - ❌ elasticsearch-7.x
  - ❌ mssql-mcp-server
  - ❌ django-migrations - scale projects. (python)
  - ✅ @f4ww4z/mcp-mysql-server
  - ❌ jdbc-database-explorer
  - ✅ @joshuarileydev/supabase-mcp-server
  - ❌ sql-server-natural-language
- How to Submit
  - ❌ xiyansql-(mysql)
  - ❌ @awesome-ai/elasticsearch-mcp
  - ❌ centralmind-(database-gateway)
  - ❌ mcp-server-sqlite-npx
  - ✅ mcp-timeplus - time analytics and data exploration. (7 tools) (python)
  - ❌ toolfront - only querying, and intelligent pattern matching across tables. (python)
  - ❌ lancedb
  - ❌ hologres-mcp-server
  - ❌ supabase-mcp
  - ✅ mysqldb-mcp-server
  - ❌ sql-alchemy
  - ✅ mcp-postgres-server
  - ❌ digitalocean-database - powered IDEs to your DigitalOcean databases (node)
  - ❌ mssql
  - ❌ neon-postgres
  - ❌ kuzu
  - ❌ dreamfactory
  - ❌ libsql - time data access and analysis. (node)
  - ❌ postgresql-schema-inspector - only access to PostgreSQL databases for schema inspection and data exploration without modifying content. (node)
  - ❌ postgis - based queries for both traditional relational data and geographic datasets. (node)
  - ❌ database-connector - database connectivity for SQLite, PostgreSQL, MySQL, and SQL Server through unified adapters that enable query execution, schema management, data export, and business memo tracking with safety validations for destructive operations. (node)
  - ❌ @ergut/mcp-bigquery-server
  - ❌ redis-cloud
  - ❌ apache-doris
  - ❌ mongo-mcp
  - ❌ postgresql-finder
  - ❌ mysql-mcp
  - ❌ toolbox-for-databases - defined queries against multiple database systems including PostgreSQL, MySQL, SQL Server, Neo4j, Dgraph, and Spanner through a YAML-based configuration system. (go)
  - ❌ postgresql-mcp-server - only access to PostgreSQL databases, enabling LLMs to inspect database schemas and execute read-only queries. (node)
  - ❌ mcp-gigapi - series data using InfluxDB Line Protocol for analytics and IoT monitoring applications. (python)
  - ❌ executeautomation-database-server
  - ❌ couchbase - in authentication, connection management, and error handling (node)
  - ❌ fireproof-json-database
  - ❌ enhanced-postgresql
  - ❌ vibase
  - ❌ @donggyunryu/mcp-sql
  - ❌ sqlite
  - ❌ jdbc-database-explorer
  - ❌ mongodb-lens
  - ❌ mcp-server-postgres-multi-schema - only access to PostgreSQL databases with enhanced multi-schema support, enabling schema inspection, query execution, and isolation across multiple namespaces. (node)
  - ❌ tidb-ai - based bridge. (go)
  - ❌ selfhosted-supabase - hosted Supabase instances for database introspection, migration management, and storage operations through direct RPC calls and database connections. (node)
  - ❌ sql-tunnel
  - ❌ influxdb-mcp-server - series databases for querying measurements, writing data, and managing buckets through a bridge that exposes database functionality via tools and resources. (node)
  - ❌ arangodb
  - ❌ @supabase/mcp-server-supabase
  - ❌ mongodb-database
  - ✅ oracle-mcp-server - schema operations for efficient database management without loading entire schemas upfront. (3 tools) (python)
  - ❌ sqlite-database
  - ❌ postgresql-explorer - only PostgreSQL database access for exploring schemas and executing safe queries, deployable via Docker or NPX for data analysis without risk of modification. (node)
  - ❌ zaj-mysql
  - ❌ postgresql-database-manager
  - ❌ falkordb
  - ❌ supabase-postgresql - only SQL queries, table statistics, and relationship discovery. (node)
  - ❌ mysql-database-service
  - ❌ @modelcontextprotocol/server-postgres - only queries. (node)
  - ❌ mysql
  - ❌ upstash
  - ❌ neon
  - ❌ database-explorer
  - ❌ supabase-notes - taking functionality. (node)
  - ❌ prisma-postgres
  - ❌ @farhankaz/redis-mcp - memory data operations for AI workflows. (node)
  - ❌ simple-postgresql - only and write operation modes, connection pooling, and built-in query validation for database analysis and administrative tasks. (node)
  - ❌ gel-database
  - ❌ @lishenxydlgzs/aws-athena-mcp - scale data analysis and business intelligence for AWS data lakes. (node)
  - ❌ neon-postgresql
  - ❌ airtable
  - ❌ mysql-read-only - only access to MySQL databases for inspecting schemas and executing SQL queries without modifying underlying data. (node)
  - ❌ @supabase/mcp-server-postgrest
  - ❌ apache-iotdb - series databases for executing queries, listing tables, and describing schemas through a secure Python-based interface. (python)
  - ✅ nostrdb-mcp
  - ❌ mongodb-mysql-database
  - ❌ neo4j-graph - based analytics. (node)
  - ❌ hasura-graphql
  - ❌ database-bulk-update
  - ❌ postgresql-database
  - ❌ mysql-database
  - ❌ couchdb - based storage and retrieval. (node)
  - ❌ fireproof-json-document-store
  - ❌ bigquery-analysis - in safeguards that prevent data manipulation and limit query size to 1 TB. (node)
  - ❌ grey-swan - integrated platform for systematically documenting and analyzing AI safety challenges, tracking LLM vulnerabilities through detailed thread, message, and model metadata across testing sessions. (node)
  - ❌ quickbase
  - ❌ pocketbase
  - ❌ directus
  - ❌ windsurf-supabase - time query validation in the Windsurf ecosystem. (node)
  - ❌ postgres-query - only PostgreSQL query server with strict validation, 10-second timeout, and secure database access via command-line connection strings. (node)
  - ❌ mcp-dbutils - in-one MCP service that enables your AI to do data analysis by accessing versatile types of database (sqlite, mysql, postgres, and more) within a unified connection configuration in a safe way. (python)
  - ❌ azure-cosmos-db
  - ❌ fastapi-mcp-server
  - ❌ cockroachdb
  - ❌ postgresql - only access to PostgreSQL databases for executing SQL queries and retrieving schema information. (node)
  - ❌ @davewind/mysql-mcp-server - only access to MySQL databases, enabling schema inspection and SELECT query execution with strict security measures to protect underlying data while allowing meaningful analysis. (node)
  - ✅ mcp-firebird
  - ❌ schemaflow - time PostgreSQL schema access through cloud-based caching, delivering cached database structure information including tables, columns, relationships, functions, triggers, enums, and indexes with schema validation and performance insights. (node)
  - ✅ @niledatabase/nile-mcp-server - based server implementation supporting both stdio and HTTP communication modes for seamless database functionality in AI workflows. (11 tools) (node)
  - ❌ mysql-database-tools
  - ❌ feature-suggestions-(supabase)
  - ❌ instantdb
  - ❌ @vazylin1124/mongo-mcp
  - ❌ devdb - conscious development. (node)
  - ❌ @bytebase/dbhub - only SQL queries with built-in safety checks (node)
  - ❌ mssql_mcp_server
  - ❌ mcp-mongo-server
  - ❌ jdbc-database-connector
  - ❌ sql-server-natural-language
  - ❌ django-migrations - scale projects. (python)
  - ✅ @f4ww4z/mcp-mysql-server
  - ✅ @joshuarileydev/supabase-mcp-server
  - ❌ mssql-mcp-server
  - ❌ @benborla29/mcp-server-mysql - only MySQL database access to execute queries and analyze data patterns. (node)
  - ✅ mcp-server-sqlite
  - ✅ mcp-turso-cloud - level management and database-level queries with persistent context, schema exploration, and vector similarity search capabilities. (9 tools) (node)
  - ❌ mcp-server-bigquery
  - ❌ trino
  - ❌ mcp-server-motherduck - compatible environments. (python)
  - ❌ mysql-sse - Sent Events (SSE) for streamlined database operations with modular Python connection handling. (python)
  - ❌ mcp-trino-python
  - ❌ clickhouse-database - only ClickHouse database interactions for schema inspection and SQL query execution, returning results in JSON format for data analysis while preventing data modification operations. (python)
  - ❌ alibaba-cloud-rds
  - ❌ sqlite-explorer
  - ❌ microsoft-sql-server-(mssql)
  - ❌ mcp-dbs - based database server for seamlessly connecting to SQLite, PostgreSQL, SQL Server, and MongoDB, enabling flexible database interactions through server-sent events and standard I/O communication modes. (node)
  - ❌ teradata-database
  - ❌ better-qdrant-mcp-server
  - ❌ weaviate - native database. (go)
  - ❌ @elastic/mcp-server-elasticsearch
  - ✅ @pinecone-database/mcp
  - ❌ neo4j-graph-database
  - ❌ raphtory-graphql-schema-explorer
  - ❌ sql-server-express
  - ❌ mcp-doris
  - ❌ dgraph
  - ❌ spring-ai-accounts - based server for managing person and account data through lightweight H2 database querying with flexible retrieval capabilities by ID, nationality, and associated accounts. (java)
  - ❌ mcp_snowflake_server
  - ❌ singlestore-mcp-server
  - ❌ dummyjson-user-management - based user management server that integrates with DummyJSON API to provide retrieval, search, creation, updating, and deletion operations for user data. (java)
  - ❌ mongodb
  - ❌ sqlalchemy-odbc-bridge
  - ❌ dbsnp
  - ❌ influxdb - only access to InfluxDB 1.8 time-series databases with JWT authentication, enabling database listing, measurement exploration, and query execution while enforcing security restrictions. (python)
  - ❌ materialize
  - ❌ clickhouse - scale analytical workloads. (python)
  - ❌ mysql-schema-explorer
  - ✅ postgres-mcp
  - ❌ oracle-database - only access to Oracle databases through Python's oracledb library, enabling database schema exploration and SQL query execution without direct credential exposure. (python)
  - ❌ pyodbc - compatible databases, enabling SQL queries, table exploration, and schema discovery with special optimizations for Virtuoso DBMS features like SPARQL queries. (python)
  - ❌ postgres - only SQL querying and resource exploration for data analysis applications (go)
  - ❌ database-mcp
  - ❌ postgresql-database-explorer
  - ❌ memgraph - based data analysis without requiring raw query writing or connection management. (python)
  - ❌ opensearch
  - ✅ mcp-server-starrocks - based server with configurable modes. (5 tools) (python)
  - ❌ snowflake
  - ❌ age-mcp-server
  - ✅ chroma-mcp - aware conversations. (12 tools) (python)
  - ✅ mcp-neo4j-cypher
  - ❌ @domdomegg/airtable-mcp-server
  - ❌ @mcp-mongodb-atlas
  - ❌ mcp-server-iris
  - ✅ mochow-mcp-server - text searches with filtering options. (14 tools) (python)
  - ❌ elasticsearch
  - ❌ postgresql-alchemy
  - ❌ mysql-database-query
  - ✅ ydb-mcp
  - ❌ sql-server
  - ❌ mssql-database-query - powered server with Docker containerization for seamless data analysis and manipulation. (python)
  - ❌ epsilla
  - ❌ redis - value operations, pattern-based key listing, and configurable expiration settings (java)
  - ❌ cursor-db-explorer
  - ❌ @datastax/astra-db-mcp - native database operations for scalable data storage and retrieval in AI applications. (node)
  - ❌ oracledb-mcp-server
  - ❌ milvus-vector-database - text search, and hybrid queries for semantic search and knowledge retrieval workflows. (python)
  - ❌ dolphindb - series database and natural language interaction, enabling data querying and manipulation without complex database code for financial analysts and data scientists. (python)
  - ❌ mcp-server-aact - scale trial data for research and healthcare applications. (python)
  - ❌ supabase
  - ✅ clickhouse-mcp-server
  - ❌ @alanse/mcp-neo4j-server
  - ✅ adb-mysql-mcp-server
  - ❌ appwrite
  - ❌ oceanbase
  - ❌ dicedb - value operations without requiring direct database credentials or connection management (go)
  - ❌ starrocks
  - ❌ mcp-db-navigator
  - ❌ chromadb
  - ❌ polardb
  - ❌ zaturn
  - ❌ @xexr/mcp-libsql
  - ❌ odbc-database-connector - only access to any ODBC-compatible database through tools for listing connections, testing connectivity, retrieving schemas, and executing SQL queries for data analysis and business intelligence. (python)
