awesome-mcp-servers

A comprehensive collection of Model Context Protocol (MCP) servers
https://github.com/tensorblock/awesome-mcp-servers

Last synced: 1 day ago
JSON representation

🏗️ Infrastructure
- kswap/consul-mcp
- lijian-ui/vcenter-mcp-server
- chris-sun-star/mcp-server-k8s
- Michael98671/agentbay
- shaxiaozz/prometheus-mcp-server - based server that integrates with Prometheus to provide real-time metric querying and exploration via the Model Context Protocol.
- LuizBranco-ClickHype/VPS-MCP-SERVER
- messageaid/mcp - broker support.
- 3loka/consul-mcp-server - driven analysis and management of Consul service discovery and mesh through natural language interaction.
- pcholakov/restate-mcp-server
- kocierik/mcp-nomad - based server facilitating seamless integration with Nomad for job management and monitoring.
- FunnyPuppet/mcp-s3-server
- kocierik/consul-mcp-server
- Cognitive-Stack/ares-devops-mcp
- kmathur/mcp-server-kubernetes
- AdLibML/mcpserver
- aliyun/alibaba-cloud-ops-mcp-server
- bourbonkk/k8s-pilot - cluster context switching.
- kartikgajjar/mcp-server
- Markermav/ProxmoxMCP-advance
- ayushps1/remote-mcp-server
- iannuttall/flux-ui-mcp - based server offering AI assistants access to Flux UI component documentation and examples through the Model Context Protocol.
- Houlong66/mns-mcp-server
- melihteke/Subnet-Calculator-MCP-Server
- ardecode/netbox-mcp-server - compatible LLMs like Claude.
- G1L1-Tech/remote-mcp-server
- ap425q/CutterMCP
- devilofdev/mcp-config
- koudaiDemon/mcp-server-hand
- Humboldtian/remote-mcp-server
- stolostron/server-foundation-dev-context
- mcpjungle/MCPJungle - hosted MCP Registry and Gateway for AI Agents
- stolostron/server-foundation-dev-context
🖼️ Multimedia Processing
- bads1de/youtube-mp3-mcp - quality MP3 audio from YouTube URLs with seamless Claude Desktop integration.
- jyjune/mcp_vms
- nguyendinhsinh361/elevenlabs-mcp
- tjh19971228/mcp_video_analysis
- intsig-textin/textin-mcp
- PixVerseAI/PixVerse-MCP
- falahgs/mcp-minimax-music-server - driven music and audio content creation through the MiniMax Music API, seamlessly integrating with Claude Desktop.
- morim3/mcp_adobe_premiere
- savethepolarbears/google-photos-mcp
- luebken/playlist-mcp
- sandst1/mcp-server-midi - compatible software, enabling seamless integration with digital audio workstations and hardware synthesizers.
- aimino/imagemagic-mcp
- SkyworkAI/Mureka-mcp
- joshmouch/mcp-image-generator - E API.
- omergocmen/json2video-mcp-server
- echozyr2001/ali-flux-mcp
- antvis/mcp-server-chart - based MCP server.
- HYPERVAPOR/mcp-image-processor - performance image processing server offering format conversion, resizing, and optimization capabilities.
- Bigchx/mcp_3d_relief
- falahgs/mcp-3d-style-cartoon-gen-server - style cartoon image generation with secure file system operations, leveraging Google's Gemini AI and MCP SDK.
- zjf2671/hh-mcp-comfyui
- mario-andreschak/mcp_video_recognition
- Flyworks-AI/lipsync-mcp
- AIDC-AI/Pixelle-MCP - modal support for Text, Image, Sound, and Video generation with Chainlit-based web interface.
- c-rick/jimeng-mcp - based MCP server integrating Volcengine's AI image generation service, offering tools for creating images with customizable parameters and direct URL returns.
- hamflx/imagen3-mcp
- SealinGp/mcp-video-extraction
- kdr/mcp-draw - driven image generation from text prompts via a standardized interface.
- 4kk11/mcp-gpt-image
- MalluBeast69/gemini-img-gen-MCP
- falahgs/image-gen3-google-mcp-server - quality image generation, seamlessly integrating with Claude Desktop and other MCP-compatible hosts.
🖥️ Operating System & Command Line
- winterfx/mcpcli - line interface for managing and interacting with multiple MCP servers, offering features like tool invocation and server inspection.
- reinier-millo/i18n-mcp-server
- sadeghtkd/ping-mcp-server
- the-nine-nation/mini-cursor - line tool enabling Cursor-like programming with AI agents, supporting multi-tool MCP invocation and integration with various LLMs.
- tailor-platform/tailor-mcp - line utility for managing and configuring applications via the MCP server, offering seamless integration with LLM clients and GraphQL access.
- calvinw/mcp-sqlite-client - line client using OpenRouter's LLM API.
- KilluaYZ/elixir_linux_mcp_server
- EdenYavin/OSV-MCP
- someaka/wayland-mcp
- mcollina/perm-shell-mcp
- AB498/computer-control-mcp
- mediar-ai/mcp-server-macos-use - based server enabling macOS application control via accessibility APIs, compatible with MCP clients like Claude Desktop.
- gamunu/mcp-unix-shell - based server for executing shell commands via MCP, featuring command execution history and configurable security settings.
- shkna1368/mcp-cline
- krishanka/remote-mcp
- Machine-To-Machine/m2m-mcp-server-ssh-server
- bfollington/remote-mcp-server
- Deniscartin/mcp-cli
- Machine-To-Machine/m2m-mcp-server-ssh-client
- paulsmith/tailscale-mcp-server - only interactions with Tailscale networks via MCP-compatible clients like Claude Desktop.
- thuanpham582002/tabby-mcp-server - driven control and automation using the Tabby MCP server.
- Ryuhei-So/mermaid-cli-server - cli.
- LiTschii/remote-mcp-server
- wgr1984/ns-lookup-mcp
- GeLi2001/mcp-terminal - based interactive client for managing and communicating with MCP servers, supporting multiple transport methods and server configurations.
- Wh0am123/MCP-Kali-Server - driven offensive security testing by connecting MCP clients to a Kali Linux machine for executing terminal commands and solving CTF challenges.
- anurag-dhamala/os-info-mcp-server - time operating system information through an MCP server interface.
- magicuidesign/cli - line interface.
- classfang/ssh-mcp-server
- dolwinf/mcp-terminal-client - based interactive chat client for communicating with MCP servers using Anthropic's Claude models.
✅ Project & Task Management
- ACNet-AI/OmniTaskAgent - model task management system that integrates with various task management solutions and editors via the MCP protocol, enhancing intelligent workflow processes.
- linshu123/volar_docs
- eyalzh/kanban-mcp - driven workflows using a kanban system, enabling structured planning and execution across multiple sessions.
- danielscholl/backlog-manager-mcp
- stevengonsalvez/todoist-mcp - compatible clients, enhancing productivity and collaboration.
- thezuck/page_control_mcp - time web page control and interaction through a Node.js MCP server and a Chrome extension, enabling seamless integration with AI editors like Zencoder and Cursor.
- Gitreceiver/TAMA-MCP - enhanced task management CLI that operates as an MCP server, enabling programmatic task management and AI-driven task expansion.
- mkusaka/linear-mcp
- digitalcube/advanced-backlog-mcp-server
- TickTeam/ticktick-mcp
- nulab/backlog-mcp-server
- stevengonsalvez/mcp-todoist
- bravoure/clickup-mcp
- service-hero/housecallpro-mcp-server
- Leee62/sentry-issues-mcp
- alepenavargas/mcp-nav
- tradesdontlie/task-manager-mcp - driven task breakdown and tracking capabilities.
- Toru-Takagi/togello-mcp-server
- https-eduardo/clockify-mcp-server
- curiousguyinhis30s/simple-task-master
- tonyzorin/youtrack-mcp - driven interaction with JetBrains YouTrack for comprehensive issue, project, and user management.
- zhongwencool/dida-mcp-server - driven task and project management through TickTick/Dida365 using the Model Context Protocol.
