awesome-mcp-servers

Awesome MCP Servers - A curated list of Model Context Protocol servers
https://github.com/techiral/awesome-mcp-servers

Last synced: 19 days ago
JSON representation

Clients
- awesome-mcp-clients
- awesome-mcp-clients
Community
- r/mcp Reddit
Frameworks
- 🛠️ <a name="other-tools-and-integrations"></a>Other Tools and Integrations
  - FastMCP - A high-level framework for building MCP servers in Python
  - FastMCP - A high-level framework for building MCP servers in TypeScript
  - Foxy Contexts - Golang library to write MCP Servers declaratively with functional testing included
  - Genkit MCP
  - LiteMCP - A high-level framework for building MCP servers in JavaScript/TypeScript
  - mark3labs/mcp-go - Golang SDK for building MCP Servers and Clients.
  - mcp-framework - Fast and elegant TypeScript framework for building MCP servers
  - mcp-proxy - 📇 A TypeScript SSE proxy for MCP servers that use `stdio` transport.
  - mcp-rs-template - MCP CLI server template for Rust
  - metoro-io/mcp-golang - Golang framework for building MCP Servers, focussed on type safety
  - rectalogic/langchain-mcp - Provides MCP tool calling support in LangChain, allowing for the integration of MCP tools into LangChain workflows.
  - salty-flower/ModelContextProtocol.NET - A C# SDK for building MCP servers on .NET 9 with NativeAOT compatibility ⚡ 🔌
  - spring-projects-experimental/spring-ai-mcp - Java SDK and Spring Framework integration for building MCP client and MCP servers with various, plugable, transport options.
  - @marimo-team/codemirror-mcp - CodeMirror extension that implements the Model Context Protocol (MCP) for resource mentions and prompt commands.
  - quarkiverse/quarkus-mcp-server - Java SDK for building MCP servers using Quarkus.
  - lastmile-ai/mcp-agent - Build effective agents with MCP servers using simple, composable patterns.
  - mullerhai/sakura-mcp - Scala MCP Framework for Build effective agents with MCP servers and MCP clients shade from modelcontextprotocol.io.
Legend
- 🎨 <a name="art-and-culture"></a>Art & Culture
  - burningion/video-editing-mcp - Add, Analyze, Search, and Generate Video Edits from your Video Jungle Collection
  - r-huijts/rijksmuseum-mcp - Rijksmuseum API integration for artwork search, details, and collections
  - yuna0x0/anilist-mcp - A MCP server integrating AniList API for anime and manga information
- 📂 <a name="browser-automation"></a>Browser Automation
  - @blackwhite084/playwright-plus-python-mcp - An MCP python server using Playwright for browser automation,more suitable for llm
  - @executeautomation/playwright-mcp-server - An MCP server using Playwright for browser automation and webscrapping
  - @automatalabs/mcp-server-playwright - An MCP server for browser automation using Playwright
  - @modelcontextprotocol/server-puppeteer - Browser automation for web scraping and interaction
  - @kimtaeyoon83/mcp-server-youtube-transcript - Fetch YouTube subtitles and transcripts for AI analysis
  - @recursechat/mcp-server-apple-shortcuts - An MCP Server Integration with Apple Shortcuts
  - @kimtth/mcp-aoai-web-browsing - A `minimal` server/client MCP implementation using Azure OpenAI and Playwright.
  - @pskill9/web-search - An MCP server that enables free web searching using Google search results, with no API keys required.
  - @co-browser/browser-use-mcp-server - browser-use packaged as an MCP server with SSE transport. includes a dockerfile to run chromium in docker + a vnc server.
- ☁️ <a name="cloud-platforms"></a>Cloud Platforms
  - Cloudflare MCP Server - Integration with Cloudflare services including Workers, KV, R2, and D1
  - Kubernetes MCP Server - 🏎️ ☁️/🏠 Kubernetes cluster operations through MCP
  - @flux159/mcp-server-kubernetes - 📇 ☁️/🏠 Typescript implementation of Kubernetes cluster operations for pods, deployments, services.
  - wenhuwang/mcp-k8s-eye
  - johnneerdael/netskope-mcp - An MCP to give access to all Netskope Private Access components within a Netskope Private Access environments including detailed setup information and LLM examples on usage.
  - nwiizo/tfmcp - 🦀 🏠 - A Terraform MCP server allowing AI assistants to manage and operate Terraform environments, enabling reading configurations, analyzing plans, applying configurations, and managing Terraform state.
- 🖥️ <a name="command-line"></a>Command Line
  - ferrislucas/iterm-mcp - A Model Context Protocol server that provides access to iTerm. You can run commands and ask questions about what you see in the iTerm terminal.
  - g0t4/mcp-server-commands - Run any command with `run_command` and `run_script` tools.
  - MladenSU/cli-mcp-server - Command line interface with secure execution and customizable security policies
  - tumf/mcp-shell-server
- 💬 <a name="communication"></a>Communication
  - zcaceres/gtasks-mcp - 📇 ☁️ - An MCP server to Manage Google Tasks
  - hannesrudolph/imessage-query-fastmcp-mcp-server - An MCP server that provides safe access to your iMessage database through Model Context Protocol (MCP), enabling LLMs to query and analyze iMessage conversations with proper phone number validation and attachment handling