  - ❌ alibaba-cloud-lindorm
  - ❌ mcp-server-mariadb - only SQL query execution, enabling data exploration through formatted table results while enforcing safety restrictions on permitted operations. (python)
  - ❌ db-query
  - ✅ @identimoji/mcp-server-emojikey
  - ✅ @kevinwatt/mysql-mcp - assisted data management tasks. (4 tools) (node)
  - ✅ @malove86/mcp-mysql-server
  - ✅ dynamo-readonly-mcp - only access to AWS DynamoDB databases, enabling natural language interactions for listing tables, scanning data, querying with conditions, and retrieving table schemas without requiring direct database credentials. (7 tools) (node)
  - ✅ greptimedb-mcp-server - series databases through MySQL protocol for data exploration, analysis, and SQL query execution with built-in security protections. (1 tools) (python)
  - ✅ mongodb-mcp-server
  - ✅ mysql-mcp-server - only access to MySQL databases for exploring schemas and executing SELECT queries with built-in safeguards against SQL injection, query timeouts, and row limits. (4 tools) (node)
  - ✅ mysql-query-mcp-server - only bridge to MySQL databases, enabling natural language querying across multiple environments with strict validation and comprehensive error handling. (3 tools) (node)
  - ❌ @gongrzhe/server-redis-mcp - memory key-value operations for caching, session management, and real-time data processing. (node)
  - ❌ db-connector-(mysql/postgresql) - based connectivity layer that supports both local stdio and production SSE transport modes for querying, analyzing, and manipulating structured data. (go)
  - ❌ dblp
  - ❌ dynamodb - based table management, capacity adjustment, and data operations while maintaining safeguards against accidental deletions. (node)
  - ❌ graphdb - only access to Ontotext GraphDB repositories, enabling exploration of RDF graphs through SPARQL queries and structured views of repository data including class lists, predicates, statistics, and sample data. (node)
  - ❌ kevodb - value database interface for persistent storage with transaction support, enabling read, write, and query operations on structured data (python)
  - ❌ mcp-turso - hosted LibSQL databases, enabling direct SQL query execution against cloud-based SQLite databases for data analysis, content management, and application development workflows. (node)
  - ❌ mysql-database-manager - based server. (python)
  - ❌ mysql-manager-(qwen)
  - ❌ nebulagraph-mcp-server - based operations like path finding and neighbor discovery. (python)
  - ❌ neo4j-mcpserver - based server for executing Cypher queries against Neo4j graph databases via stdio transport, enabling secure and flexible database interactions for developers and data analysts. (node)
  - ❌ oracle-sql-explorer - based interface to Oracle databases for executing SQL queries, listing tables, and describing table structures with built-in security measures that prevent non-SELECT statements in production. (java)
  - ❌ pg-mcp-server
  - ❌ polardbx-mcp - X distributed database system to provide SQL query execution, database status monitoring, and schema exploration capabilities for database administration and development workflows. (node)
  - ❌ tigergraph
  - ❌ xano - code backend platform to enable data querying, manipulation, and CRUD operations for rapid application development and prototyping. (node)
  - ❌ yugabytedb - only database exploration and analysis through secure query execution and schema summarization for YugabyteDB instances (python)
Data Platforms
- How to Submit
  - ❌ apache-gravitino
  - ❌ smartsheet-for-healthcare
  - ❌ palantir-foundry
  - ❌ datafocus
  - ❌ @toolprint/mcp-graphql-forge
  - ❌ elasticsearch-7.x
  - ❌ entity-resolution - world entity, ideal for data deduplication and customer record matching. (node)
  - ❌ @freema/mcp-gsheets
  - ❌ bloom-growth - assisted workflows. (python)
  - ❌ apache-superset
  - ✅ json-mcp-server
  - ❌ lumenx-legal-spend-intelligence
  - ✅ @apitable/aitable-mcp-server
  - ❌ dbt-mcp
  - ❌ kafka-streaming
  - ❌ verodat - powered queries for enhanced data analysis and validation. (node)
  - ❌ the-graph
  - ❌ rubygems - based server for fetching and querying RubyGems metadata, enabling comprehensive exploration of gem information, version details, ownership, and dependency relationships through the RubyGems.org API. (node)
  - ❌ nexus-data-processor
  - ❌ graphql
  - ❌ cloudflare-dns-analytics
  - ❌ cdata-connect-cloud
  - ❌ aws-amplify-data - based data model interaction without requiring complex query writing (node)
  - ❌ iceberg-mcp
  - ❌ google-sheets
  - ❌ cloudera-ai-agent-studio - agent workflows with hierarchical structures through the Agent Studio API. (python)
  - ❌ australian-bureau-of-statistics - driven policy making. (node)
  - ❌ ruchernchong-google-analytics-mcp
  - ❌ google-spreadsheets
  - ❌ prospectio-mcp-api - based application that implements the Model Context Protocol for lead prospecting, allowing users to retrieve business leads from different data sources like Mantiks through a clean architecture. (python)
  - ❌ @confluentinc/mcp-confluent
  - ❌ mcp-tinybird
  - ❌ bitable-mcp - like querying of structured data, enabling table listing, schema inspection, and read operations using Lark API credentials. (python)
  - ❌ keboola-explorer
  - ❌ directus-extension-mcp
  - ❌ @pebbletek/cribl-mcp
  - ❌ databricks-mcp-server
  - ❌ bigquery
  - ❌ mcp-google-sheets
  - ❌ mcp-server-openmetadata
  - ❌ airbyte-status-checker - time ETL process oversight. (python)
  - ❌ unity-catalog
  - ✅ mcp-server-axiom - driven decision making. (3 tools) (node)
  - ❌ alibabacloud-dataworks-mcp-server
  - ❌ metabase
  - ❌ apache-seatunnel
  - ❌ apache-iceberg - compatible storage, enabling data analysts to interact with data lakes without switching contexts. (python)
  - ✅ @powerdrillai/powerdrill-mcp
  - ❌ dune-analytics - demand queries in CSV format. (python)
  - ❌ google-spreadsheet
  - ❌ azure-data-explorer
  - ❌ microsoft-fabric
  - ❌ atlan-data-catalog
  - ❌ world-bank-data
  - ❌ kestra
  - ❌ mcp-server-apache-airflow
  - ❌ eunomia
  - ❌ odmcp
  - ❌ kusto-(azure-data-explorer) - only querying, table listing, and schema retrieval for large-scale telemetry data analysis. (python)
  - ❌ mcp-server-alteryx
  - ❌ databutton-app-mcp
  - ❌ databricks
  - ❌ source-relation
  - ❌ azure-data-explorer-(kusto)
  - ❌ prefect-mcp-server
  - ❌ google-analytics-mcp
  - ❌ splunk
  - ❌ earthdata_mcp_server
  - ❌ mcp-pinot-server - time analytics queries through SQL execution, table schema inspection, segment analysis, and cluster metadata access for operational monitoring and business intelligence workflows. (python)
  - ❌ rootdata
  - ❌ streamnative-(apache-pulsar/kafka)
  - ✅ mcp-server-opendal
  - ✅ opengov-mcp-server - powered portals through a unified tool for searching, querying, and analyzing data like budgets, crime statistics, and transportation information without requiring an API key. (1 tools) (node)
  - ✅ powerplatform-mcp - rich prompts for data modeling and exploration. (8 tools) (node)
  - ❌ @flatfile/mcp-server
  - ❌ @lark-base-open/mcp-node-server
  - ❌ @tigrisdata/tigris-mcp-server - compatible object storage capabilities for managing buckets, uploading/downloading objects, and generating signed URLs through Tigris Storage (node)
  - ❌ @vectorize-io/vectorize-mcp-server - based tools that handle authentication via organization IDs and API tokens. (node)
  - ❌ agentmode - in-one server that connects your coding AI to dozens of databases, data warehouses, data pipelines, cloud services, and more. (python)
  - ❌ airflow-mcp-server - only or full-access modes for listing, checking, triggering, and managing Airflow resources via natural language. (python)
  - ❌ csv-and-excel-processor
  - ❌ data.gov.my - specific filtering capabilities. (go)
  - ❌ databridge
  - ❌ datahub
  - ❌ dataverse-(microsoft-powerplatform)
- - ❌ cloudera-ai-agent-studio - agent workflows with hierarchical structures through the Agent Studio API. (python)
  - ❌ apache-gravitino
  - ❌ palantir-foundry
  - ❌ agentmode - in-one server that connects your coding AI to dozens of databases, data warehouses, data pipelines, cloud services, and more. (python)
  - ❌ datafocus
  - ❌ smartsheet-for-healthcare
  - ❌ google-sheets
  - ❌ bitable-mcp - like querying of structured data, enabling table listing, schema inspection, and read operations using Lark API credentials. (python)
  - ❌ bigquery
  - ✅ mcp-server-axiom - driven decision making. (3 tools) (node)
  - ❌ unity-catalog
  - ❌ datahub
  - ❌ the-graph
  - ❌ mcp-tinybird
  - ❌ bloom-growth - assisted workflows. (python)
  - ❌ airflow-mcp-server - only or full-access modes for listing, checking, triggering, and managing Airflow resources via natural language. (python)
  - ❌ mcp-server-opendal
  - ❌ airbyte-status-checker - time ETL process oversight. (python)
  - ❌ google-spreadsheet
  - ❌ apache-iceberg - compatible storage, enabling data analysts to interact with data lakes without switching contexts. (python)
  - ❌ graphql-explorer
  - ❌ streamnative-(apache-pulsar/kafka)
  - ❌ eunomia
  - ❌ kestra
  - ❌ keboola-explorer
  - ❌ databricks
  - ❌ kusto-(azure-data-explorer) - only querying, table listing, and schema retrieval for large-scale telemetry data analysis. (python)
  - ❌ world-bank-data
  - ❌ databutton-app-mcp
  - ❌ mcp-server-apache-airflow
  - ❌ explorium-mcp-server - based server that requires API key authentication. (python)
  - ❌ odmcp
  - ❌ microsoft-fabric
  - ❌ mcp-server-alteryx
  - ❌ atlan-data-catalog
  - ✅ @powerdrillai/powerdrill-mcp
  - ❌ azure-data-explorer
  - ❌ dune-analytics - demand queries in CSV format. (python)
  - ❌ metabase
  - ❌ data.gov.my - specific filtering capabilities. (go)
  - ❌ mcp-google-sheets
  - ❌ mcp-server-openmetadata
  - ❌ alibabacloud-dataworks-mcp-server
  - ❌ apache-seatunnel
  - ❌ dbt-mcp
  - ❌ google-sheets
  - ❌ kafka-streaming
  - ❌ mcp_cube_server
  - ❌ earthdata_mcp_server
  - ❌ iceberg-mcp
  - ❌ @tigrisdata/tigris-mcp-server - compatible object storage capabilities for managing buckets, uploading/downloading objects, and generating signed URLs through Tigris Storage (node)
  - ❌ google-analytics-mcp
  - ❌ mcp-pinot-server - time analytics queries through SQL execution, table schema inspection, segment analysis, and cluster metadata access for operational monitoring and business intelligence workflows. (python)
  - ❌ qdrant-with-openai-embeddings
  - ❌ prefect-mcp-server
  - ❌ source-relation
  - ❌ azure-data-explorer-(kusto)
  - ❌ splunk
Location Services
- How to Submit
  - ❌ world-time - based current time in ISO 8601 format using the World Time API through a lightweight Python FastMCP server. (python)
  - ❌ aemet_mcp
  - ✅ @swonixs/weatherapi-mcp
  - ❌ japan-weather
  - ❌ weather-alerts-&-forecasts
  - ❌ time-zone - time timezone-aware date and time information for any IANA timezone through a Python-based server that converts and returns responses in ISO format. (python)
  - ❌ geo - based operations including forward/reverse geocoding and address information retrieval. (python)
  - ❌ geoserver
  - ❌ dnf-gold-price-&-weather - based server that leverages the mark3labs/mcp-go library and kiririx/krutils package for real-time market data and meteorological information retrieval. (go)
  - ❌ whereami-(ip-geolocation)
  - ❌ gis-mcp - based services. (python)
  - ✅ @modelcontextprotocol/server-google-maps
  - ❌ xiaozhi-location - app Android device framework to retrieve real-time location data including GPS coordinates, altitude, and accuracy measurements from mobile devices using multiple location providers for navigation, geofencing, and location-based services. (python)