- vanisoul/rundeck-mcp-server - driven Rundeck operations via a Model Context Protocol server, enabling seamless interaction without direct command line use.
- GuilhermeBarroso-sys/trello-report-mcp
- larryhudson/linear-mcp-server-again
- menma-at-here/calendar-mcp-server
- taskade/mcp - compatible client (e.g. Claude or Cursor), enabling workspace loading, task retrieval, and interactive operations.
- jj3ny/reclaim-mcp-server - based MCP server enabling seamless interaction with Reclaim.ai's API for task management and scheduling.
- namanyayg/giga-mcp
- Moss-G/Gantt-server - driven Gantt chart project and task management with interactive visualization capabilities.
- pj8/backlog-mcp-server
🔬 Science & Research
- GreatApo/concrete-properties-mcp - driven analysis of reinforced concrete sections by providing a unified API interface for calculating geometric and material properties.
- GooTec/NCBI-MCP - driven endpoints for genome, gene, and taxonomy data.
- leelasd/molecule_mcp - focused applications by visualizing molecules and retrieving molecular properties using SMILES codes, integrated with LLMs like Claude Desktop.
- RLabs-Inc/ios-forensics-mcp
- koido/liftover-mcp
- Rkm1999/CelestialMCP
- simpolism/AstroMCP
- Nicolassaint/mathsIA_API - MCP to enable AI models to manage a flashcard system for math learning, offering features for user management and progress tracking.
- Xinruims/my_experiment - driven coding tools, offering seamless integration and configuration across platforms.
- liuyixin-louis/ArxivMCP
- wildsonbbl/gnnepcsaft_mcp_server
- milatechtransfer/paperpal
- rperezll/mcp-lab - to-SQL server.
- falahgs/Brave-Gemini-Research-MCP-Server
- Orthogonalpub/modelica_simulation_mcp_server - related tasks.
- ytworks/openMM-Doc-MCP
- arrismo/kaggle-mcp
- mila-iqia/paperpal
- huang-sh/scanpy-mcp - driven scRNA-Seq analysis using Scanpy, enabling seamless integration with AI clients and agent frameworks.
- datalayer/jupyter-earth-mcp-server
- fdmocho/mcp_server_nasa - specific data retrieval through an MCP server setup.
- hiyenwong/arxiv_mcp
- demouth/learn-mcp-server
- Codeshark-NET/climate-triage-mcp
- chcharcharlie/10XResearcher - quality outcomes.
- takashiishida/arxiv-latex-mcp
- JackKuo666/PubChem-MCP-Server - driven searches and retrieval of chemical compound data from PubChem via a streamlined MCP interface.
- HuaLuAI/CAD-MCP - MCP enables natural language-driven CAD operations across multiple software platforms, streamlining drawing tasks through intuitive text commands.
- danimal141/arxiv-search-mcp
- sebastien-le-paris/project-rules
🔎 Search
- kokilabo/pdf-researcher
- joaomj/deep-search-mcp
- jarondonp/portfolio-mcp-server
- dealwallet1/meiliseachmcp
- marioalexandreantunes/mcp-search-mojeek - focused and unbiased search results.
- funwarioisii/perplexity-mcp-rb - based MCP server.
- help116114/zoomeye-mcp-server - wide host and web data via the ZoomEye v2 API.
- The-AI-Workshops/searxng-mcp-server - focused search capabilities.
- atskimura/mcp-salesforce-code-search
- jindasy/mcp-news - based searches.
- jmchat/mcp-search-console-ts
- OEvortex/ddg_search - focused MCP server that leverages DuckDuckGo for efficient web search and URL content extraction.
- BochaAI/bocha-search-mcp - quality knowledge from billions of web pages and diverse content sources, enhancing search capabilities across multiple domains.
- nitish-raj/searxng-mcp-bridge
- mytechnotalent/RAG_MCP
- g-fukurowl/fess-mcp-server
- ayush-rudani/google-search-mcp-server
- alizdavoodi/MCPDocSearch
- p1atdev/code_search_mcp
- SebastianBoehler/domain-check-mcp
- Glitchfix/mcp-duckduckgo
- mcp-for-dev/mcp-google-search
- 302ai/302_web_search_mcp
- Furafrafrfr/googler - line use.
- skeet-build/opensearch - only access to OpenSearch clusters, allowing LLMs to inspect indices and execute queries.
- qianlima365/zhipu-web-search-mcp
- RmMargt/searchAPI-mcp
- zizzfizzix/mcp-server-indexnow - compatible clients.
- preludeorg/windows-rs-mcp
- isnow890/naver-search-mcp
🔒 Security
- slowmist/MasterMCP
- sxhxliang/mcp-security-scan
- Eliran79/Vulnerable-file-reader-server
- R3verseIN/HackerMCP
- RobertoDure/mcp-vulnerability-scanner - based checks, providing detailed reports with severity and remediation steps.
- crazyMarky/mcp_nuclei_server
- Medinios/SuricataMCP
- dev-lu/PentestMCP
- trustasia-com/myssl-mcp-server-python
- dkvdm/onepassword-mcp-server
- GH05TCREW/MetasploitMCP - driven interaction with Metasploit for dynamic security testing and exploitation workflows.
- EdenYavin/Garak-MCP
- GH05TCREW/winsecMCP
- CyberSecurityUP/Offensive-MCP-AI - focused MCP server that integrates AI for autonomous red teaming, threat hunting, and incident response automation.
- ashgw/vault-mcp
- ca-risken/risken-mcp-server
- mytechnotalent/MalwareBazaar_MCP - driven server autonomously interfaces with MalwareBazaar for real-time threat intelligence and sample metadata in cybersecurity research.
- jmorrell-cloudflare/mcp-bearer-auth-example
- naebo/mcp-external-recon-server
- javaDer/mcp-sentry-custom
- auth0/auth0-mcp-server - driven management of Auth0 operations through integration with LLMs and AI agents.
- bornpresident/MISP-MCP-SERVER
- stoyky/mitre-attack-mcp - Context Protocol server.
- stevenyu113228/BloodHound-MCP
- Ludok-4/Ghidra
- JithukrishnanV/MCP-CyberAgent - CyberAgent connects Claude Desktop with cybersecurity tools like VirusTotal, Nmap, and Shodan for AI-driven threat detection and network analysis.
- gleicon/mcp-osv
- enkryptai/enkryptai-mcp-server - teaming, prompt auditing, and AI safety analysis into any MCP-compatible client with Enkrypt AI MCP Server.
- Eacus/misp-mcp
- MorDavid/ExternalAttacker-MCP
📱 Social Media & Content Platforms
- NexusX-MCP/integrate-mcp-server
- sriramsowmithri9807/MCP_X
- Arindam200/devto-mcp
- rafaljanicki/x-twitter-mcp-server - driven interactions with Twitter, enabling tweet management and user engagement through natural language commands.
- shariqriazz/upsplash-mcp-server
- funtuan/tw-kfc-coupon-mcp - driven applications.
- LuniaKunal/mcp-twitter
- LT-aitools/MCPblusky
- yorickchan/mcp_youtube_dlp - dlp.
- saginawj/mcp-reddit-companion
- stephen9412/youtube-mcp-server
- Yooki-K/weibo-mcp-server
- bossdong955/weibo-mcp-server
- kukapay/twitter-username-changes-mcp
- bads1de/GNews-MCP
- Lunran/rssmcp
- freestylefly/mcp-server-weread
- Arnoutopya/claude-google-images-mcp
- Alirezawmoradi/github-follower-manager-mcp
- Zmingfeng/news_mcp - supported AI assistants.
- renant/mcp-tabnews
- jean-technologies/mcp-writer-substack
- Rakibulislamsarkar/twitter-mcp
- objones25/remote-cloudflare-youtube-transcript-mcp-server - fast response times.
- gulihua10010/mcp-server-article
- dabidstudio/youtubeinsights-mcp-server - based video discovery, and channel info retrieval.
- 1282saa/news_se
- tropical-362827/futaba-mcp
- Sergiolm17/genius-mcp-server
- ganyariya/misskey-mcp-server
🤖 AI & LLM Integration
- Ankit2533/research - agent deep researcher leveraging MCP to perform comprehensive web searches with Linkup and CrewAI orchestration.
- CDataSoftware/cdata-jdbc-mcp-server - only MCP interface.
- kylewoolstenhulme-block/Notion-Goose-MCP
- Ankit2533/multi-agentic_deepresearch - agent deep researcher leveraging MCP to orchestrate AI agents for collaborative deep web searches and knowledge synthesis.
- drdeeks/remote-mcp-server
- raj-mehra/jira-mcp
- AlexShan2008/mcp-claude-weather - time weather alerts and forecasts from the US National Weather Service, seamlessly integrating with Claude for Desktop.