  - @modelcontextprotocol/server-slack - Slack workspace integration for channel management and messaging
  - MarkusPfundstein/mcp-gsuite - 🐍 ☁️ - Integration with gmail and Google Calendar.
  - adhikasp/mcp-twikit - Interact with Twitter search and timeline
  - AbdelStark/nostr-mcp - 🌐 ☁️ - A Nostr MCP server that allows to interact with Nostr, enabling posting notes, and more.
  - elie222/inbox-zero - 🐍 ☁️ - An MCP server for Inbox Zero. Adds functionality on top of Gmail like finding out which emails you need to reply to or need to follow up on.
  - carterlasalle/mac_messages_mcp - An MCP server that securely interfaces with your iMessage database via the Model Context Protocol (MCP), allowing LLMs to query and analyze iMessage conversations. It includes robust phone number validation, attachment processing, contact management, group chat handling, and full support for sending and receiving messages.
  - sawa-zen/vrchat-mcp - 📇 🏠 This is an MCP server for interacting with the VRChat API. You can retrieve information about friends, worlds, avatars, and more in VRChat.
  - arpitbatra123/mcp-googletasks - 📇 ☁️ - An MCP server to interface with the Google Tasks API
  - gotoolkits/wecombot - 🚀 ☁️ - An MCP server application that sends various types of messages to the WeCom group robot.
  - @modelcontextprotocol/server-bluesky - Bluesky instance integration for querying and interaction
- 👤 <a name="customer-data-platforms"></a>Customer Data Platforms
  - sergehuber/inoyu-mcp-unomi-server - An MCP server to access and updates profiles on an Apache Unomi CDP server.
  - OpenDataMCP/OpenDataMCP - Connect any Open Data to any LLM with Model Context Protocol.
  - @iaptic/mcp-server-iaptic - Connect with [iaptic](https://www.iaptic.com) to ask about your Customer Purchases, Transaction data and App Revenue statistics.
- 🗄️ <a name="databases"></a>Databases
  - tinybirdco/mcp-tinybird - Tinybird integration with query and API capabilities
  - aliyun/alibabacloud-tablestore-mcp-server - MCP service for Tablestore, features include adding documents, semantic search for documents based on vectors and scalars, RAG-friendly, and serverless.
  - cr7258/elasticsearch-mcp-server - MCP Server implementation that provides Elasticsearch interaction
  - domdomegg/airtable-mcp-server - Airtable database integration with schema inspection, read and write capabilities
  - rashidazarang/airtable-mcp - Connect AI tools directly to Airtable. Query, create, update, and delete records using natural language. Features include base management, table operations, schema manipulation, record filtering, and data migration through a standardized MCP interface.
  - LucasHild/mcp-server-bigquery - BigQuery database integration with schema inspection and query capabilities
  - c4pt0r/mcp-server-tidb - TiDB database integration with schema inspection and query capabilities
  - ergut/mcp-bigquery-server - Server implementation for Google BigQuery integration that enables direct BigQuery database access and querying capabilities
  - ClickHouse/mcp-clickhouse - ClickHouse database integration with schema inspection and query capabilities
  - get-convex/convex-backend - Convex database integration to introspect tables, functions, and run oneoff queries ([Source](https://github.com/get-convex/convex-backend/blob/main/npm-packages/convex/src/cli/mcp.ts))
  - @gannonh/firebase-mcp - Firebase services including Auth, Firestore and Storage.
  - @fireproof-storage/mcp-database-server - Fireproof ledger database with multi-user sync
  - designcomputer/mysql_mcp_server - MySQL database integration with configurable access controls, schema inspection, and comprehensive security guidelines
  - f4ww4z/mcp-mysql-server - Node.js-based MySQL database integration that provides secure MySQL database operations
  - @modelcontextprotocol/server-postgres - PostgreSQL database integration with schema inspection and query capabilities
  - @modelcontextprotocol/server-sqlite - SQLite database operations with built-in analysis features
  - @alexanderzuev/supabase-mcp-server - Supabase MCP Server with support for SQL query execution and database exploration tools
  - ktanaka101/mcp-server-duckdb - DuckDB database integration with schema inspection and query capabilities
  - Dataring-engineering/mcp-server-trino - Trino MCP Server to query and access data from Trino Clusters.
  - furey/mongodb-lens - MongoDB Lens: Full Featured MCP Server for MongoDB Databases
  - QuantGeekDev/mongo-mcp - MongoDB integration that enables LLMs to interact directly with databases.
  - kiliczsh/mcp-mongo-server - A Model Context Protocol Server for MongoDB
  - KashiwaByte/vikingdb-mcp-server - VikingDB integration with collection and index introduction, vector store and search capabilities.
  - neo4j-contrib/mcp-neo4j - Model Context Protocol with Neo4j
  - niledatabase/nile-mcp-server - Manage and query Postgres databases, tenants, users, auth using LLMs