  - ❌ kakao-local
  - ❌ openweathermap-(weekly-weather) - specific planning and alerts. (python)
  - ❌ korean-weather
  - ❌ ip-geolocation - based insights and network analysis. (python)
  - ❌ ordnance-survey-national-geographic-database - based services. (python)
  - ❌ weather - time weather conditions, forecasts, air quality information, historical data, location search, and weather alerts for seamless access to accurate weather information during conversations. (python)
  - ❌ street-view
  - ❌ mcp-myip
  - ❌ cep-(brazilian-postal-code)
  - ❌ weather-api - time conditions and forecasts for location-based decision making, travel planning, and outdoor activity scheduling. (python)
  - ❌ ip-address-lookup
  - ❌ mcp-openweathermap - dependent applications and travel planning. (node)
  - ❌ geoapify-map-generator
  - ❌ japanese-postal-code-lookup
  - ❌ ip2location.io
  - ❌ ip-geolocator - API.com to provide IP geolocation services, enabling location-based insights without API keys or complex integrations. (node)
  - ❌ brasil-api-mcp-server
  - ✅ gis-dataconversion-mcp
  - ❌ mcp-add-weather - agent system that connects a math server and weather server, allowing users to perform mathematical operations and retrieve weather information based on the numerical results. (python)
  - ❌ brazilian-cep
  - ❌ kakao-maps - based services including geolocation, address lookup, and map functionality for conversational interfaces (node)
  - ❌ device-country - based content customization without additional API integrations. (node)
  - ✅ mcp-weather-demo
  - ❌ landiwetter
  - ❌ amap-(gaode-maps)
  - ❌ weatherxm-pro - specific analysis and planning. (node)
  - ❌ edgeone-geo
  - ❌ edgeone-geolocation - aware responses (node)
  - ✅ @baidumap/mcp-server-baidu-map - based operations including geocoding, route planning, and location search within the Baidu Maps ecosystem. (10 tools) (node)
  - ✅ @cablate/mcp-google-map - based operations like place searching, geocoding, and geographical information retrieval within conversations. (7 tools) (node)
  - ✅ @zealgeo/mcp-geo-server
  - ✅ hefeng-mcp-weather - time weather information and forecasts for locations in China, supporting queries by coordinates and offering hourly and daily data. (1 tools) (node)
  - ❌ amap-navigator - based services including geocoding, weather information, driving routes, and location suggestions for applications requiring real-time geographic data in the Chinese market. (python)
  - ❌ aqicn-air-quality - time air quality data for cities and monitoring stations globally. (python)
  - ❌ caiyun-weather-mcp - time weather data and forecasts based on geographic coordinates or location names for travel planning and outdoor activities. (node)
  - ❌ jweather-mcp-server - time conditions and forecasts through an asyncio-powered Python server with automated CI/CD workflows. (python)
  - ❌ knmi-weather-mcp - time weather data from the Royal Netherlands Meteorological Institute (KNMI) by automatically finding the nearest weather station to any location in the Netherlands, delivering current measurements including temperature, humidity, wind speed, and more. (python)
  - ❌ location - based functionality, enabling personalized recommendations and localized content delivery based on user IP addresses. (java)
  - ❌ mcp_weather_server - time weather information for any city through the Open-Meteo API without requiring API keys or complex setup. (python)
  - ❌ national-weather-service - time weather alerts and detailed forecasts for US locations using latitude and longitude coordinates. (python)
  - ❌ naver-maps
  - ❌ nearby-places - based place discovery using IP-based detection, enabling users to find nearby businesses, restaurants, or services without manually entering coordinates. (python)
  - ❌ noaa-tides-and-currents
  - ❌ nws-weather
  - ❌ openstreetmap - based analysis and extraction of structured information about geographic features from the complete OSM dataset. (python)
- - ❌ world-time - based current time in ISO 8601 format using the World Time API through a lightweight Python FastMCP server. (python)
  - ❌ jweather-mcp-server - time conditions and forecasts through an asyncio-powered Python server with automated CI/CD workflows. (python)
  - ❌ aemet_mcp
  - ❌ japan-weather
  - ❌ weather-alerts-&-forecasts
  - ❌ time-zone - time timezone-aware date and time information for any IANA timezone through a Python-based server that converts and returns responses in ISO format. (python)
  - ❌ amap-navigator - based services including geocoding, weather information, driving routes, and location suggestions for applications requiring real-time geographic data in the Chinese market. (python)
  - ✅ @cablate/mcp-google-map - based operations like place searching, geocoding, and geographical information retrieval within conversations. (7 tools) (node)
  - ❌ geo - based operations including forward/reverse geocoding and address information retrieval. (python)
  - ❌ geoserver
  - ❌ mcp_weather_server - time weather information for any city through the Open-Meteo API without requiring API keys or complex setup. (python)
  - ❌ dnf-gold-price-&-weather - based server that leverages the mark3labs/mcp-go library and kiririx/krutils package for real-time market data and meteorological information retrieval. (go)
  - ❌ knmi-weather-mcp - time weather data from the Royal Netherlands Meteorological Institute (KNMI) by automatically finding the nearest weather station to any location in the Netherlands, delivering current measurements including temperature, humidity, wind speed, and more. (python)
  - ❌ whereami-(ip-geolocation)
  - ❌ gis-mcp - based services. (python)
  - ✅ @modelcontextprotocol/server-google-maps
  - ❌ xiaozhi-location - app Android device framework to retrieve real-time location data including GPS coordinates, altitude, and accuracy measurements from mobile devices using multiple location providers for navigation, geofencing, and location-based services. (python)
  - ❌ kakao-local
  - ❌ nearby-places - based place discovery using IP-based detection, enabling users to find nearby businesses, restaurants, or services without manually entering coordinates. (python)
  - ❌ openweathermap-(weekly-weather) - specific planning and alerts. (python)
  - ❌ openstreetmap - based analysis and extraction of structured information about geographic features from the complete OSM dataset. (python)
  - ❌ korean-weather
  - ❌ ip-geolocation - based insights and network analysis. (python)
  - ❌ location - based functionality, enabling personalized recommendations and localized content delivery based on user IP addresses. (java)
  - ❌ ordnance-survey-national-geographic-database - based services. (python)
  - ❌ weather - time weather conditions, forecasts, air quality information, historical data, location search, and weather alerts for seamless access to accurate weather information during conversations. (python)
  - ❌ street-view
  - ❌ national-weather-service - time weather alerts and detailed forecasts for US locations using latitude and longitude coordinates. (python)
  - ❌ naver-maps
  - ❌ mcp-myip
  - ❌ cep-(brazilian-postal-code)
  - ❌ weather-api - time conditions and forecasts for location-based decision making, travel planning, and outdoor activity scheduling. (python)
  - ❌ ip-address-lookup
  - ❌ mcp-openweathermap - dependent applications and travel planning. (node)
  - ❌ geoapify-map-generator
  - ✅ @baidumap/mcp-server-baidu-map - based operations including geocoding, route planning, and location search within the Baidu Maps ecosystem. (10 tools) (node)
  - ❌ japanese-postal-code-lookup
Security
- How to Submit
  - ❌ kali-linux-penetration-testing-tools
  - ❌ microsoft-entra-id
  - ❌ myssl
  - ❌ microsoft-security-copilot
  - ❌ external-recon
  - ❌ netbird
  - ❌ nmap-network-scanner
  - ❌ smcp-proxy-(oidc) - based routing and metrics collection. (go)
  - ❌ trivy-security-scanner
  - ❌ mcp-nvd
  - ❌ querypie-database-access-control
  - ❌ memprocfs
  - ❌ triagemcp-(pe-file-analysis)
  - ❌ hydra-penetration-testing-toolkit
  - ❌ mcp-panther
  - ❌ epss-(exploit-prediction-scoring-system) - world risk. (python)
  - ❌ security-tools-suite
  - ❌ malware-analyzer
  - ❌ doppler
  - ❌ accessibility-scanner
  - ✅ proofly-mcp
  - ❌ snyk
  - ❌ 1password
  - ❌ malloryai-intelligence
  - ❌ santa-binary-authorization
  - ❌ apktool
  - ❌ zoomeye - in caching and error handling for cybersecurity workflows. (python)
  - ❌ devici
  - ❌ zeropath
  - ❌ asn-lookup
  - ❌ roadrecon-analyzer
  - ❌ sd-elements
  - ❌ cisco-ise
  - ❌ clamav-virus-scanner
  - ❌ pinner
  - ❌ windows-security-hardening - line utilities that check and modify critical settings including firewall configuration, RDP settings, UAC controls, password policies, and user account management. (python)
  - ❌ offensive-security-toolkit
  - ✅ @burtthecoder/mcp-shodan
  - ❌ kali-security-tools
  - ❌ netwrix-access-analyzer
  - ❌ viso-trust - party assessment, relationship tracking, and vendor information querying without switching contexts. (java)
  - ❌ nvd-(national-vulnerability-database)
  - ❌ oci-registry
  - ❌ aws-ireveal
  - ❌ cve-search - CIRCL API to enable searching and retrieving vulnerability information from the Common Vulnerabilities and Exposures database for security research, patch verification, and security assessments. (python)
  - ❌ illumio
  - ❌ argus
  - ❌ wazuh - time security alerts and event data from Elasticsearch indices for security operations and threat analysis workflows. (python)
  - ❌ vulnerability-intelligence
  - ❌ aws-security-inspector
  - ❌ kali-linux-security-tools
  - ❌ phalcon-(blocksec-transaction-analysis)
  - ❌ isms
  - ❌ openfga - grained access control policies with support for checking permissions and generating access decision explanations. (python)
  - ❌ crypto
  - ❌ chronicle-security-operations
  - ❌ zeek - line interaction. (python)
  - ❌ osv.dev-security-analyzer - enhanced static analysis. (go)
  - ❌ joe-sandbox-cloud
  - ❌ pentest-tools
  - ❌ enkryptai
  - ❌ metasploit-framework - exploitation operations for security professionals. (python)
  - ❌ bloodhound
  - ❌ sbom-generator-(trivy)
  - ❌ virustotal
  - ❌ defectdojo-mcp
  - ❌ yaraflux - based malware scanning capabilities with support for local and MinIO storage backends, enabling security professionals to manage rules, scan files/URLs, and analyze results for threat detection. (python)
  - ❌ @pangeacyber/mcp-server - in AI Guard protection against malicious inputs and outputs. (node)
  - ✅ keycloak-model-context-protocol
  - ❌ keyfactor-command
  - ❌ xss-vulnerability-tester
  - ❌ microsoft-sentinel
  - ✅ keycloak-mcp
  - ✅ @burtthecoder/mcp-virustotal
  - ✅ @binalyze/air-mcp
  - ❌ joern-(code-analysis)
  - ❌ wireshark
  - ❌ codeql
  - ❌ osv-vulnerability-database
  - ❌ headless-ida-pro
  - ❌ osint-toolkit
  - ❌ volatility-3-memory-forensics - compatible LLMs. (python)
  - ❌ @infisical/mcp
  - ❌ cybermcp-(api-security-testing)
  - ❌ urlscan
  - ❌ better-auth - Auth to simplify authentication processes. (node)
  - ❌ servemyapi-(macos-keychain)
  - ❌ huntress
  - ❌ exploitdb
  - ❌ contact-authorities
  - ✅ @burtthecoder/mcp-dnstwist
  - ❌ iacr-cryptology-eprint-archive
  - ❌ wazuh-opensearch-analytics
  - ❌ nuclei
  - ✅ mcp-security-audit - audit-report and npm-registry-fetch to analyze and report potential vulnerabilities in Node.js project dependencies, offering actionable security insights for development teams. (1 tools) (node)
  - ✅ mcp-nmap-server
  - ❌ zkproof - preserving computations with zero-knowledge proofs for verifying claims like age requirements without revealing sensitive personal data (node)