- expensivefav/mcp
- vinodismyname/redshift-utils-mcp - driven interaction with Amazon Redshift, enabling secure data querying and diagnostics via the AWS Data API.
- frostming/openweather-mcp
- jasiekkk/jan-stripe
- MartinPSDev/curl-mcp
- natifridman/stocks-mcp - time stock information from Google Finance using a Pythonic MCP server framework.
- dithom/shopware-mcp
- shankarpriyank/remote-mcp-server-authless
- slot181/openapi-integrator-mcp - quality image generation through OpenAI-compatible APIs, offering a standardized interface for specifying image parameters.
- kukapay/crypto-rss-mcp - time cryptocurrency news from multiple RSS feeds to assist AI agents in making informed market decisions.
- AlekseyKapustyanenko/NihFix.Postgres.Mcp - time AI agent interactions with PostgreSQL databases using SSE and STDIO protocols.
- CrewAakash/mcp-server-for-copilot - compatible clients, maintaining conversation context and supporting stateful interactions.
- xiaok/etherscan-mcp
- qingshanyuluo/prometheus-mcp-server - friendly analysis.
- falahgs/MCP-Storybook-Image-Generator
- MCP-Reasoner/MCP-Reasoner - Tools with Large Language Models for constraint solving and optimization through the Model Context Protocol.
- AzureDevOpsAPI/Azure-DevOps - driven interactions with Azure DevOps APIs, enabling seamless project management and DevOps workflows through natural language commands.
- Excoriate/mcp-terraform-aws-provider-docs - to-date data directly from the source.
- tangshuang/mcp-bone
- belljustin/spotify-mcp
- Zerg00s/server-sharepoint
- bh-rat/context-awesome - MCP server for querying 8,500+ curated awesome lists (1M+ items) and fetching the best resources for your agent.
- comitest22/linear-mcp
- stephenlb/pubnub-mcp-server - based MCP server.
🎨 Art, Culture & Media
- ourongxing/newsnow-mcp-server
- trevhud/vibe-mcp
- eluc1a/mcp-news
- Toos00/freepik-mcp-server
- chatmcp/heybeauty-mcp - on experiences by leveraging HeyBeauty API to manage and execute try-on tasks with clothing resources.
- kokushin/exia-mcp
- molmolkky/prompt-character-mcp-server
- Lala-0x3f/mj-mcp
- JayArrowz/mcp-osrs
- RohitMidha23/youtube-mcp
- Otto-J/podcast-xyzrank-mcp
- miyamo2/hotpepper-gourmet-mcp-server - based queries using the Hot Pepper Gourmet API.
- Antipas/4oimage-mcp - image API to enable AI-driven image generation and editing through text prompts.
- sunqirui1987/ae-mcp
- lieyanqzu/ygocdb-mcp
- dbeltra/scryfall-mcp
- Kota8102/aws-weekly-news-mcp
- x0x0b/mcp-nicovideo-snapshot-search
- nvsofts/jlcpcb-parts-mcp
- Ukenn2112/BangumiMCP
- falahgs/gemini-vision-art-studio
- 0010aor/mcp-mtg-assistant
- cmathgit/biblegateway-votd-mcp
- Tok/SuperColliderMCP - driven audio synthesis and processing in SuperCollider via OSC messages, enabling dynamic sound generation and integration with AI development environments.
- raj-mehra/figma-mcp
- opensourcedev90s/uk-science-museum-group-mcp - based MCP server.
- AnshulDalua/illustrator-mcp
- hugeicons/mcp-server - specific guides for AI assistants.
- enggpt-it/MCP-Server-Cybersecurity-News
- NFTGo/mcp-nftgo-api - based assets.
🌐 Browser Automation & Web Scraping
- giannisalinetti/python-mcp-server
- mhazarabad/browser-use-mcp
- 1999AZZAR/mcp-server-google-search
- luminati-io/web-scraping-with-mcp - world data extraction.
- magicp-mhl/newsnow - time news reading with adaptive scraping and MCP server support for seamless integration.
- regenrek/deepwiki-mcp
- xinlei413/DOC-Server-MCP - party package documentation using versatile scraping and intelligent processing with hybrid search capabilities.
- kxkaloo/mcp
- eadm/grain-mcp-server
- jobsonlook/xhs-mcp - engineering JavaScript to access and manage notes and comments without Playwright.
- mohdsuhail007/VerbilioMCP
- myzxlin/redbook-mcp
- larryhudson/mcp-server-example-image-block
- Elvis720/mcp-agent
- xinlei413/MCP-DOC-Server-OpenRouter - party package documentation with advanced hybrid search capabilities.
- thomasvan/mcp-brave-search
- oddlyspaced/ultimate-android-mcp
- ronantakizawa/a11ymcp - core API and Puppeteer.
- hamibot/hamibot-mcp-server
- YantaoMou/mcp_droid
- LuckyXYJ/mcp_ios_project
- ying-dao/yingdao_mcp_server
- catinair/aipower-rpa-mcp-server - driven automation workflows.
- bneil/mcp-go-colly
- ertugrul59/tradingview-chart-mcp
- sungithubid/mcp-url2markdown
- NexusX-MCP/data-mcp-server
- korwabs/playwright-trace-mcp
- yan5236/bing-cn-mcp-server
- w1561778301/mcp-playwright-test
🏗️ Build & Deployment Tools
- zenoengine/msbuild-mcp-server
- radostkali/gitlab-mcp-server
- rianvdm/remote-mcp-server
- gabelul/perplexity-mcp
- yoda-digital/horologic-mcp - compatible clients like Claude Desktop.
- Miura55/fastapi-mcp-workshop - proxy.
- hipposys-ltd/airflow-mcp
- aYenx/remote-mcp-server
- kaeosdesign/remote-mcp-server
- vistaarjuneja/harness-mcp
- ankit1057/nexuscontroller
- yodablocks/mcp-installer.0
- akr4/claude-code-mcp-docker
- sakomws/mcp-cf-deploy
- hiroooo000/mydockers
- dandacompany/webhook-trigger
- base/base-builder-mcp
- snowsky/mcp-helmfile - assisted deployments and configurations.
- buildkite/buildkite-mcp-server
- bsmith925/mcp-examples - wide MCP servers, focusing on Git repository management and Kubernetes deployment.
- misanthropic-ai/lean-docker-mcp - powered agents, offering both transient and persistent environments.
- kappaexpress/docker-mcp
- aaomidi/mcp-bazel
- ThomasRohde/mcp_server_manager
- addozhang/spring-rest-to-mcp
- gunpal5/QuickMCP
- Drew-Goddyn/buildkite-mcp
- thepragmatik/mcp-server-jvm-build-tools
- f-inc/containerinc-mcp
- cpecf/docker-mcp
☁️ Cloud Platforms & Services
- doma2k/monad-contract-deployment-mcp
- adrianmonad/MonDeployer
- groovyBugify/aws-security-mcp
- joeseesun/qiniu-mcp-joe
- Tencent/cos-mcp
- Azure/blue-bridge - secret authentication, supporting Azure Managed Grafana, Azure Data Explorer, and more.
- oliverbenns/digitalocean-mcp
- Ropz3/remote-mcp-server
- curious-pm/mcp-google_cloud_billing
- curious-pm/mcp-digital_ocean_billing
- bizflycloud/bizflycloud-mcp-server - go SDK.
- JCallico/py-az-mcp
- leeb003/supabase-mcp - based MCP server, ensuring seamless integration with Cursor.
- noahseger/cf-example-remote-mcp-server
- nhc/cloudflare-remote-mcp-server
- sanxxit/my-aws-cost-explorer
- sanxxit/AWS-cost-explorer-with-MCP-server
- Collaborne/mcp-server
- trilliwon/lion-mcp-server
- jhgaylor/me_mcp_server
- bocchiczennie/aws-monthly-cost-report-mcp-server
- roboulos/remote-mcp-server
- anandkumarpatel/remote-mcp-server
- Arodoid/FastlyMCP
- tumf/fastmcp-gsuite - based server, supporting multiple accounts and advanced email and calendar management.
- atalhens/ntnx-mcp - line chatbot interface, integrating with Nutanix AI LLM endpoints and supporting dynamic tool integration.
- aradtamako/DnfApiServer
- bittush8789/MCP - term forecasts.
- antymijaljevic/k8s-doc-mcp - based MCP server for managing and summarizing sticky notes using the Model Context Protocol SDK.
- stephenlacy/mcp-proxy - based proxy facilitating bidirectional communication between stdio and SSE for MCP servers.
⚽ Sports
- dhrbtjr0331/nba-stats-predictor-mcp - time data analysis and advanced statistical modeling.
- henryco23/NBA
- yeonupark/mcp-soccer-data - time football match data through natural language interactions using the SoccerDataAPI.
- guillochon/mlb-api-mcp
✈️ Travel & Transportation
- RikGmee/searchAPI-mcp - context protocol server.
- achel-b8/rakuten-hotel-search-mcp - in dates and location.