  - isaacwasserman/mcp-snowflake-server - Snowflake integration implementing read and (optional) write operations as well as insight tracking
  - hannesrudolph/sqlite-explorer-fastmcp-mcp-server - An MCP server that provides safe, read-only access to SQLite databases through Model Context Protocol (MCP). This server is built with the FastMCP framework, which enables LLMs to explore and query SQLite databases with built-in safety features and query validation.
  - sirmews/mcp-pinecone - Pinecone integration with vector search capabilities
  - runekaagaard/mcp-alchemy - Universal SQLAlchemy-based database integration supporting PostgreSQL, MySQL, MariaDB, SQLite, Oracle, MS SQL Server and many more databases. Features schema and relationship inspection, and large dataset analysis capabilities.
  - mcp-server-jdbc - Connect to any JDBC-compatible database and query, insert, update, delete, and more.
  - pab1it0/adx-mcp-server - Query and analyze Azure Data Explorer databases
  - pab1it0/prometheus-mcp-server - Query and analyze Prometheus, open-source monitoring system.
  - XGenerationLab/xiyan_mcp_server - to-SQL LLM.
  - bytebase/dbhub
  - GreptimeTeam/greptimedb-mcp-server - MCP Server for querying GreptimeDB.
  - idoru/influxdb-mcp-server - Run queries against InfluxDB OSS API v2.
  - xing5/mcp-google-sheets - A Model Context Protocol server for interacting with Google Sheets. This server provides tools to create, read, update, and manage spreadsheets through the Google Sheets API.
  - @joshuarileydev/supabase-mcp-server - Supabase MCP Server for managing and creating projects and organisations in Supabase
  - neondatabase/mcp-server-neon
- 💻 <a name="developer-tools"></a>Developer Tools
  - 21st-dev/Magic-MCP - Create crafted UI components inspired by the best 21st.dev design engineers.
  - Coment-ML/Opik-MCP - Talk to your LLM observability, traces and monitoring captured by Opik using natural language.
  - GLips/Figma-Context-MCP - Provide coding agents direct access to Figma data to help them one-shot design implementation.
  - QuantGeekDev/docker-mcp - Docker container management and operations through MCP
  - zcaceres/fetch-mcp - An MCP server to flexibly fetch JSON, text, and HTML data
  - r-huijts/xcode-mcp-server - Xcode integration for project management, file operations, and build automation
  - jetbrains/mcpProxy - Connect to JetBrains IDE
  - tumf/mcp-text-editor - A line-oriented text file editor. Optimized for LLM tools with efficient partial file access to minimize token usage.
  - @joshuarileydev/simulator-mcp-server - An MCP server to control iOS Simulators
  - @joshuarileydev/app-store-connect-mcp-server - An MCP server to communicate with the App Store Connect API for iOS Developers
  - @sammcj/mcp-package-version - An MCP Server to help LLMs suggest the latest stable package versions when writing code.
  - @delano/postman-mcp-server - Interact with [Postman API](https://www.postman.com/postman/postman-public-workspace/)
  - @vivekvells/mcp-pandoc - MCP server for seamless document format conversion using Pandoc, supporting Markdown, HTML, PDF, DOCX (.docx), csv and more.
  - @pskill9/website-downloader - This MCP server provides a tool to download entire websites using wget. It preserves the website structure and converts links to work locally.
  - @lamemind/mcp-server-multiverse - A middleware server that enables multiple isolated instances of the same MCP servers to coexist independently with unique namespaces and configurations.
  - @j4c0bs/mcp-server-sql-analyzer - MCP server that provides SQL analysis, linting, and dialect conversion using [SQLGlot](https://github.com/tobymao/sqlglot)
  - @haris-musa/excel-mcp-server - An Excel manipulation server providing workbook creation, data operations, formatting, and advanced features (charts, pivot tables, formulae).
  - xcodebuild
  - @jasonjmcghee/claude-debugs-for-you - An MCP Server and VS Code Extension which enables (language agnostic) automatic debugging via breakpoints and expression evaluation.
  - @Jktfe/serveMyAPI - A personal MCP (Model Context Protocol) server for securely storing and accessing API keys across projects using the macOS Keychain.
  - @xzq.xu/jvm-mcp-server - An implementation project of a JVM-based MCP (Model Context Protocol) server.
  - @yangkyeongmo@/mcp-server-apache-airflow - MCP server that connects to [Apache Airflow](https://airflow.apache.org/) using official client.
  - hyperb1iss/droidmind - Control Android devices with AI through MCP, enabling device control, debugging, system analysis, and UI automation with a comprehensive security framework.
  - Rootly-AI-Labs/Rootly-MCP-server - MCP server for the incident management platform [Rootly](https://rootly.com/).
  - YuChenSSR/mindmap-mcp-server - A Model Context Protocol (MCP) server for generating a beautiful interactive mindmap.
  - SDGLBL/mcp-claude-code - An implementation of Claude Code capabilities using MCP, enabling AI code understanding, modification, and project analysis with comprehensive tool support.