  - ❌ blockchain-signer - controlled private keys and transaction signing, featuring a Node.js backend, PostgreSQL database, Redis caching, and integration with Ethereum and EVM-compatible chains via Infura. (node)
  - ❌ wiremcp-(wireshark) - time traffic monitoring capabilities through Wireshark's tshark utility, providing tools for packet capture, protocol statistics, conversation tracking, and threat detection. (node)
  - ❌ mobsf
  - ❌ cloudflare-one-casb
  - ❌ @lyuboslavlyubenov/solodit-mcp
  - ❌ aws-cognito - up, sign-in, password management, account verification, and multi-factor authentication for secure identity management. (node)
  - ❌ evm-signer
  - ❌ gibber - 256 and AES-CCM, enabling end-to-end encrypted data exchange via server-sent events. (node)
  - ❌ web-security-scanner - powered browser automation with screenshot capture and comprehensive error handling. (node)
  - ❌ opencti
  - ❌ exa-ai-security-scanner - RPC service that reads requests from stdin and writes responses to stdout. (node)
  - ❌ http-oauth-auth0
  - ❌ shodan
  - ❌ authenticator-mcp - factor authentication codes and passwords stored in the Authenticator App, enabling seamless login assistance across multiple services without manual code entry. (node)
  - ❌ semgrep - driven security scanning, vulnerability detection, and code quality improvement across multiple programming languages. (node)
  - ❌ security-tools-bridge
  - ❌ token-revoke
  - ✅ @vj-presidio/specif-ai-mcp-server - ai services over stdio, focusing on secure API key management, error handling, and flexible deployment options. (9 tools) (node)
  - ❌ wireshark-network-analysis
  - ❌ okta-user-management
  - ❌ bod-25-01-cisa-microsoft-policies - 01 security controls for Microsoft 365, enabling automated policy management and compliance monitoring. (node)
  - ❌ urldna
  - ❌ @auth0/auth0-mcp-server
  - ❌ authentik-mcp - featured and diagnostic modes. These enable secure, automated user, group, and system management through MCP-compatible tools. (python)
  - ✅ @clerk/agent-toolkit
  - ❌ @johnneerdael/netskope-mcp
  - ❌ descope-authentication - driven user management, authentication flows, and access control operations. (node)
  - ❌ cloudflare-audit-logs
  - ✅ @usegrant/mcp
  - ❌ baidu-content-safety
  - ❌ clerk-authentication - driven operations. (node)
  - ❌ command-security-layer - step verification and auditing to enable high-security use cases like critical infrastructure management. (python)
  - ❌ mythic
  - ❌ nmap-scanner - in rate limiting and security safeguards. (python)
  - ❌ osv-database-api
  - ❌ pfsense - RPC, and SSH to enable natural language control of security operations, IP blocking, firewall rule management, compliance checking for PCI-DSS and HIPAA frameworks, threat analysis, and emergency incident response including network isolation and panic mode activation. (python)
  - ❌ plexus - tenant OAuth framework that provides secure user authentication, encrypted API key management, and tenant-scoped tool access controls for enterprise MCP deployments requiring robust authentication and authorization layers. (python)
  - ❌ security-infrastructure - platform threat hunting, security event searches, detection retrieval, and threat intelligence queries for SOC operations. (node)
- - ❌ nuclei
  - ❌ semgrep
  - ❌ kali-linux-penetration-testing-tools
  - ❌ myssl
  - ❌ microsoft-entra-id
  - ❌ microsoft-security-copilot
  - ❌ mythic
  - ❌ baidu-content-safety
  - ❌ nuclei
  - ❌ external-recon
  - ❌ netbird
  - ❌ semgrep
  - ❌ nmap-scanner - in rate limiting and security safeguards. (python)
  - ❌ nmap-network-scanner
  - ❌ trivy-security-scanner
  - ❌ mcp-nvd
  - ❌ querypie-database-access-control
  - ❌ memprocfs
  - ❌ triagemcp-(pe-file-analysis)
  - ❌ hydra-penetration-testing-toolkit
  - ✅ @usegrant/mcp
  - ❌ osv-database-api
  - ❌ mcp-panther
  - ❌ epss-(exploit-prediction-scoring-system) - world risk. (python)
  - ❌ smcp-proxy-(oidc) - based routing and metrics collection. (go)
  - ❌ virustotal
  - ❌ defectdojo-mcp
  - ❌ 1password
  - ❌ malloryai-intelligence
  - ❌ santa-binary-authorization
  - ❌ apktool
  - ❌ zoomeye - in caching and error handling for cybersecurity workflows. (python)
  - ❌ devici
  - ❌ zeropath
  - ❌ roadrecon-analyzer
  - ❌ windows-security-hardening - line utilities that check and modify critical settings including firewall configuration, RDP settings, UAC controls, password policies, and user account management. (python)
  - ❌ sd-elements
  - ❌ cisco-ise
  - ❌ clamav-virus-scanner
  - ❌ pinner
  - ❌ offensive-security-toolkit
  - ❌ yaraflux - based malware scanning capabilities with support for local and MinIO storage backends, enabling security professionals to manage rules, scan files/URLs, and analyze results for threat detection. (python)
  - ❌ @pangeacyber/mcp-server - in AI Guard protection against malicious inputs and outputs. (node)
  - ✅ keycloak-model-context-protocol
  - ❌ keyfactor-command
  - ❌ xss-vulnerability-tester
  - ❌ microsoft-sentinel
  - ✅ @binalyze/air-mcp
  - ✅ keycloak-mcp
  - ✅ @burtthecoder/mcp-virustotal
  - ❌ mitmproxy
  - ❌ joern-(code-analysis)
  - ❌ wireshark
  - ❌ codeql
  - ❌ osv-vulnerability-database
  - ❌ headless-ida-pro
  - ❌ osint-toolkit
  - ❌ oci-registry
  - ❌ aws-ireveal
  - ✅ @burtthecoder/mcp-shodan
  - ❌ kali-security-tools
  - ❌ netwrix-access-analyzer
  - ❌ viso-trust - party assessment, relationship tracking, and vendor information querying without switching contexts. (java)
  - ❌ nvd-(national-vulnerability-database)
  - ❌ cve-search - CIRCL API to enable searching and retrieving vulnerability information from the Common Vulnerabilities and Exposures database for security research, patch verification, and security assessments. (python)
  - ❌ illumio
  - ❌ wazuh - time security alerts and event data from Elasticsearch indices for security operations and threat analysis workflows. (python)
  - ❌ vulnerability-intelligence
  - ❌ aws-security-inspector
  - ❌ kali-linux-security-tools
  - ❌ phalcon-(blocksec-transaction-analysis)
  - ❌ isms
  - ❌ openfga - grained access control policies with support for checking permissions and generating access decision explanations. (python)
  - ❌ crypto
  - ❌ chronicle-security-operations
  - ❌ zeek - line interaction. (python)
  - ❌ osv.dev-security-analyzer - enhanced static analysis. (go)
  - ❌ joe-sandbox-cloud
  - ❌ command-security-layer - step verification and auditing to enable high-security use cases like critical infrastructure management. (python)
  - ❌ pentest-tools
  - ❌ enkryptai
  - ❌ metasploit-framework - exploitation operations for security professionals. (python)
  - ❌ pfsense - RPC, and SSH to enable natural language control of security operations, IP blocking, firewall rule management, compliance checking for PCI-DSS and HIPAA frameworks, threat analysis, and emergency incident response including network isolation and panic mode activation. (python)
  - ❌ bloodhound
  - ❌ sbom-generator-(trivy)
Data Science Tools
- How to Submit
  - ❌ mcp_cube_server
  - ❌ data-explorer - learn, matplotlib, and seaborn libraries for dataset exploration, statistical analysis, and chart generation (python)
  - ❌ mcp-web3-stats
  - ❌ relevanceai
  - ❌ redash-mcp
  - ❌ quantitative-research
  - ❌ duckdb-mcp-server - process analytical database optimized for OLAP workloads with direct support for CSV, Parquet, and JSON files including remote sources like S3. (python)
  - ❌ quickchart
  - ✅ @arizeai/phoenix-mcp
  - ❌ pbixray - based interface, enabling data model exploration, language querying, and structure analysis with pagination and filtering capabilities. (python)
  - ❌ dbt-semantic-layer - hoc analysis, and data-driven application development. (node)
  - ❌ opengenes-mcp - related gene classifications, hallmarks of aging associations, and population genetics longevity studies for researchers analyzing gene-longevity relationships and experimental outcomes. (python)
  - ❌ daipendency-(public-api-docs) - friendly format. (node)
  - ❌ lancedb-vector-search
  - ❌ docling
  - ❌ reexpress-sdm-verification - Distance-Magnitude statistical verification for your search, software, and data science workflows. (python)
  - ❌ wolframalpha-llm
  - ❌ tecton
  - ❌ pubchem - references for drug discovery, chemical research, and regulatory compliance workflows. (node)
  - ❌ r-econometrics - based statistical modeling capabilities for researchers and data scientists, supporting complex regression techniques, panel data modeling, and diagnostic testing across diverse research domains. (python)
  - ❌ gemini-data-analysis-&-research - generated content. (node)
  - ❌ wolfram-alpha
  - ❌ biomart
  - ❌ pi-dashboard-api
  - ❌ mcp-ossinsight - depth insights into the open source ecosystem via OSSInsight.io. (node)
  - ❌ easy-model-deployer
  - ❌ mlflow-prompt-registry
  - ❌ ollama-postgresql-data-analysis - interpreted data analysis without manual SQL writing. (node)
  - ❌ or-tools - Tools to solve constraint satisfaction and optimization problems for decision-making in logistics and operations research. (python)
  - ❌ opendigger - source metrics data for analyzing project health, contributor influence, and community dynamics through a TypeScript tool that fetches GitHub and Gitee repository statistics. (node)
  - ❌ universal-solver-(z3,-cvxpy,-or-tools) - Tools to solve constraint satisfaction, convex optimization, and scheduling problems with support for solver chaining where results from one solver feed into another for complex multi-stage optimization workflows. (python)
  - ❌ lightdash - driven decision making. (node)
  - ❌ cloudflare-autorag - managed RAG pipelines to power your AI applications with accurate and up-to-date information. (node)
  - ❌ mindsdb - scale federated data—spanning databases, data warehouses, and SaaS applications. (python)
  - ❌ pandas-data-analysis - driven projects. (node)
  - ❌ vega-lite-data-visualization - Lite specification language to create custom charts and graphs from tabular data, with output as either text specifications or rendered PNG images. (python)
  - ❌ spark-optimizer
  - ❌ linear-regression
  - ❌ stata
  - ❌ mlcbakery
  - ❌ tidymodels
  - ❌ expr-lang
  - ❌ data-wrangler-(polars)
  - ❌ excel-master
  - ✅ @antv/mcp-server-chart
  - ❌ hana-cloud-ml-bridge - layer architecture that enables model management, execution contexts, and standardized communication for both inference and training workflows. (python)
  - ❌ files-db - configuration setup, real-time file monitoring, and incremental indexing to help developers navigate large codebases efficiently. (python)
  - ❌ log-analysis-sqlite
  - ❌ excel-bridge
  - ❌ dataset-viewer
  - ❌ vizro-mcp
  - ✅ mcp-excel-server
  - ✅ kaggle-mcp
  - ❌ mcp-vcd
  - ❌ graphrag
  - ❌ paperswithcode
  - ❌ bayesian-monte-carlo-tree-search
  - ❌ mlflow
  - ❌ spring-ai - based applications. (java)
  - ❌ dbt-cli
  - ❌ openpyxl-excel
  - ❌ mcp-server-duckdb
  - ❌ pytorch-hud
  - ❌ power-bi
  - ❌ superset
  - ❌ kodit - sitter parsing and semantic embeddings to enable hybrid search combining vector similarity with keyword matching for contextual code retrieval. (python)
  - ❌ mcp-wolfram-alpha
  - ❌ focus-sql - to-SQL transformations through a Spring Boot implementation. (java)
  - ❌ chronulus-mcp
  - ❌ excel-reader
  - ❌ statsource-analytics - series forecasting on user data from various sources including CSV files and databases. (python)
  - ❌ materials-project
  - ❌ zenml - based tools for machine learning pipeline management (python)
  - ❌ sympy
  - ❌ jupyter_earth_mcp_server