- ralf-boltshauser/sbb-mcp-server
- Joooook/12306-mcp
- variflight/variflight-mcp
- cevatkerim/chargenow-mcp - time status of EV charging stations using the ChargeNow API.
- amith-vp/indian-railway-mcp
- rajprem4214/indian-railways-mcp - time station status and train information for Indian Railways using the Model Context Protocol.
- JordanDalton/DoorDash-MCP-Server
- kennyfong19931/mcp-hk-transport-eta - time public transport ETA retrieval in Hong Kong via an MCP server.
- harimkang/mcp-korea-tourism-api
- donghyun-chae/mcp-amadeus - compatible clients.
- opspawn/Google-Flights-MCP-Server
- hrishabhn/flight-mcp
- birariro/agoda-review-mcp - making.
- Cyreslab-AI/flightradar24-mcp-server - time flight tracking data from Flightradar24 via a Model Context Protocol server.
- MariyaFilippova/mcp-strava
- arjunkmrm/sg-lta-mcp - time transportation data from Singapore's Land Transport Authority via an MCP server.
- kennyckk/mcp_hkbus - time access to Hong Kong's KMB and Long Win Bus route information and arrival times for Language Models.
- pab1it0/tripadvisor-mcp - driven exploration of Tripadvisor's location data, reviews, and photos via standardized MCP interfaces.
- Cyreslab-AI/flightradar-mcp-server - time flight tracking and status information using the AviationStack API.
- Abiorh001/mcp_ev_assistant_server
- smamidipaka6/flights-mcp-server
- openbnb-org/mcp-server-airbnb
- salamentic/google-flights-mcp - level flight planning using the fast-flights API, offering seamless integration with Claude Desktop.
- piddlingtuna/tfnsw-realtime-alerts-mcp-server - driven access to real-time transport alerts from Transport for NSW, enhancing LLM capabilities with up-to-date disruption information.
- tomekkorbak/strava-mcp-server
- jason-tan-swe/railway-mcp
- arjunkmrm/mcp-sg-lta - time transportation data from Singapore's LTA DataMall API, including bus arrivals, train alerts, and traffic incidents.
- lumile/lumbretravel-mcp
✨ Code Analysis & Quality
- dhylan01/MCP_OA
- angrysky56/ast-mcp-server
- joaomj/code-reviewer-mcp
- shaydo-deriv/go-archer
- RaRdq/RR.MCP - driven .NET project analysis by extracting interfaces, models, and data structures using PowerShell scripts.
- mettamatt/code-reasoning - solving capabilities by breaking down complex programming tasks into manageable steps using structured, sequential thinking.
- jpheimonen/code-oracle
- FuelLabs/fuel-mcp-server
- AB498/code-context-provider-mcp - sitter parsers.
- alesr/gh-self-reviewer - based Anthropic MCP server facilitating self-review of GitHub pull requests with Claude AI integration.
- lq0910/vuesage
- Bamimore-Tomi/ghidra_mcp - engineering backend by extracting decompiled binary data and exposing it to LLMs via MCP.
- aidalinfo/mcp-clean-code - structured code with comprehensive English comments, focusing on readability and maintainability.
- priyankark/a11y-mcp - core, integrating seamlessly with AI assistants to address a11y issues.
- hanqizheng/unit-test-generator-mcp-server
- DocNR/repo-explorer - repository code pattern search, integrating seamlessly with Claude AI.
- yy1588133/code-merge-mcp
- davidleathers113/typescript-analyzer-mcp
- crisschan/mcp-jacoco-reporter - friendly formats for enhanced analysis and insights.
- Tomatio13/software-checker-mcp
- smadi0x86/GDB-MCP - driven debugging and analysis with GDB through an MCP server interface.
- Ixe1/code-scanner-server - friendly outputs, with dual operation as a CLI tool and MCP server.
- mobilehackinglab/jadx-mcp-plugin
- first-to-fly/code-cleanup
- hloiseaufcms/mcp-gopls
- irvinebroque/repro-root-mcp-issue
- r-huijts/mcp-server-tester - driven tool for automating tests and generating reports for MCP servers, leveraging Claude AI for intelligent test case generation.
- nodetec/nostr-code-snippet-mcp - based MCP server.
- BangNGH/github-code-index-mcp-server
- CodeLogicIncEngineering/codelogic-mcp-server
🔧 Utilities & Helpers
- FlatFilers/mcp-server-flatfile
- qianO33/mcp-excel-server
- Jerry-is-coder/mcp-excel-controller-pro
- tuki0918/eagle-mcp-server
- sam-trost/mcp-server-svgl
- ndlxp2008/write_emoji_mcp
- protagolabs/Netmind-Parse-PDF-MCP
- devjiel/mcp-echo-server
- ASJordi/whois-mcp
- rims-dev/RIMS-MCP
- nguyendinhsinh361/supergateway-sinhnd - based servers over SSE or WebSockets, enabling seamless remote access and integration with web-based clients.
- tvriesde/mcp-license-check
- WeatherXM/weatherxm-pro-mcp
- OpenSourceGuru776/consist
- raymondlowe/roo-code-custom-mode-editor-mcp-server
- LittleFatz/mcp-demo
- shivaji43/gibwork-mcp
- dotku/mcpm
- adarshem/mcp-server-learn - based MCP server offering weather alerts and forecasts using the US National Weather Service API.
- dynstat/agents-mcp-clients - client architecture using MCP.
- Kr8thor/n8n-mcp-tool
- Nozomuts/date-mcp
- va99/napier - based commands, streamlining the setup process for npm and PyPi hosted servers.
- BrightLin/mcp-server-port-cleaner
- Masa1984a/jrhokkaido_train_info - time train operation information for JR Hokkaido, including delays and cancellations, across various regions.
- helebest/my-mcp-lab
- vitolrosario/http-request-mcp
- bsmnyk/mkslides-mcp
- trutohq/truto-mcp-stdio - line interface proxy facilitating communication between JSON-RPC messages and HTTP Streamable MCP servers.
- veithly/ipfs-uploader - based MCP server for uploading images to IPFS, featuring a simple notes system with text note creation and summarization tools.
- OpenSourceGuru776/consist
💻 Code Execution
- rapidriskradar/RRR-MCP
- Quathor/CMD-Executor
- cloudywu0410/python_sandbox_mcp_server - time communication via SSE.
- madhavarora1988/mcp_sqlite_poc
- spences10/mcp-sequentialthinking-qa
- Stoicmehedi/K-MCP - MCP connects AI assistants to a Kali Linux terminal for AI-driven penetration testing and security research.
- tufantunc/ssh-mcp
- alfonsograziano/node-code-sandbox-mcp
- MSAdministrator/enrichment-mcp - party services like VirusTotal and Hybrid Analysis.
- Ompragash/isolator-mcp
- synackpwn/enrichment-mcp - party services.
- pkgxdev/mcp - driven execution of any Open Source tool via pkgx, with a focus on security and sandboxing.
- stableversion/lldb_mcp
- koido/extreme-p-mcp - value calculations through an API interface using R scripts, integrated with Python via FastMCP.
- harshini-ns/mcp-search-engine - based MCP server offering a comprehensive suite of mathematical functions for seamless integration with language models.
- jordanperr/mcp-experiments - driven control of a Mac desktop via Bash and AppleScript commands.
- T1nker-1220/aws-postgress-mcp-server - only SQL query access to AWS PostgreSQL databases using the Model Context Protocol.
- texra-ai/mcp-server-mathematica
- svngoku/mcp-docker-code-interpreter - based environment for executing code through MCP, enabling AI assistants to run code safely within isolated containers.
- longxiangzhu/db2-mcp
- pottekkat/sandbox-mcp
- dtkmn/mcp-zap-server
- liuchongchong1995/nodejs
- chrisjmendez/mcp_quickstart - style queries.
- Dangoron/defillama-mcp
- tarjeir/chunker-mcp
- bimalpaudels/python-interpreter-mcp
- johnhenry/vimble-mcp
- JSFrouws/mcp-matlab-executor - approved security prompts.
- 1Levick3/postgresql-mcp-server
💬 Communication & Messaging
- jamesacklin/tlon-mcp-server
- varunwahi-plivo/plivo-mcp-server
- deuslirio/mcp-server-whatsapp-message
- theo-nash/twitter-mcp-server - driven interactions with Twitter, enabling operations like tweeting, searching, and user management without direct API access.