  - Hypersequent/qasphere-mcp - Integration with [QA Sphere](https://qasphere.com/) test management system, enabling LLMs to discover, summarize, and interact with test cases directly from AI-powered IDEs
  - jetbrains/mcpProxy - Connect to JetBrains IDE
  - snaggle-ai/openapi-mcp-server - Connect any HTTP/REST API server using an Open API spec (v3)
- 📂 <a name="file-systems"></a>File Systems
  - @modelcontextprotocol/server-filesystem - Direct local file system access.
  - @modelcontextprotocol/server-google-drive - Google Drive integration for listing, reading, and searching files
  - hmk/box-mcp-server - Box integration for listing, reading and searching files
  - mark3labs/mcp-filesystem-server - Golang implementation for local file system access.
  - mamertofabian/mcp-everything-search - Fast Windows file search using Everything SDK
  - cyberchitta/llm-context.py - Share code context with LLMs via MCP or clipboard
  - filesystem@quarkiverse/quarkus-mcp-servers - A filesystem allowing for browsing and editing files implemented in Java using Quarkus. Available as jar or native image.
  - Xuanwo/mcp-server-opendal - Access any storage with Apache OpenDAL™
- 💰 <a name="finance--fintech"></a>Finance & Fintech
  - heurist-network/heurist-mesh-mcp-server - Access specialized web3 AI agents for blockchain analysis, smart contract security auditing, token metrics evaluation, and on-chain interactions through the Heurist Mesh network. Provides comprehensive tools for DeFi analysis, NFT valuation, and transaction monitoring across multiple blockchains
  - QuantGeekDev/coincap-mcp - Real-time cryptocurrency market data integration using CoinCap's public API, providing access to crypto prices and market information without API keys
  - berlinbra/alpha-vantage-mcp - Alpha Vantage API integration to fetch both stock and crypto information
  - ferdousbhai/tasty-agent - Tastyworks API integration to handle trading activities on Tastytrade
  - ferdousbhai/investor-agent - Yahoo Finance integration to fetch stock market data including options recommendations
  - mcpdotdirect/evm-mcp-server - Comprehensive blockchain services for 30+ EVM networks, supporting native tokens, ERC20, NFTs, smart contracts, transactions, and ENS resolution.
  - bankless/onchain-mcp - Bankless Onchain API to interact with smart contracts, query transaction and token information
  - kukapay/cryptopanic-mcp-server - Providing latest cryptocurrency news to AI agents, powered by CryptoPanic.
  - kukapay/crypto-feargreed-mcp - Providing real-time and historical Crypto Fear & Greed Index data.
  - kukapay/whale-tracker-mcp - A mcp server for tracking cryptocurrency whale transactions.
  - kukapay/dune-analytics-mcp - A mcp server that bridges Dune Analytics data to AI agents.
  - kukapay/pancakeswap-poolspy-mcp - An MCP server that tracks newly created pools on Pancake Swap.
  - kukapay/uniswap-poolspy-mcp - An MCP server that tracks newly created liquidity pools on Uniswap across multiple blockchains.
  - kukapay/uniswap-trader-mcp - An MCP server for AI agents to automate token swaps on Uniswap DEX across multiple blockchains.
  - kukapay/token-minter-mcp - An MCP server providing tools for AI agents to mint ERC-20 tokens across multiple blockchains.
  - kukapay/thegraph-mcp - An MCP server that powers AI agents with indexed blockchain data from The Graph.
  - bankless/onchain-mcp - Bankless Onchain API to interact with smart contracts, query transaction and token information
- 🎮 <a name="gaming"></a>Gaming
  - Coding-Solo/godot-mcp - A MCP server for interacting with the Godot game engine, providing tools for editing, running, debugging, and managing scenes in Godot projects.
  - CoderGamester/mcp-unity - MCP Server for Unity3d Game Engine integration for game development
  - rishijatia/fantasy-pl-mcp - An MCP server for real-time Fantasy Premier League data and analysis tools.
- 🧠 <a name="knowledge--memory"></a>Knowledge & Memory
  - @modelcontextprotocol/server-memory - Knowledge graph-based persistent memory system for maintaining context
  - /CheMiguel23/MemoryMesh - Enhanced graph-based memory with a focus on AI role-play and story generation
  - /topoteretes/cognee - Memory manager for AI apps and Agents using various graph and vector stores and allowing ingestion from 30+ data sources
  - @hannesrudolph/mcp-ragdocs - An MCP server implementation that provides tools for retrieving and processing documentation through vector search, enabling AI assistants to augment their responses with relevant documentation context
  - @kaliaboi/mcp-zotero - A connector for LLMs to work with collections and sources on your Zotero Cloud
  - mcp-summarizer - AI Summarization MCP Server, Support for multiple content types: Plain text, Web pages, PDF documents, EPUB books, HTML content
  - graphlit-mcp-server - Ingest anything from Slack, Discord, websites, Google Drive, Linear or GitHub into a Graphlit project - and then search and retrieve relevant knowledge within an MCP client like Cursor, Windsurf or Cline.