  - ❌ scanpy - cell RNA sequencing analysis through Scanpy, enabling bioinformatics workflows like clustering, dimensionality reduction, and cell type annotation without writing code. (python)
  - ❌ hex
  - ❌ axiom-query - time using Axiom Processing Language. (go)
  - ✅ @gongrzhe/server-json-mcp
  - ✅ code-context-provider-mcp - sitter parsers, providing tools for generating directory trees and performing deep code analysis of JavaScript, TypeScript, and Python files. (1 tools) (node)
  - ✅ optuna-mcp - objective optimization, parameter importance analysis, and interactive visualizations including optimization history and Pareto fronts. (26 tools) (python)
  - ✅ scmcp - cell RNA sequencing analysis through Scanpy, enabling bioinformatics workflows like clustering, dimensionality reduction, and cell type annotation without writing code. (51 tools) (python)
  - ❌ adaptive-graph-of-thoughts - stage Graph-of-Thoughts pipeline that decomposes questions into hypotheses, gathers evidence, builds knowledge graphs in Neo4j, and provides confidence-scored conclusions with bias detection and falsifiability assessment for systematic research analysis. (python)
  - ❌ analytical - solving and analytical reasoning with tools for research verification, statistical analysis, logical reasoning, and multi-perspective generation for data analysts, researchers, and decision-makers. (node)
  - ❌ apache-jena-sparql
  - ❌ auto-causal-inference - guided variable classification to generate causal graphs and estimate Average Treatment Effects through DoWhy statistical methods with plain-language business summaries. (python)
  - ❌ code-indexer
  - ❌ csv-and-excel-processor
  - ❌ data-exploration
  - ❌ excel-mcp-server
  - ❌ graphistry - accelerated graph visualization and analytics for LLMs. (python)
  - ❌ local-code-search - time updates through file system watchers and configurable ignore patterns. (python)
  - ❌ multi-document-rag - augmented generation across multiple file formats including PDF, DOCX, PPTX, Excel, CSV, and images. (python)
  - ❌ numpy - based mathematical operations and statistical analysis tools for advanced numerical computations, data analysis, and linear algebra operations in Python environments. (python)
- - ❌ or-tools - Tools to solve constraint satisfaction and optimization problems for decision-making in logistics and operations research. (python)
  - ❌ mcp-server-duckdb
  - ❌ dbt-cli
  - ❌ power-bi
  - ❌ pytorch-hud
  - ❌ openpyxl-excel
  - ❌ statsource-analytics - series forecasting on user data from various sources including CSV files and databases. (python)
  - ❌ superset
  - ❌ mcp-wolfram-alpha
  - ❌ materials-project
  - ❌ biomart
  - ❌ mlcbakery
  - ❌ sympy
  - ❌ chronulus-mcp
  - ❌ data-explorer - learn, matplotlib, and seaborn libraries for dataset exploration, statistical analysis, and chart generation (python)
  - ❌ multi-document-rag - augmented generation across multiple file formats including PDF, DOCX, PPTX, Excel, CSV, and images. (python)
  - ❌ wolfram-alpha
  - ❌ jupyter_earth_mcp_server
  - ❌ zenml - based tools for machine learning pipeline management (python)
  - ❌ docling
  - ❌ tecton
  - ❌ excel-reader
  - ❌ mindsdb - scale federated data—spanning databases, data warehouses, and SaaS applications. (python)
  - ❌ focus-sql - to-SQL transformations through a Spring Boot implementation. (java)
  - ❌ data-exploration
  - ❌ hana-cloud-ml-bridge - layer architecture that enables model management, execution contexts, and standardized communication for both inference and training workflows. (python)
  - ❌ optuna-mcp - objective optimization, parameter importance analysis, and interactive visualizations including optimization history and Pareto fronts. (python)
  - ❌ expr-lang
  - ❌ vizro-mcp
  - ❌ bayesian-monte-carlo-tree-search
  - ❌ storm
  - ❌ adaptive-graph-of-thoughts - stage Graph-of-Thoughts pipeline that decomposes questions into hypotheses, gathers evidence, builds knowledge graphs in Neo4j, and provides confidence-scored conclusions with bias detection and falsifiability assessment for systematic research analysis. (python)
  - ❌ kaggle-mcp
  - ❌ r-econometrics - based statistical modeling capabilities for researchers and data scientists, supporting complex regression techniques, panel data modeling, and diagnostic testing across diverse research domains. (python)
  - ❌ excel-bridge
  - ❌ universal-solver-(z3,-cvxpy,-or-tools) - Tools to solve constraint satisfaction, convex optimization, and scheduling problems with support for solver chaining where results from one solver feed into another for complex multi-stage optimization workflows. (python)
  - ❌ log-analysis-sqlite
  - ❌ mcp-excel-server
  - ❌ graphrag
  - ❌ spark-optimizer
  - ❌ data-wrangler-(polars)
  - ❌ files-db - configuration setup, real-time file monitoring, and incremental indexing to help developers navigate large codebases efficiently. (python)
  - ❌ numpy - based mathematical operations and statistical analysis tools for advanced numerical computations, data analysis, and linear algebra operations in Python environments. (python)
  - ❌ dataset-viewer
  - ❌ excel-master
  - ❌ paperswithcode
  - ❌ stata
  - ✅ @antv/mcp-server-chart
  - ❌ vega-lite-data-visualization - Lite specification language to create custom charts and graphs from tabular data, with output as either text specifications or rendered PNG images. (python)
  - ❌ mcp-vcd
  - ❌ opengenes-mcp - related gene classifications, hallmarks of aging associations, and population genetics longevity studies for researchers analyzing gene-longevity relationships and experimental outcomes. (python)
  - ❌ mlflow
  - ❌ pbixray - based interface, enabling data model exploration, language querying, and structure analysis with pagination and filtering capabilities. (python)
  - ❌ graphistry - accelerated graph visualization and analytics for LLMs. (python)
  - ❌ reexpress-sdm-verification - Distance-Magnitude statistical verification for your search, software, and data science workflows. (python)
  - ❌ linear-regression
  - ❌ duckdb-mcp-server - process analytical database optimized for OLAP workloads with direct support for CSV, Parquet, and JSON files including remote sources like S3. (python)
  - ❌ code-indexer
  - ❌ axiom-query - time using Axiom Processing Language. (go)
Art & Culture
- How to Submit
  - ❌ @nikolausm/huggingface-mcp-server
  - ❌ freepik-fastmcp-toolkit
  - ❌ flux-image-generator-(black-forest-lab)
  - ❌ talk-to-figma
  - ❌ eagle.cool - enabled interaction with Eagle's features. (node)
  - ❌ figma-design-processor
  - ❌ image-gen - to-image generation with extensive parameter control and metadata embedding (node)
  - ❌ weread - book platform to provide access to book content, user highlights, and annotations with efficient cache management for research and literature analysis workflows. (node)
  - ❌ figma-context
  - ❌ irag-mcp-server
  - ❌ tongyi-wanx - generated visuals. (node)
  - ❌ gemini-media-analysis
  - ❌ figma-node-explorer
  - ❌ hebcal-(jewish-calendar)
  - ❌ suno-music-generator
  - ❌ mcp-birdstats - Pi and eBird APIs to enable cross-referencing bird detection data with observation records for ecological research and bird watching insights. (node)
  - ❌ cooper-hewitt
  - ❌ lottiefiles
  - ✅ sketchfab-mcp-server
  - ❌ mcp-asset-gen
  - ❌ letzai
  - ❌ sonic-pi-mcp
  - ❌ openai-image-generator
  - ❌ ohmygpt-flux - quality image creation from text prompts with customizable parameters and cached results directly within conversations. (node)
  - ❌ draw-things - RPC requests, enabling AI image generation capabilities with automatic saving and error handling. (node)
  - ❌ figma - time canvas interactions through both REST API and WebSocket communication. (node)
  - ❌ figma-rest-api
  - ❌ rijksmuseum-amsterdam - resolution image access for art research and cultural exploration. (node)
  - ❌ ableton-copilot-mcp
  - ❌ gemini-image-generator - to-image creation with configurable parameters like aspect ratio and output format (node)
  - ❌ together-ai-image-generation - to-image generation, offering tools for creating visual content based on text prompts. (node)
  - ❌ adobe-creative-suite
  - ❌ painter-(canvas-drawing)
  - ❌ image-generation-(flux-schnell) - to-image generation using Replicate's flux-schnell model, offering configurable parameters for on-demand image creation in various applications. (node)
  - ✅ midi-file-mcp
  - ❌ replicate-flux - schnell model, with customizable parameters for quality and format. (node)
  - ❌ grok-image-generator - to-image creation with support for multiple images, different response formats, and seamless integration into creative workflows. (node)
  - ❌ inspire
  - ❌ tmdb - safe TypeScript resources and tools. (node)
  - ❌ opera-omnia
  - ❌ everart-forge
  - ✅ wikipedia-mcp - to-date encyclopedia information without hallucinating facts. (2 tools) (node)
  - ❌ figma-design-system
  - ❌ touchdesigner-mcp-server - time control of nodes, properties, and Python script execution for interactive digital art and installations. (node)
  - ❌ tmdb-movie-data
  - ❌ figma-chunked - efficient interface to the Figma API that handles large files by breaking operations into manageable chunks with pagination support, filtering capabilities, and resume functionality for retrieving design data without memory constraints. (node)
  - ❌ dall-e - E API to enable image generation with fine-grained control over parameters including model selection, size, quality, and style through a command-line interface. (node)
  - ❌ piapi-image-generation - driven image generation from text prompts for content creation and visual design tasks. (node)
  - ❌ penrose - specific languages to generate mathematical diagrams from natural language inputs. (node)
  - ❌ airgen - E models, providing designers and developers with a streamlined tool for intelligent asset creation across various styles and sizes. (node)
  - ❌ tmdb-(the-movie-database)
  - ✅ mcp-openverse - licensed images with detailed filtering options, attribution information, and specialized essay illustration features for finding relevant academic content. (5 tools) (node)
  - ❌ national-parks-service - time National Park Service data for searching parks by location or activities, retrieving detailed information, and accessing current alerts and closures using TypeScript and requiring an NPS API key for authentication. (node)
  - ❌ runwayml-+-luma-ai - to-video conversion, image animation, and content upscaling through asynchronous progress tracking. (node)
  - ❌ ideogram-images
  - ❌ bazi-astrology - telling and personality analysis based on birth date and time without specialized knowledge of the complex calculation systems. (node)
  - ❌ spline-3d-design - based interactions. (node)
  - ❌ nasa-astronomy-picture-of-the-day
  - ❌ image-generation-(flux)
  - ❌ figma-mcp-pro - to-code conversion across 10 frameworks including React, Vue, Angular, SwiftUI, and mobile platforms. (node)
  - ❌ biomcp-python
  - ❌ photoshop
  - ❌ midjourney
  - ❌ adobe-illustrator
  - ❌ cinema-4d - based communication system for scene manipulation, rendering, and animation directly from conversations. (python)
  - ❌ leonardo-ai
  - ❌ vsegpt-image-generator - language prompts and store them locally with timestamp-based filenames. (python)
  - ❌ image-generation
  - ❌ @modelcontextprotocol/server-everart
  - ✅ figma-mcp
  - ❌ cbeta-buddhist-texts
  - ❌ heygen-mcp
  - ✅ discogs-mcp-server
  - ❌ fal-ai-image-generation - ai/recraft-v3', enabling real-time visual content creation for design and content generation tasks. (python)
  - ✅ mcp-server-stability-ai