- sudhakarmlal/ERAV3-GMAILMCP
- operation-hp/WA-MCP - web.js.
- va99/Napier-mcp - driven interactions with WhatsApp by bridging local environments to the WhatsApp web API, enabling message retrieval and media handling through a Python MCP server.
- kousunh/alertmcp
- arush15june/zammad-mcp-go
- leshchenko1979/tg_mcp
- nicekon/zendesk-mcp-server-kon
- atorber/wechaty-mcp-sse - based MCP server.
- firstorderai/authenticator_mcp
- imprvhub/mcp-status-observer - time monitoring and querying of operational statuses for major digital platforms within Claude Desktop.
- Escorza07/whatsapp-mcp
- karateboss/mcp_email_reader
- scho-to/mcp-jira-cloud-v2
- YajieQi123/mcp-server-monday-qi
- alimo7amed93/webhook-tester-mcp - test.com, enabling webhook observability and management.
- Escorza07/mcp-gmail-extension
- Meerkats-Ai/findymail-mcp-server
- BlackMac/sipgateio-mcp - driven interactions with sipgate services for SMS, calls, and account management.
- TharanaBope/whatsapp-mcp-n8n
- mskim8717/dooray-mcp
- beylessai/hiworks-mcp
- team-telnyx/telnyx-mcp-server - driven solutions.
- futuyu/Discord-webhook-MCP
- tituslhy/sturdy-octo-fortnight
- noobnooc/webhook-mcp
- orellazri/coda-mcp
📝 Content Management Systems
- edgarrmondragon/limesurvey-mcp
- thoy-le-duc/mcp-woocommerce-thoy - RPC 2.0, integrating with WordPress REST API across multiple platforms.
- aguaitech/Elementor-MCP
- galatanovidiu/wp-wordpress-remote-proxy
- cromewar/ghost-mcp-server
- PragmaTech-GmbH/bootiful-wordpress-mcp-server - based server facilitating WordPress integration through MCP.
- BCusack/sharepoint-mcp
- SunnyCloudYang/hugo-mcp
- pixelsock/directus-mcp
- gopalcnepal/mcp-wordpress
- injunko/figma-mcp-server - powered coding tools to access and implement Figma design data seamlessly.
- soggycactus/paprika-3-mcp
- mabeldata/pocketbase-mcp
- burnworks/microcms-api-mcp-server
- loyaniu/moodle-mcp
- Leonelberio/the-wordpress-mcp-server - RPC 2.0, enabling post creation, retrieval, and updates through the WordPress REST API.
- tsainte/wordpress-automation-mcp - based MCP server, offering CRUD operations and post status handling.
- tonioshikanlu/mcp-gdrive-server
- Utsav-Ladani/WordPress-MCP
- granthooks/Nocodb-MCP-Server
- rijkvanzanten/directus-mcp-server
- harlley/storyblok-mcp
- sdi2200262/eclass-mcp-server
- mrwyndham/pocketbase-mcp
- starbuck93/tandoor-mcp-server
- theWDY/office-editor-mcp
- johnnyrobot/claude-canvas-mcp
- jpollock/wordpress-mcp
- calafate40/MCP-FileMaker - based authentication and record search capabilities.
- rakeshgangwar/freshrss-server
📊 Data Analysis & Business Intelligence
- rotatingshov/go-mcp-mysql - based MCP server, offering CRUD operations and automation without the need for Node.js or Python.
- datafe/maxcompute-mcp-server
- atcol/glue-mcp
- albertdow/mcp-datapi
- 4R9UN/mcp-kql-server
- lancedb/lancedb-mcp-server
- phxdev1/archy-mcp
- rithik-perera/CodeCrunchMCP
- orlando2019/xlsm-mcp-server - driven manipulation of Excel files with macros, enhancing data analysis and office automation capabilities.
- under-doc/underdoc-tutorial-expense-analytics-mcp-sqlite
- Meerkats-Ai/builtwith-mcp-server
- OpenLinkSoftware/mcp-adonet-server - accessible DBMS platforms.
- hesslee/mcp-server-altibase
- arturborycki/mcp-teradata
- plainsignal/plainsignal-mcp
- mattfoster/kcve
- 2geonhyup/dart-mcp
- mustafahasankhan/duckdb-mcp-server
- nananaman/DuckDB-RAG-MCP-Sample
- future3OOO/Deep-Fusion-Research-
- alexxx-db/databricks-genie-mcp
- MpLebron/GeoDataProcessor-MCP
- BioContext/PubChem-MCP
- cygkichi/estat-mcp-server - Stat API, enabling language models to search and retrieve government statistical data.
- mamisoa/mcp-alchemy
- variablenigh/excel-mcp-server
- roastedculti/metoro-mcp-server
- cheukyin175/metabase-mcp
🗄️ Databases
- tkz24589/mcp_mongodb - driven interactions with MongoDB through natural language queries, supporting seamless data management and retrieval.
- wangzhaobo168/dm-mcp-server - only SQL queries, and displaying table structures.
- NomotoK/doris-mcp-server - only SQL queries and schema exploration on Apache Doris databases for LLM applications.
- waii-ai/waii-mcp-server
- affannahmed/MCP-Server-with-Claude-Ai
- ydb-platform/ydb-mcp - driven interactions with YDB databases through a Model Context Protocol server, enabling natural language database operations.
- Moonlight-CL/redshift-mcp-server - based MCP server.
- Carlosfpc/mcp-mysql
- orlando2019/MCO-postgres - only operations on PostgreSQL databases by providing schema inspection and query execution capabilities.
- Jite-J/-mysql_mcp_server
- hmn53/sql-mcp - only interactions between LLMs and SQL databases using MCP tools.
- fnf-deepHeading/mcp-snowflake-reader-ts - only access to Snowflake databases via the MCP protocol, supporting cross-platform functionality and query caching.
- cnosuke/mcp-mysql - based MCP server, enabling seamless integration with MCP clients for database querying and management.
- shensiqi0701/mysql-mcp-server-modification - only access to MySQL databases, allowing users to list databases, tables, and execute queries through an MCP server.
- avarant/typesense-mcp-server
- tqvthu-works/mysql-mcp-server
- allizwellai/mysql-mcp-server - only access to MySQL databases, enabling users to list databases, tables, and execute queries with robust security features.
- shensiqi0701/MCP-MySQL-server-implementation
- shibayu36/mysql-schema-explorer-mcp - scale databases.
- asirulnik/mcp-law-office-db
- adam2211/neon-mcp-loc
- achrekarom12/mcp-mongo
- nature-lover-iv/neo4j-mcp
- BioContext/ChemBL-MCP
- jt-atan/Access-COM - bit Microsoft Access databases through a Model Context Protocol tool, supporting SQL queries and linked table management.
- aliyun/alibabacloud-adbpg-mcp-server
- RichardHFYU/MCP_Java_PSQL - based MCP server for inspecting PostgreSQL database schemas, supporting SSE transport for integration with Cursor and other MCP clients.
- Pratye/MEC-Postgres
- Malove86/mcp-mysql-server
- cwilby/mcp-node-mssql - mssql, enabling seamless database management.
🔄 Version Control
- alvnavraii/MCPGithub
- SLineroDev/github-releases-mcp
- Ryan0204/github-repo-mcp
- Svtter/git-mcp
- ukiuni/mcp-git
- MrOrz/mcp-git-commit-aider - driven git commits by appending '(aider)' to track AI contributions in codebases.
- SiddheshDongare/GIT-Pilot - Pilot streamlines GitHub management with a FastMCP-based server, offering secure and efficient automation for repository, pull request, and issue operations.
- 0010aor/mcp-pr-pilot
- 4workspace/Cursor-MCP-test
- marcusdb/github-mcp-server-ts
- jesulim/new
- BirajMainali/git-committer-mcp-server
- Adit-999/gitlab-mcp - driven interactions with GitLab, enabling operations on repositories, issues, and merge requests with both synchronous and asynchronous execution.
- aniketsingh98571/github-mcp
- musthafa-mohammed/mvn-repo-mcp - driven IDEs to interact with Maven Central for package search, version listings, and vulnerability checks.
- stephanj/GitHubMCP
- daoch4n/mcp-git - based MCP server that facilitates Git operations by managing text notes with URIs and metadata, offering tools for note creation and summarization prompts.
- ravi-accolite/mcpserver
- Foxhunt/gitlab-mcp-server - based server for managing and interacting with GitLab data, including projects, issues, and wiki pages.
- Ghraven/github-mcp-server
- axlwolf/github-mcp
- ZephyrDeng/mcp-server-gitlab