- 🗺️ <a name="location-services"></a>Location Services
  - @modelcontextprotocol/server-google-maps - Google Maps integration for location services, routing, and place details
  - SecretiveShell/MCP-timeserver - Access the time in any timezone and get the current local time
  - webcoderz/MCP-Geo - Geocoding MCP server for nominatim, ArcGIS, Bing
  - @briandconnelly/mcp-server-ipinfo - IP address geolocation and network information using IPInfo API
  - QGIS MCP - connects QGIS Desktop to Claude AI through the MCP. This integration enables prompt-assisted project creation, layer loading, code execution, and more.
  - kukapay/nearby-search-mcp - An MCP server for nearby place searches with IP-based location detection.
- 🎯 <a name="marketing"></a>Marketing
  - Open Strategy Partners Marketing Tools - A suite of marketing tools from Open Strategy Partners including writing style, editing codes, and product marketing value map creation.
- 📊 <a name="monitoring"></a>Monitoring
  - @modelcontextprotocol/server-sentry - Sentry.io integration for error tracking and performance monitoring
  - @modelcontextprotocol/server-raygun - Raygun API V3 integration for crash reporting and real user monitoring
  - metoro-io/metoro-mcp-server - Query and interact with kubernetes environments monitored by Metoro
  - grafana/mcp-grafana - Search dashboards, investigate incidents and query datasources in your Grafana instance
  - pydantic/logfire-mcp - Provides access to OpenTelemetry traces and metrics through Logfire
  - seekrays/mcp-monitor - A system monitoring tool that exposes system metrics via the Model Context Protocol (MCP). This tool allows LLMs to retrieve real-time system information through an MCP-compatible interface.（support CPU、Memory、Disk、Network、Host、Process）
  - hyperb1iss/lucidity-mcp - Enhance AI-generated code quality through intelligent, prompt-based analysis across 10 critical dimensions from complexity to security vulnerabilities
- 🛠️ <a name="other-tools-and-integrations"></a>Other Tools and Integrations
  - anjor/coinmarket-mcp-server - Coinmarket API integration to fetch cryptocurrency listings and quotes
  - ivo-toby/contentful-mcp - Update, create, delete content, content-models and assets in your Contentful Space
  - mzxrai/mcp-openai - Chat with OpenAI's smartest models
  - mrjoshuak/godoc-mcp - Token-efficient Go documentation server that provides AI assistants with smart access to package docs and types without reading entire source files
  - pierrebrunelle/mcp-server-openai - Query OpenAI models directly from Claude using MCP protocol
  - @modelcontextprotocol/server-everything - MCP server that exercises all the features of the MCP protocol
  - MarkusPfundstein/mcp-obsidian - Interacting with Obsidian via REST API
  - anaisbetts/mcp-youtube - Fetch YouTube subtitles
  - Seym0n/tiktok-mcp - Interact with TikTok videos
  - danhilse/notion_mcp - Integrates with Notion's API to manage personal todo lists
  - rusiaaman/wcgw - Autonomous shell execution, computer control and coding agent. (Mac)
  - reeeeemo/ancestry-mcp - Allows the AI to read .ged files and genetic data
  - sirmews/apple-notes-mcp - Allows the AI to read from your local Apple Notes database (macOS only)
  - suekou/mcp-notion-server - Interacting with Notion API
  - amidabuddha/unichat-mcp-server - Send requests to OpenAI, MistralAI, Anthropic, xAI, Google AI or DeepSeek using MCP protocol via tool or predefined prompts. Vendor API key required
  - evalstate/mcp-miro - Access MIRO whiteboards, bulk create and read items. Requires OAUTH key for REST API.
  - KS-GEN-AI/jira-mcp-server - Read jira data via JQL and api and execute requests to create and edit tickets.
  - KS-GEN-AI/confluence-mcp-server - Get Confluence data via CQL and read pages.
  - sooperset/mcp-atlassian - MCP server for Atlassian products (Confluence and Jira). Supports Confluence Cloud, Jira Cloud, and Jira Server/Data Center. Provides comprehensive tools for searching, reading, creating, and managing content across Atlassian workspaces.
  - pyroprompts/any-chat-completions-mcp - Chat with any other OpenAI SDK Compatible Chat Completions API, like Perplexity, Groq, xAI and more
  - anaisbetts/mcp-installer - An MCP server that installs other MCP servers for you.
  - tanigami/mcp-server-perplexity - Interacting with Perplexity API.
  - future-audiences/wikimedia-enterprise-model-context-protocol - Wikipedia Article lookup API
  - andybrandt/mcp-simple-timeserver - An MCP server that allows checking local time on the client machine or current UTC time from an NTP server
  - andybrandt/mcp-simple-openai-assistant - 🐍 ☁️ MCP to talk to OpenAI assistants (Claude can use any GPT model as his assitant)
  - @llmindset/mcp-hfspace - Use HuggingFace Spaces directly from Claude. Use Open Source Image Generation, Chat, Vision tasks and more. Supports Image, Audio and text uploads/downloads.