  - ✅ nasa-mcp-server
  - ❌ image-gen-(jimeng-ai)
  - ❌ mcp-server-ancestry
  - ❌ florence-2 - 2 to enable advanced image analysis and manipulation tasks like visual question answering, image captioning, and content-based image retrieval. (python)
  - ❌ speckle
  - ❌ swedish-national-archives-(riksarkivet)
  - ❌ image-generation-(replicate)
  - ❌ apple-books-mcp
  - ✅ ableton-mcp
  - ❌ processing
  - ✅ grok2-image-mcp-server
  - ❌ bangumi-tv
  - ❌ jewish-library
  - ❌ scenario-ai
  - ✅ sketchfab-mcp
  - ✅ mcp-sonic-pi
  - ❌ adobe-photoshop-controller
  - ❌ sefaria-jewish-library
  - ❌ ableton-live
  - ✅ @jayarrowz/mcp-figma
  - ❌ openai-image-generation - image-1 model, handling API interactions, error management, and local image storage. (python)
  - ❌ blender-open-mcp
  - ❌ @deepdataspace/dinox-mcp - grained visual understanding — detect, localize, and describe anything in images with natural language prompts. (node)
  - ❌ flux-studio - to-image, image-to-image, inpainting, and structural control operations directly within IDEs through TypeScript-to-CLI command translation. (python)
  - ❌ nasa-mcp - time astronomical data, space weather information, Earth imagery, and exoplanet research capabilities without requiring technical knowledge of NASA's API structure. (python)
  - ❌ dracor-(drama-corpora-project)
  - ❌ bibliothèque-nationale-de-france-(gallica)
  - ✅ blender-mcp
  - ❌ wikipedia
  - ❌ trakt - time entertainment data and personal Trakt viewing history. (python)
  - ✅ minimax-mcp-js - to-speech, and voice cloning across multiple transport modes. (10 tools) (node)
  - ✅ @cloudwerxlab/gpt-image-1-mcp - image-1 model with support for text prompts, file paths, and base64 encoded inputs for creative workflows and visual content creation. (2 tools) (node)
  - ✅ @openmcprouter/mcp-server-ghibli-video - style videos through the GPT4O Image Generator API with tools for credit balance checking and task monitoring. (3 tools) (node)
  - ✅ @recraft-ai/mcp-recraft-server - grained control over artistic properties. (9 tools) (node)
  - ✅ 4oimage-mcp - image API for generating and editing high-quality images through text prompts with real-time progress updates. (1 tools) (node)
  - ❌ audius
  - ❌ comfy-mcp-server - to-image generation using customizable Stable Diffusion workflows. (python)
  - ❌ comfyui - to-image creation with customizable parameters through WebSocket communication. (python)
  - ❌ dall-e-image-generation - E API to generate and save images from text descriptions. (go)
  - ❌ dall-e-image-generator - E 3 for on-demand generation of custom images from text prompts. (node)
  - ❌ decent-sampler-drums - based presets with velocity layers and muting groups. (node)
  - ❌ flux-image-generator - to-image generation through the Flux API on Cloudflare Workers with customizable parameters for dimensions, aspect ratio, and inference steps. (node)
  - ❌ flux-schnell-(replicate) - schnell image generation model, enabling direct image creation from text prompts within conversations through a single tool that communicates with the Replicate API. (node)
  - ❌ mureka-mcp - demand creation of lyrics, complete songs, and instrumental tracks without requiring specialized music production knowledge. (python)
  - ❌ o'reilly-learning-platform
- - ❌ vsegpt-image-generator - language prompts and store them locally with timestamp-based filenames. (python)
  - ✅ @kailashg101/mcp-figma-to-code
  - ✅ together-mcp - quality image generation with customizable dimensions, clear error handling, and optional image saving. (1 tools) (node)
  - ✅ figma-mcp
  - ❌ florence-2 - 2 to enable advanced image analysis and manipulation tasks like visual question answering, image captioning, and content-based image retrieval. (python)
  - ❌ apple-books-mcp
  - ✅ nasa-mcp-server
  - ❌ cbeta-buddhist-texts
  - ❌ image-gen-(jimeng-ai)
  - ❌ image-generation
  - ❌ image-generation-(replicate)
  - ❌ @modelcontextprotocol/server-everart
  - ❌ ableton-mcp
  - ❌ medadapt - powered system that enables searching, generating topic overviews, creating learning plans, and extracting key points from medical literature. (python)
  - ✅ discogs-mcp-server
  - ✅ mcp-server-stability-ai
  - ❌ speckle
  - ❌ swedish-national-archives-(riksarkivet)
  - ❌ penpot-mcp
  - ✅ replicate-flux-mcp
  - ❌ gemini-image-generator
  - ❌ together-ai-image-generation
  - ❌ photoshop
  - ✅ 4oimage-mcp - image API for generating and editing high-quality images through text prompts with real-time progress updates. (1 tools) (node)
  - ❌ biomcp-python
  - ❌ figma-mcp-pro - to-code conversion across 10 frameworks including React, Vue, Angular, SwiftUI, and mobile platforms. (node)
  - ❌ midjourney
  - ❌ leonardo-ai
  - ❌ cinema-4d - based communication system for scene manipulation, rendering, and animation directly from conversations. (python)
  - ❌ adobe-illustrator
  - ❌ heygen-mcp
  - ❌ mcp-server-ancestry
  - ❌ fal-ai-image-generation - ai/recraft-v3', enabling real-time visual content creation for design and content generation tasks. (python)
  - ❌ qgis-geographic-information-system - based API (python)
  - ❌ openai-image-generation - image-1 model, handling API interactions, error management, and local image storage. (python)
  - ❌ zotero - text content, managing collections, and organizing research materials. (python)
  - ✅ @cloudwerxlab/gpt-image-1-mcp - image-1 model with support for text prompts, file paths, and base64 encoded inputs for creative workflows and visual content creation. (2 tools) (node)
  - ❌ @deepdataspace/dinox-mcp - grained visual understanding — detect, localize, and describe anything in images with natural language prompts. (node)
  - ❌ nasa-mcp - time astronomical data, space weather information, Earth imagery, and exoplanet research capabilities without requiring technical knowledge of NASA's API structure. (python)
  - ❌ bonsai-bim-(blender-ifc)
  - ❌ trakt - time entertainment data and personal Trakt viewing history. (python)
  - ✅ @jayarrowz/mcp-figma
  - ❌ adobe-photoshop-controller
  - ❌ comfy-mcp-server - to-image generation using customizable Stable Diffusion workflows. (python)
  - ❌ dracor-(drama-corpora-project)
  - ❌ ableton-live
  - ❌ sefaria-jewish-library
  - ❌ flux-studio - to-image, image-to-image, inpainting, and structural control operations directly within IDEs through TypeScript-to-CLI command translation. (python)
  - ❌ blender-open-mcp
  - ❌ grasshopper-mcp
  - ❌ blender-mcp
  - ❌ wikipedia
  - ❌ bibliothèque-nationale-de-france-(gallica)
  - ❌ mureka-mcp - demand creation of lyrics, complete songs, and instrumental tracks without requiring specialized music production knowledge. (python)
  - ❌ bangumi-tv
  - ❌ gemini-image-generator
  - ❌ processing
  - ✅ grok2-image-mcp-server
  - ✅ @recraft-ai/mcp-recraft-server - grained control over artistic properties. (9 tools) (node)
  - ❌ jewish-library
  - ❌ hugging-face
  - ❌ scenario-ai
  - ❌ sketchfab-mcp
  - ❌ dall-e-image-generation - E API to generate and save images from text descriptions. (go)
  - ❌ mcp-sonic-pi
Cloud Platforms
- How to Submit
  - ✅ @netlify/mcp
  - ❌ pulumi
  - ❌ kubeblocks-cloud
  - ❌ aws-sdk
  - ❌ google-cloud-run
  - ❌ spheron-protocol
  - ❌ vertex-ai-gemini - based responses through configurable tools and streaming support. (node)
  - ❌ azure-resource-graph
  - ❌ s3-tools
  - ✅ mcp-server-esa
  - ❌ dokploy
  - ❌ cloudzero
  - ❌ ali-oss
  - ❌ firebase
  - ❌ railway
  - ✅ @cloudbase/cloudbase-mcp - stack applications on Tencent CloudBase through tools for cloud environments, databases, functions, hosting services, and storage resources. (39 tools) (node)
  - ❌ cloudflare-backup
  - ❌ workers-mcp - latency, scalable AI services at the network edge. (node)
  - ❌ @gutmutcode/mcp-server-cloudflare
  - ❌ lightweight-cloudflare-worker - based MCP server implementation that enables custom API interactions with a basic greeting functionality, easily extendable for integration with external services. (node)
  - ✅ google-cloud-mcp
  - ✅ @digitalocean/mcp
  - ❌ heroku
  - ❌ opnsense
  - ✅ alibabacloud-fc-mcp-server - language runtime support, custom domain routing, and VPC configuration for automated cloud function lifecycle management. (12 tools) (node)
  - ❌ vercel-api
  - ❌ cloudinary
  - ❌ hyperbolic-gpu - demand machine learning workloads. (node)
  - ❌ vercel
  - ❌ aws-bedrock-nova-canvas
  - ❌ kong-konnect
  - ❌ acurast
  - ❌ sakura-cloud
  - ❌ microsoft-graph-mcp-server
  - ❌ cloudflare-logpush
  - ❌ cloudflare-edge-services
  - ❌ aws
  - ❌ aws-ec2-pricing - time AWS EC2 instance pricing data with powerful filtering capabilities for cost optimization and infrastructure planning (python)
  - ❌ terrakube
  - ❌ netlify
  - ❌ codepipeline
  - ❌ azure-table-storage - scale applications. (node)
  - ❌ aws-cli
  - ❌ mcp-clever-demo
  - ❌ yourware-mcp
  - ❌ power-platform-&-azure-cli-bridge
  - ❌ harbor-container-registry
  - ❌ cloudflare-api
  - ❌ cloudflare-ai-gateway
  - ❌ azure-resource-management
  - ✅ multicluster-mcp-server - cluster environments for managing distributed resources through kubectl commands, service account connections, and seamless cross-cluster operations without switching contexts. (4 tools) (node)
  - ✅ awslabs.cdk-mcp-server
  - ❌ tencent-cloud-object-storage
  - ❌ portainer-container-management
  - ❌ cloud-foundry-butler
  - ✅ edgeone-pages-mcp
  - ❌ aws-lambda
  - ❌ aws-labs
  - ❌ kubernetes - based cluster management and command execution for streamlined DevOps workflows. (node)
  - ❌ aws-s3 - signed URL-based access to AWS S3 bucket operations with configurable expiration times for simplified cloud storage interactions. (node)
  - ❌ pure-storage-flashblade - time monitoring, troubleshooting, and resource management. (python)
  - ✅ @osaas/mcp-server - independent cloud infrastructure for databases, storage, and media processing through an open source API. (3 tools) (node)
  - ❌ azure-java-sdk
  - ✅ @felixallistar/coolify-mcp - hosted applications, databases, and infrastructure including 110+ one-click services, 8 database types, server connectivity validation, and environment variable handling. (10 tools) (node)
  - ❌ authenticated-cloud-run - based IAM authentication, providing controlled access to custom servers over the internet for team collaboration. (node)
  - ❌ akash-network - based cloud computing infrastructure. (node)
  - ❌ bunnyshell
  - ❌ amazon-s3
  - ❌ windows-365-cloud-pc - formatted data retrieval (python)
  - ❌ hetzner-cloud - as-code scenarios. (python)
  - ❌ digitalocean
  - ❌ azure-function-apps - line interface supporting various HTTP methods, custom headers, and multiple authentication options. (node)
  - ✅ @masonator/coolify-mcp
  - ❌ ops-unikernel-platform - premises infrastructure automation. (go)
  - ❌ @gannonh/firebase-mcp
  - ❌ @boomlinkai/image-worker-mcp
  - ❌ cloudflare-workers-(via-bindings)
  - ❌ kubesphere
  - ❌ podman-mcp-server
  - ✅ alibabacloud-mcp-server
  - ❌ alibaba-cloud-dms - engine data querying across diverse database ecosystems (python)
  - ❌ aws-bedrock
  - ❌ proxmox
  - ❌ aws-resources - based interface for executing AWS queries across services like S3 and CodePipeline, enabling DevOps tasks and cloud resource management. (python)
  - ❌ gcp-mcp
  - ❌ cloudstack
  - ❌ harvester-hci - based server that provides tools for handling both standard Kubernetes and Harvester-specific resources with human-readable output formatting. (go)
  - ✅ apisix-mcp
  - ❌ box-mcp-server
  - ❌ aws-service-reference - time access to AWS service capabilities and API actions for developers and cloud architects. (python)
  - ❌ azure
  - ❌ azure-resource-manager
  - ✅ coolify-mcp-server