- rose201107059/remote-mcp-github-oauth
- goern/forgejo-mcp
- ces-hongvo/github-mcp-client
- Aeron-cell/git-mcp-options
- kich555/github-mcp-server
- KarakuriAgent/karakuri_git_mcp
- kwanLeeFrmVi/mcp-git
- rahul-roy-glean/github-mcp-server
🛠️ Developer Productivity & Utilities
- twinic/Twinic-server
- ejoyee/ej-mcp-server-gdrive
- joshuayoes/deno-kv-mcp - value operations.
- elhadjaoui/pr_reviewer
- skeet-build/skeet-local
- Demontie/mcp-google-sheets
- alvinveroy/aider-mcp-client - assisted coding workflows.
- slavahatnuke/octolis-tech-support
- Hizuki1030/visa-mcp
- charlesmuchene/pref-editor-mcp-server
- b3nguang/Server-Inspection-MCP
- ssaitho/design-system-mcp-sandbox
- PyneSys/patch-file-mcp - driven file editing tasks.
- Sofias-ai/mcp-sharepoint
- ZebraRoy/review-toolkit-mcp - driven code review sessions with features for session management, file tracking, and report generation.
- Aryan1718/mcp-sever-google-sheets
- Xutaotaotao/mcp-get-installed-apps
- ai-wes/version_checker_mcp
- yo-ban/poly-mcp-client
- furey/lifx-api-mcp-server
- aezizhu/simple-mcp-fileserver - RPC for autonomous coding and code repair.
- yasu89/switch-bot-mcp-server
- iamkaia/mcp-server-implement
- jsnanigans/mcpm - line tool for managing and proxying MCP servers, facilitating JSON-RPC communication and server configuration.
- mhappy78/mcp_ai_local_memory - driven local memory storage.
- miraclebakelaser/porkbun-mcp-server - compatible clients.
- urijan44/pr_creator_mcp
- sbarbett/pihole-mcp-server - hole configurations and metrics through a Model Context Protocol server.
- CristianCiubancan/sequentialthinking - solving through structured, step-by-step thinking processes.
- jkosik/mcp-server-splunk - based MCP server supporting STDIO and SSE modes.
💰 Finance & Crypto
- mvk24199/zerodha-trade
- acambitsis/mcp-investec-sapb-simple
- wealthy/wealthy-mcp - based MCP server, enabling seamless integration with trading tools and platforms like Claude and Cursor.
- zlinzzzz/finData-mcp-server - grade financial data access for AI applications through a Model Context Protocol server, supporting multiple data providers like Tushare and Wind.
- leoncuhk/mcp-yahoo-finance
- Sifu213/monad-mcp-magiceden
- MCPxLabs/mcpsol - driven interactions with the Solana blockchain, enabling seamless execution of transactions and management of wallets through a standardized interface.
- atompsv/my-red-envelope
- lispking/monad-mcp-server
- AyushRatan1/Onfinance-MCP-Polymarket - time interaction with prediction markets using Claude Desktop and custom data analysis tools.
- AlexVagrant/monad-mcp
- apimatic/pnz-mcp-server
- kukapay/etf-flow-mcp - making capabilities.
- nvmmonkey/Rootdata-MCP
- rawakinode/monad-bridge-mcp-server
- Xiawpohr/metamask-mcp
- Veenoway/monad-mcp-server
- 0xanpham/my-crypto-mcp - time cryptocurrency data through Claude Desktop by connecting to the CoinMarketCap API.
- aixbt/mcp-server
- DuneRaccoon/financial-markets-analyser - source fallback for reliability.
- MardiantoS/alpaca-mcp-server
- alokamgnaneswarasai/nuvama-mcp
- charlesverge/mcp_open_interest
- abdulazeem-tk4vr/shardeum-mcp-server
- redDwarf03/archethic-uco-mcp - time UCO token prices from the Archethic network's OracleChain via GraphQL API for AI agents and applications.
- AI-Strategy-Enablement/mcp-economic - conomic's API for comprehensive financial management through standardized MCP commands.
- hive-intel/hive-crypto-mcp - Hive Intelligence: Ultimate cryptocurrency MCP for AI assistants with unified access to crypto, DeFi, and Web3 analytics. Hive's remote mcp server guide [remote server](https://hiveintelligence.xyz/crypto-mcp).
- ccassini/DEVNADS-Monad-TESNET-MCP-Tools
- SheriffOladejo/mcp-monad
- letsbonk-ai/bonk-mcp
📁 Filesystems
- yinzhouzhi/filesystem-server - based server.
- CyberT33N/mcp-filesystem-extended
- fast-filesystem-mcp - optimized features. Provides fast file reading/writing, sequential reading for large files, directory operations, file search, and streaming writes with backup & recovery.
- webconsulting/mcp-server-wsl-filesystem
- asirulnik/mcp_server_filesystem_01 - driven file system operations within a project directory, enabling seamless code interaction and management.
- arunjavagithub/MCPJavaFileSystem - based MCP server enabling LLM agents to perform filesystem operations and web content retrieval.
- danielsuguimoto/readonly-filesystem-mcp
- abhishekloiwal/mcp-file-server
- axlwolf/filesystem-mcp
- alexissinglaire/filesystemcustom_final
- ysthink/Filesystem-MCP-Server-SSE
- u1i/mcp-server-disk-usage - time disk usage monitoring on macOS through Claude integration, providing detailed storage statistics.
- alexissinglaire/filesystemcustom-test
- sebastianbachmaier/save-filesystem-mcp
- Do-Boo/MCP-SynoLink
- sylphlab/filesystem-mcp
- alexbakers/mcp-ipfs
- gabrielmaialva33/mcp-filesystem
- RIKTESH89/mcp_cli_filesystem - line interface for interacting with Model Context Provider servers, enabling seamless communication with LLMs through the CHUK-MCP protocol library.
- linimbus/go-mcp-file-server - based MCP server for local file system management with APIs for querying and opening files, utilizing SQLite3 for file indexing and supporting remote calls via MCP client.
- Priyonuj/mcp-file-navigator
- DenizkarayusufogluGit/mcp-filesys - RPC requests, adhering to the MCP specification.
- AleksanStark/mcp-ipfs-server
- 0kenx/filesystem-mcp - based MCP server for secure and efficient filesystem operations, featuring advanced file manipulation, directory management, and search capabilities.
- mateicanavra/mcp-filesystem
- stephanj/MCPJavaFileSystem - based MCP server.
- SDILogin/filesystem-android - assisted code navigation and analysis.
- 1yhy/oss-mcp
- diganto-deb/local_file_organizer - based system that organizes and manages files across directories using the Model Context Protocol framework.
- MVA-MCP-servers/filesystem
- cyanheads/filesystem-mcp-server - independent file system operations, including advanced search/replace and directory management.
🧰 Frameworks
- johnhenry/hackernews-mcp
- CristianCiubancan/YO-mcp
- macchen-yu/HSIPL_auto_fastmcp
- RoryMB/Make_MCP
- trilogy-group/oneroster-ts - safe interface for interacting with the 1EdTech OneRoster API, also deployable as an MCP server for AI applications.
- larryhudson/figma-mcp-server
- php-mcp/laravel
- php-mcp/server - compliant servers, enabling seamless integration of PHP applications with AI tools and external systems.
- ArisaTaki/MCP-study - based MCP server offering basic arithmetic operations and dynamic resource management.
- kenken64/mcp-server-java - based MCP server designed for seamless integration with Claude Desktop applications.
- RemoteMCP/Remote-MCP - safe MCP protocol.
- isuyashpatel/yox-modelcontextprotocol
- tobiassteidle/Spring-Boot-Sample-MCP-Server - based server that facilitates AI model interactions through the Model Context Protocol, offering seamless integration and enhanced capabilities for AI assistants like Claude.
- deepanshu-rawat6/Spring_MCP_Server - powered tools.
- xRadne/mcp-example - time communication via Server-Sent Events.
- idsulik/todo-mcp-server
- larryhudson/mcp-server-template
- sinkect/unity-mcp-for-editor
- jdelon02/chat-orchestrate - framework, enabling the creation and integration of custom tools for enhanced functionality.
- Whaleylaw/pydanticai_mcp_neo4j
- ivorpad/ynab_mcp - framework, enabling the creation and integration of custom tools for enhanced functionality.