Programming Languages

Python 97 TypeScript 68 JavaScript 37 Go 12 Java 3 C# 2 Scala 1 Rust 1

ecosyste.ms

Data

Tools

Indexes

Applications

Experiments

Awesome

awesome-mcp-servers

Clients

Community

Frameworks

🛠️ <a name="other-tools-and-integrations"></a>Other Tools and Integrations

Legend

🎨 <a name="art-and-culture"></a>Art & Culture

📂 <a name="browser-automation"></a>Browser Automation

☁️ <a name="cloud-platforms"></a>Cloud Platforms

🖥️ <a name="command-line"></a>Command Line

💬 <a name="communication"></a>Communication

👤 <a name="customer-data-platforms"></a>Customer Data Platforms

🗄️ <a name="databases"></a>Databases

💻 <a name="developer-tools"></a>Developer Tools

📂 <a name="file-systems"></a>File Systems

💰 <a name="finance--fintech"></a>Finance & Fintech

🎮 <a name="gaming"></a>Gaming

🧠 <a name="knowledge--memory"></a>Knowledge & Memory

🗺️ <a name="location-services"></a>Location Services

🎯 <a name="marketing"></a>Marketing

📊 <a name="monitoring"></a>Monitoring

🛠️ <a name="other-tools-and-integrations"></a>Other Tools and Integrations