  - ❌ cloud-foundry
  - ❌ argocd-mcp
  - ❌ azure-cli
  - ❌ cloud-infrastructure-manager - specific modules that abstract underlying APIs. (python)
  - ❌ waldur - driven provisioning, monitoring, and billing of multi-provider cloud resources. (python)
  - ❌ wildfly
  - ❌ vantage-cloud-cost-management - time cloud cost management data across multiple providers (AWS, Azure, etc.) for analyzing spending patterns, tracking budgets, detecting anomalies, and optimizing cloud infrastructure costs. (go)
  - ❌ linode-mcp
  - ❌ nvidia-brev
  - ❌ terraform-cloud
  - ❌ kubevirt
  - ❌ vmware-esxi - time performance monitoring through pyVmomi integration (python)
  - ❌ openstack-commander
  - ❌ ucloud
  - ❌ pipecd
  - ❌ nutanix-prism-central
  - ❌ qiniu-cloud-storage - stored assets or perform on-the-fly image transformations (python)
  - ❌ aws-nova-canvas - powered image creation with configurable storage options. (python)
  - ✅ aws-s3-mcp
  - ❌ @cloudflare/mcp-server-cloudflare
  - ❌ modal-(serverless-python)
  - ❌ kubernetes-pilot - aware operations. (python)
  - ✅ aliyun-mcp-server
  - ❌ modal
  - ❌ minio-object-storage
  - ❌ gcp-mcp-server - driven approach. (python)
  - ❌ kubernetes-mcp-server
  - ❌ aws-resource-manager
  - ❌ azure-impact-reporter
  - ❌ nomad
  - ✅ mcp-server-kubernetes
  - ✅ @strowk/mcp-k8s
  - ✅ akave-mcp-js - compatible storage platform to manage buckets and objects, upload/download files, generate signed URLs, and handle file operations with automatic text cleaning for common formats. (13 tools) (node)
  - ✅ cloudinary-mcp-server
  - ❌ @niyogi/render-mcp - related tooling for Render.com. (node)
  - ❌ @novitalabs/novita-mcp-server - accelerated workloads and containers without leaving your conversation context. (node)
  - ❌ aiven
  - ❌ arista-cloudvision
  - ❌ aws-cost-explorer-and-bedrock-usage-analytics
  - ❌ azure-pricing
  - ❌ kubernetes-manager
  - ❌ mcp-handler - time communication between your applications and AI models. Currently supports Next.js with more framework adapters coming soon. (node)
  - ❌ pulumi-cloud-development - as-code operations for efficient cloud resource orchestration and deployment. (python)
  - ❌ runpod
  - ❌ spring-application-advisor
  - ❌ tembo-cloud
  - ❌ truenas-core
- - ❌ aws-cli
  - ❌ alibabacloud-mcp-server
  - ❌ portainer-container-management
  - ❌ azure-cli
  - ✅ apisix-mcp
  - ✅ @masonator/coolify-mcp
  - ❌ aws-labs
  - ❌ hetzner-cloud - as-code scenarios. (python)
  - ❌ azure
  - ❌ proxmox
  - ❌ awslabs.cdk-mcp-server
  - ❌ azure-pricing
  - ❌ waldur - driven provisioning, monitoring, and billing of multi-provider cloud resources. (python)
  - ❌ kubesphere
  - ❌ aws-cli
  - ❌ pure-storage-flashblade - time monitoring, troubleshooting, and resource management. (python)
  - ❌ alibaba-cloud-dms - engine data querying across diverse database ecosystems (python)
  - ✅ akave-mcp-js - compatible storage platform to manage buckets and objects, upload/download files, generate signed URLs, and handle file operations with automatic text cleaning for common formats. (13 tools) (node)
  - ❌ aws-resources - based interface for executing AWS queries across services like S3 and CodePipeline, enabling DevOps tasks and cloud resource management. (python)
  - ❌ aws-lambda
  - ❌ aws-service-reference - time access to AWS service capabilities and API actions for developers and cloud architects. (python)
  - ❌ digitalocean
  - ✅ @osaas/mcp-server - independent cloud infrastructure for databases, storage, and media processing through an open source API. (4 tools) (node)
  - ✅ @digitalocean/mcp
  - ❌ spring-application-advisor
  - ❌ amazon-s3
  - ❌ azure-resource-manager
  - ❌ argocd-mcp
  - ❌ cloud-foundry
  - ❌ wildfly
  - ❌ aws-bedrock
  - ❌ harvester-hci - based server that provides tools for handling both standard Kubernetes and Harvester-specific resources with human-readable output formatting. (go)
  - ❌ box-mcp-server
  - ❌ openstack-commander
  - ❌ pipecd
  - ❌ vmware-esxi - time performance monitoring through pyVmomi integration (python)
  - ❌ terraform-cloud
  - ❌ nvidia-brev
  - ❌ ucloud
  - ❌ kubernetes
  - ❌ kubevirt
  - ❌ linode-mcp
  - ❌ aws-ec2-pricing - time AWS EC2 instance pricing data with powerful filtering capabilities for cost optimization and infrastructure planning (python)
  - ❌ pulumi-cloud-development - as-code operations for efficient cloud resource orchestration and deployment. (python)
  - ❌ cloud-infrastructure-manager - specific modules that abstract underlying APIs. (python)
  - ❌ gcp-mcp
  - ❌ vantage-cloud-cost-management - time cloud cost management data across multiple providers (AWS, Azure, etc.) for analyzing spending patterns, tracking budgets, detecting anomalies, and optimizing cloud infrastructure costs. (go)
  - ❌ yourware-mcp
  - ✅ coolify-mcp-server
  - ❌ cloudstack
  - ✅ @felixallistar/coolify-mcp - hosted applications, databases, and infrastructure including 110+ one-click services, 8 database types, server connectivity validation, and environment variable handling. (10 tools) (node)
  - ❌ arista-cloudvision
  - ❌ aiven
  - ❌ @gannonh/firebase-mcp
  - ❌ aws-nova-canvas - powered image creation with configurable storage options. (python)
  - ✅ aws-s3-mcp
  - ❌ kubernetes
  - ✅ @strowk/mcp-k8s
  - ❌ kubernetes-mcp-server
  - ❌ @cloudflare/mcp-server-cloudflare
  - ✅ aliyun-mcp-server
  - ❌ modal
  - ❌ gcp-mcp-server - driven approach. (python)
  - ❌ s3-tools
  - ❌ nutanix-prism-central
  - ✅ mcp-server-kubernetes
  - ❌ cloudzero
  - ❌ ops-unikernel-platform - premises infrastructure automation. (go)
  - ❌ nomad
  - ❌ minio-object-storage
  - ❌ @niyogi/render-mcp - related tooling for Render.com. (node)
  - ✅ cloudinary-mcp-server
  - ❌ qiniu-cloud-storage - stored assets or perform on-the-fly image transformations (python)
  - ❌ aws-resource-manager
  - ❌ azure-impact-reporter
  - ❌ kubeblocks-cloud
  - ❌ windows-365-cloud-pc - formatted data retrieval (python)
  - ❌ modal-(serverless-python)
  - ✅ mcp-server-esa
  - ❌ kubernetes-pilot - aware operations. (python)
  - ✅ @netlify/mcp
Customer Data Platforms
- How to Submit
  - ❌ @lkm1developer/hubspot-mcp-server
  - ❌ dynamics-365
  - ❌ iaptic - commerce and customer support tasks. (node)
  - ❌ autumn-(pricing-api)
  - ❌ attio
  - ❌ dixa - powered tools. (node)
  - ❌ @NaorAIdeas/hubspot-mcp-server
  - ✅ @tsmztech/mcp-server-salesforce - driven data management, querying, and administration tasks. (15 tools) (node)
  - ❌ apollo.io
  - ❌ salesforce
  - ❌ hubspot
  - ❌ paylocity
  - ❌ integrator.io - in error handling and environment-based configuration. (python)
  - ❌ agentforce-(salesforce) - specific knowledge. (python)
  - ❌ @shinzolabs/hubspot-mcp
  - ✅ @clayhq/clay-mcp
  - ❌ mcp-salesforce-connector
  - ✅ @hubspot/mcp-server
  - ✅ attio-mcp-server
  - ❌ gp
  - ❌ workos - grade authentication and user management features like Single Sign-On and Multi-Factor Authentication for secure, scalable identity management in AI workflows. (node)
- - ❌ hubspot
  - ❌ mcp-salesforce-connector
  - ✅ @clayhq/clay-mcp
  - ✅ @hubspot/mcp-server
  - ❌ integrator.io - in error handling and environment-based configuration. (python)
  - ❌ agentforce-(salesforce) - specific knowledge. (python)
  - ✅ attio-mcp-server
  - ❌ mcp-server-port - assisted task management and workflow orchestration through authentication, prompt triggering, and response handling. (python)
  - ❌ paylocity
  - ❌ @shinzolabs/hubspot-mcp
📦 What You Get
- 💡 Use Cases
  - npm package - TypeScript/JavaScript SDK
  - packages-list.json - Raw data API
Sports
- How to Submit
  - ✅ fpl-mcp
  - ❌ nhl - time game updates, player stats, and league standings for sports analysis and fantasy hockey applications. (go)
  - ❌ spurs-blog-(pounding-the-rock)
  - ❌ the-odds-api
  - ❌ api-football - Football for accessing soccer data including league standings, team fixtures, player statistics, and live match information through specialized tools that retrieve both historical and real-time data. (python)
  - ❌ firstcycling
  - ❌ college-football-data
  - ❌ nba-stats - time NBA game data including scores, player statistics, and play-by-play information through the nba_api package for accessing current basketball information not in Claude's training data. (python)
  - ❌ strava
  - ❌ chess.com-api
  - ❌ op.gg-esports
  - ❌ formula-one-racing-data-(fastf1)
  - ❌ formula-1 - time racing data, historical results, driver information, team radio messages, weather conditions, and telemetry for building F1 statistics applications. (node)
  - ❌ nba-player-stats - reference.com through 23 specialized tools covering career stats, season comparisons, advanced metrics, game logs, awards voting, trend analysis, and all-time rankings for sports analysis and fantasy basketball applications. (python)
  - ❌ nhl-stats - time NHL sports data retrieval by bridging official web and stats APIs, enabling comprehensive access to team standings, player statistics, game schedules, and roster information through a flexible, multi-endpoint TypeScript implementation. (node)
- - ❌ nhl - time game updates, player stats, and league standings for sports analysis and fantasy hockey applications. (go)
  - ❌ spurs-blog-(pounding-the-rock)
  - ❌ the-odds-api
  - ❌ api-football - Football for accessing soccer data including league standings, team fixtures, player statistics, and live match information through specialized tools that retrieve both historical and real-time data. (python)
  - ❌ firstcycling
  - ❌ fpl-mcp
  - ❌ college-football-data
  - ❌ surf-(stormglass)
  - ❌ nba-stats - time NBA game data including scores, player statistics, and play-by-play information through the nba_api package for accessing current basketball information not in Claude's training data. (python)
  - ❌ strava
  - ❌ chess.com-api
  - ❌ nba-player-stats - reference.com through 23 specialized tools covering career stats, season comparisons, advanced metrics, game logs, awards voting, trend analysis, and all-time rankings for sports analysis and fantasy basketball applications. (python)
Translation Services
- How to Submit
  - ❌ simplelocalize
  - ❌ polyglot-translation - specific context for legal, medical, and general use cases, plus formality controls for professional document translation and cross-cultural communication. (python)
  - ❌ youtube-translate
  - ✅ deepl-mcp-server - quality text translation and rephrasing between numerous languages with formality controls for supported language pairs. (5 tools) (node)
  - ✅ @translated/lara-mcp - aware text translations between languages with automatic language detection capabilities. (10 tools) (node)
  - ❌ translate-(deepl)
  - ❌ deepl-translator - quality text translation between multiple languages with comprehensive error handling and request validation (node)
  - ✅ @winterjung/mcp-korean-spell
  - ❌ lingo.dev
  - ❌ mcp-tts - language speech output for AI applications using PulseAudio playback (node)
  - ❌ translator-ai
  - ❌ airylark-translation
  - ❌ japanese-text-analyzer
- - ❌ simplelocalize
  - ❌ polyglot-translation - specific context for legal, medical, and general use cases, plus formality controls for professional document translation and cross-cultural communication. (python)
  - ❌ youtube-translate
  - ✅ deepl-mcp-server - quality text translation and rephrasing between numerous languages with formality controls for supported language pairs. (5 tools) (node)
  - ✅ @translated/lara-mcp - aware text translations between languages with automatic language detection capabilities. (10 tools) (node)
📚 Table of Contents
- 💡 Use Cases
  - 🎥 Video: How to submit a MCP server in JSON file?