- Yordi23/mcp-playground
- Bamo-alt/kam-mcp-server - framework, designed for creating and managing point, line, and surface-based elements.
- Yantha6/handsome-server-python - based MCP server featuring a `who_is_handsome` function that returns a friendly message.
- johnnyrootio/hello-world-mcp - based server demonstrating core MCP concepts with tools, resources, and prompts, integrated with Uvicorn for production readiness.
- vincent-pli/openapi-mcpserver-generator - line tool that generates MCP server code from OpenAPI specifications, facilitating seamless integration between APIs and LLMs.
- mgd1984/cursor-rules
- wewei/skill-set - framework, enabling the creation and integration of custom tools for enhanced functionality.
- sinkect/unity-mcp-for-server
- necto-pro/jira-mcp-server - based MCP server implementing a notes system with resources, tools, and prompts for note management and summarization.
🎮 Gaming
- sedyh/ebitengine-mcp
- ecovacs-ai/ecovacs-mcp
- ChadAragorn/defold-mcp - source MCP server that integrates the Defold game engine with modern developer tools and AI workflows, enabling automation and real-time project management.
- SilverHi/ddnet-mcpserver - based server.
- mario-andreschak/mcp-gameboy
- Takashi-Matsumura/mcp-janken-server - paper-scissors with an MCP server that allows LLMs to play and retrieve random moves.
- jimmcq/Lemonade-Stand-MCP-Server - making.
- u1f992/mcp-gamecube-bridge
- matthijn/mcp-chess-poc
- thirionlogan/Aurora-4X-MCP
- ChrisMethsillo/ReyxGPT
- Jeremy-Min-Yang/minecraft-mcp-server-pixel - driven control of a Minecraft bot using the Mineflayer API for automated building and exploration.
- v9rt3x/cs2-rcon-mcp - Strike 2 servers using RCON commands through a Model Context Protocol interface.
- passontw/slotdemo
- andrzejsliwa/6510emu_in_c
- 8tako8tako8/sample_mcp_pokemon
- h0rv/d2-mcp
- kyopark2014/mcp-bedrock-agent
- Panth1823/formula1-mcp - time and historical racing data through a TypeScript-based MCP server.
- hahanikan/pocket-cavalry - driven management of Gitee repositories, issues, and pull requests through a Model Context Protocol server.
- attilad/bgg-mcp-server
- jlgrimes/ptcg-mcp
- xhulz/mcp-game-helper - powered tools for game developers to optimize combat balancing, skill analysis, and level pacing.
- appleweed/UnrealMCPBridge
- wangyafu/haiguitangmcp
- weekitmo/mcp_godot_rag
- kdqed/zaturn - powered data analytics and business intelligence tool that connects to various data sources, executes SQL queries, and provides insightful visualizations, all integrated as an MCP server.
⚙️ Hardware & IoT
- kukapay/modbus-mcp
- Volt23/mcp-arduino-server
- xiangmy21/iotdb-mcp-server-TreeModel
- liorfranko/home-assistant-mcp
- dhavalgujar/esp-rainmaker-mcp - compatible clients using the ESP-Rainmaker CLI.
- hussam0is/solidworks-mcp-server
- srmorete/adb-mcp - based MCP server.
- ioehub/ioehub-mqtt-mcp-server
- simon-duchastel/lifx-lan-mcp
- edi3on/py-ue5-mcp-server
- isseikz/mcp-adb
- shelwyn/mcp_control_table_lamp
- Guidogl/device-info-mcp
- apache/iotdb-mcp-server
- alecf/airtop-mcp
- omni-mcp/isaac-sim-mcp
- JackieTien97/iotdb_mcp_server - driven exploration and analysis of IoTDB databases through a controlled MCP interface.
- sankhodeep/android-adb-controller - driven control of Android devices through ADB commands, enabling functionalities like device listing and screen tapping.
- github-hewei/mcp-android-adb-server
- wolfcoming/adb_mcp_server
- ambar/simctl-mcp
- coffeenmusic/altium-mcp - based MCP server.
- kukapay/opcua-mcp - enabled industrial systems for real-time data monitoring and control.
- daobataotie/CAD-MCP - MCP enables natural language-driven CAD operations across multiple software platforms, streamlining design processes through intuitive text commands.
- horw/esp-mcp - idf using MCP integration.
- radial-hks/mcp-wdpcameracontrol-server - based MCP server implementing a simple notes system with resources, tools, and prompts for note management and summarization.
- amanasmuei/mcp-server-nodemcu - time communication and AI integration using the Model Context Protocol.
- zerubeus/elektron-mcp - time sound control and design.
- noboru-i/nature-remo-mcp-server
- zradlicz/particle-mcp-server - driven management of Particle IoT devices through natural language commands.
❤️ Healthcare & Life Sciences
- fastomop/omcp_a2a - driven analysis of healthcare data in OMOP format through modular MCP servers and A2A protocol integration.
- deak-ai/openehr-mcp-server
- shinichi-takayanagi/myweight-mcp-server - compatible client.
- gosset-ai/mcps
- AndrewKlement/gaggiuino-mcp - time data analysis and display for the Gaggiuino espresso machine controller, enabling AI clients to access shot telemetry and machine status.
- BioContext/BioContext-main - driven data access and analysis.
- johnie/oura-mcp
- Deep-Intelligent-Pharma/Translationx-mcp-server - based MCP server.
- sheffler/mcp-server-lims - driven management of laboratory workflows by simulating instrument data processing and integrating with MCP tools.
- andyrewlee/dad-mcp
- entropic-digital/bioinformatics-mcp-example - based MCP server.
- JackKuo666/ClinicalTrials-MCP-Server - driven searches and access to ClinicalTrials.gov data, enhancing health sciences research through a streamlined MCP interface.
- shaunporwal/DICOM-MCP
- jmandel/health-record-mcp
- codingaslu/PubMed-MCP-Server
- AgentDank/dank-mcp
- genomoncology/biomcp
- BioMCP-Hub/PubTator-MCP-Server - driven biomedical literature annotation and relationship mining via the PubTator3 system using the MCP interface.
- eiz/fooddb
- AojdevStudio/open-dental-mcp
- JackKuo666/PubTator-MCP-Server - driven biomedical literature annotation and relationship mining via the MCP interface, leveraging PubTator3.
- ahnlabio/bicscan-mcp - time blockchain address risk scoring and asset information.
- yoda-digital/mcp-cerebra-legal-server - grade server for legal reasoning and analysis, offering domain-specific tools for structured legal thinking, follow-up questioning, and result presentation.
- amanasmuei/mcp-server-malaysia-prayer-time - time Islamic prayer times for Malaysia, integrating seamlessly with Claude Desktop via MCP.
- ryoureddy/medadapt-content-server - assisted medical learning by integrating Claude Desktop with medical knowledge sources for comprehensive content retrieval and analysis.
- MediFinderBot/medifinder-mcp - based searches and WhatsApp integration.
- jagan-shanmugam/climatiq-mcp-server - time carbon emission calculations and climate impact insights for AI assistants using the Climatiq API.
- elizabethtrykin/8sleep-mcp
- uh-joan/cortellis-mcp-server
- ChatMol/molecule-mcp
🧠 Knowledge Management & Memory
- gdcc/mcp-dataverse
- digila/linear-mcp - based MCP server for managing and summarizing text notes with URI-based access and LLM integration.
- xsp52Hz/cognigraph-mcp-server
- johnhenry/mcp-server-ipfs-context
- upamune/duckdb-hybrid-doc-search - text and vector search capabilities with AI coding agents via an MCP stdio server.
- ipospelov/mcp-memory-bank
- brian3814/notion_fastmcp
- KerolIA98/mcp-sample - term memory through semantic search and storage.
- mkusaka/mcp-server-memory
- PyneSys/project-mem-mcp
- ndlxp2008/mcp-temple - based MCP server implementing a simple note-taking system with URI-based resource management and note summarization tools.
- dwarvesf/mcp-playbook
- amphora/patentsafe-mcp
- KawaroX/codex-vitea-mcp
- jzumwalt/git-mcp - to-date documentation and code, reducing hallucinations and improving code accuracy.
- shifusen329/doc-lib-mcp
- kiranraathod/taskflow-memory-server
- kaz56-t/mcp-latest-document
- angrysky56/NeoCoder-neo4j-ai-workflow
- CaptainCrouton89/alaria-wiki-mcp
- CaptainCrouton89/mcp-boilerplate
- Arc-Computer/arc-mcp-server - assisted development through structured, temporal knowledge graph access.
- jordankamto/code-explorer-mcp - based server that manages and summarizes text notes using the Model Context Protocol.
- meetdhanani17/xgmem - based MCP server for managing project-specific and cross-project knowledge graph memory for LLM agents and tools.
- jodli/git-github.com-jodli-factorio-modding-api - based server enabling access to Factorio Modding API documentation through Model Context Protocol queries.
- Svtter/chatdb
- tejasPhaveri/custom-instructions
- Im-neko/mcp-wikijs - based MCP server, enabling document search, creation, and management.
- fazer-ai/mcp-obsidian
- fmicalizzi/mcp-read-json - based knowledge bases for seamless integration with LLMs like Claude.
🗺️ Location & Maps
- bailaohe/mcp_tianditu - compliant APIs, including geocoding, reverse geocoding, and route planning.
- peschinskiy/yandex-maps-mcp - based queries and visualizations.
- ankushdeore/citystack-agent-kumbh-nashik - time civic service location data for large events, starting with the Kumbh Mela 2027 in Nashik, using the Model Context Protocol.
- leonhardholz/mcp-openweathermap - time weather data using OpenWeatherMap API through a simple MCP server.
- ChandekarDhruvin/claude-openweather-mcp - time weather data interaction for Claude using OpenWeather API through a Python-based MCP server.
- sneharao/wheather-mcp-server
- tb280320889/tb-mcp-geo
- anna8murphy/mcp-compare-zipcodes - score analysis for age, gender, and ethnicity distributions.
- radial-hks/mcp-server-proj
- ipfind/ipfind-mcp-server
- syauqi-uqi/qgis_mcp_modify1
- id100700/mcp-geo
- sokyran/location-mcp-server
- yeonupark/mcp-naver-map - based location lookup and route finding capabilities.
- ACAne0320/amap-weather-mcp-server - time and forecast weather data for Chinese cities using the AMap API, easily integrable into AI applications.
- HZreal/mcp-weather-server
- ma3u/weather - based weather service for integration with Claude Desktop using MCP.
- aldotestino/weather-mcp - time weather and geolocation data for seamless integration with AI-native environments using the OpenWeather API.
- hiroaqii/jp-weather-mcp-server
- lincw/cwa-mcp-server
- lincw/dwd-mcp-server - time German weather data and warnings.
- RikGmee/google-map-mcp
- sugarforever/amap-mcp-server
- num2k/naver-map-mcp
- danilat/mcp-dndzgz - time information on Zaragoza's public transport systems, including trams, buses, and Bizi bike services.
- 93minki/weather-forecast-mcp-server - based MCP server that manages and summarizes text notes using URIs and metadata.
- b9348/mcp-geo
- richardschrammcom/mcp-geocoder-rosetta
- tlaukkanen/nysse-mcp-server - time bus traffic information for Tampere's public transport system.
- stephen9412/taiwan-cwa-mcp-server
📈 Marketing, Sales & CRM
- edupoli/zapdelivery - service delivery projects with an integrated MCP endpoint for seamless operations.
- Meerkats-Ai/rocketreach-mcp-server
- Meerkats-Ai/prospeo-mcp-server
- ShiftEngineering/mcp-close-server
- Meerkats-Ai/smartlead-mcp-server
- crunchloop/mcp-teamtailor
- deezsecc/Hubspot-MCP
- beswindev/simple_shopify
- metricool/mcp-metricool - driven analysis and scheduling of social media metrics and campaigns via the Metricool API.
- jean-technologies/smartlead-mcp-server-local
- MGDS01/docusign-test-js-sdk-public
- jaipandya/producthunt-mcp-server
- precariat365/SmartCustomerSupportMCP
- Rom7699/linkedin-jobs-mcp-server
- ShreyeshArangath/pay-up
- uupt-mcp/uupt-mcp-server
- alexbruf/airtable-mcp
- RagaviManohar/Ragavi-ImmoBricks
- ciaraadkins/mixpanel-mcp-server
- ciaraadkins/mixpanel-mcp-wrapper
- clykins90/jobnimbus-mcp-server - driven interactions with JobNimbus data via a Model Context Protocol server, enabling secure access and manipulation of contacts, jobs, tasks, products, workflows, and invoices.
- falahgs/Gemini-Email-Subject-Generator-MCP
- davalmeyda/serper-productos
- d-stoll/attio-js - related operations.
- NaorAIdeas/hubspot-mcp-server
- cnych/seo-mcp
- edwardchoh/apollo-io-mcp-server
- Offorte Proposal Software
- jeevanism/odoo-accounting-mcp - driven analysis of Odoo accounting data through a secure MCP server integration.
- borgius/jobspy-mcp-server
📡 Monitoring & Observability
- aliyun/alibabacloud-observability-mcp-server
- enomoto11/aws-cost-notifier-mcp-server
- binalyze/air-mcp
- hiyorineko/mcp-rollbar-server
- saarw/akhq-mcp-server
- Chazzychouse/weather-mcp-server
- Bigsy/shadow-cljs-mcp - cljs builds, providing real-time status updates and integration with LLMs for verifying build success after ClojureScript file edits.
- ZephyrDeng/pprof-analyzer-mcp - based server for analyzing Go pprof performance profiles, offering tools for generating flame graphs and interactive profiling sessions.
- srcgrp/sentry-mcp-server - enabled environment.
- yincongcyincong/VictoriaMetrics-mcp-server
- Infisical/infisical-mcp-server
- scottlepp/tempo-mcp-server
- cline/cline-community
- scottlepp/loki-mcp - based server.
- groundlight/groundlight-mcp-server - language processing for Groundlight.
- mrwadams/otx-mcp - time interaction with AlienVault OTX for threat intelligence analysis and management through a comprehensive set of MCP tools.
- bobtista/honeybadger-mcp - driven error analysis by bridging AI agents with the Honeybadger error monitoring service.
- maito1201/cloudrun-logs-mcp
- Lee-1024/mcp-glances - time system status feedback.
- jalexspringer/impact-mcp-server
- JordanDalton/PodscanMcpServer
- querypie/querypie-mcp-server - time data visualization, resource monitoring, and security auditing capabilities.
- xprilion/mcp-telemetry
- ghrud92/simple-loki-mcp - driven log analysis by interfacing with Grafana Loki logs via the Model Context Protocol.
- ggilligan12/kibana-mcp - driven interaction with Kibana Security alerts by tagging, adjusting status, and retrieving alerts.
- yuki9541134/mcp-redash
- PovedaAqui/suzieq-mcp
- naveen09/mcp_pagerduty - call management queries via an MCP server, compatible with Claude.
- brunoborges/jvm-diagnostics-mcp - friendly prompt and exposes them via an MCP server for local use.
- gkhays/mcp-sbom-server

Programming Languages

Python 87 TypeScript 69 JavaScript 35 Go 22 Java 4 Rust 2 PHP 1 Shell 1 Dart 1 C# 1

awesome-mcp-servers

🏗️ Infrastructure

🖼️ Multimedia Processing

🖥️ Operating System & Command Line

✅ Project & Task Management

🔬 Science & Research

🔎 Search

🔒 Security

📱 Social Media & Content Platforms

🤖 AI & LLM Integration

🎨 Art, Culture & Media

🌐 Browser Automation & Web Scraping

🏗️ Build & Deployment Tools

☁️ Cloud Platforms & Services

⚽ Sports

✈️ Travel & Transportation

✨ Code Analysis & Quality

🔧 Utilities & Helpers

💻 Code Execution

💬 Communication & Messaging

📝 Content Management Systems

📊 Data Analysis & Business Intelligence

🗄️ Databases

🔄 Version Control

🛠️ Developer Productivity & Utilities

💰 Finance & Crypto

📁 Filesystems

🧰 Frameworks

🎮 Gaming

⚙️ Hardware & IoT

❤️ Healthcare & Life Sciences

🧠 Knowledge Management & Memory

🗺️ Location & Maps

📈 Marketing, Sales & CRM

📡 Monitoring & Observability