Programming Languages

Python 2,017 TypeScript 976 JavaScript 581 Go 234 Java 61 Nix 2 PHP 2 Jupyter Notebook 2 HTML 2 Shell 2

toolsdk-mcp-registry

3. 🎯 Project Purpose

Browser Automation

How to Submit

Command Line

How to Submit

Communication

How to Submit

Developer Tools

How to Submit

File Systems

How to Submit

Finance & Fintech

How to Submit

Knowledge & Memory

How to Submit

Gaming

How to Submit

Marketing

How to Submit

Monitoring

How to Submit

Search & Data Extraction

How to Submit

Other Tools and Integrations

How to Submit

Support & Service Management

How to Submit

Travel & Transportation

How to Submit

Version Control

How to Submit

Uncategorized

How to Submit

Uncategorized

Code Execution

How to Submit

Aggregators

How to Submit

Coding Agents

How to Submit

Embedded System

How to Submit

Databases

How to Submit

Data Platforms

How to Submit

Location Services

How to Submit

Security

How to Submit

Data Science Tools

How to Submit

Art & Culture

How to Submit

Cloud Platforms

How to Submit

Customer Data Platforms

How to Submit

📦 What You Get

💡 Use Cases

Sports

How to Submit

Translation Services

How to Submit

📚 Table of Contents

💡 Use Cases