A curated list of Model Context Protocol (MCP) servers
This page lists names, links and short descriptions. The original list on GitHub is the source and belongs to its authors.
is an open protocol that enables AI models to securely interact with local and remote resources through standardized server implementations. This list focuses on production-ready and experimental MCP servers that extend AI capabilities through file access, database connections, API integrations,…
Anthropic's official reference MCP server implementations (GitHub, Slack, Postgres, Puppeteer, etc.). The authoritative source for understanding correct MCP server structure before building your own.
Track and monitor AI agent mindshare across platforms - measure brand visibility in AI conversations.
Use 4,000+ pre-built cloud tools, known as Actors, to extract data from websites, e-commerce, social media, search engines, maps, and more.
Integration with Cloudflare services including Workers, KV, R2, and D1
(official)
Allows you to integrate with Stripe APIs
The PayPal Agent Toolkit enables popular agent frameworks including Model Context Protocol (MCP) to integrate with PayPal APIs through function calling.
Interact with a Tinybird Workspace from any MCP client.
CLI tool for installing and managing MCP servers. Simplifies server installation and configuration for Claude Desktop.; Supports NPM-based servers; Automatic configuration generation; Easy server management
Open-source framework for building secure, testable, enterprise-grade MCP tools from SQL or Python on top of dbt + DuckDB.
Solution to Remote MCP Communication, enabling effortless integration for centralized management of Model Context
A Model Context Workspace Manager. Oraganize your MCP servers in local workspaces (coding, design, research, ...), scan, monitor, and integrate each workspace with AI apps via a unified CLI.
A lightweight utility designed to simplify the deployment and management of MCP servers, ensuring ease of use, consistency, and security through containerization.
Provides file and folder backup and restoration capabilities for AI agents and code editing tools
Remote Storage Access: SFTP, S3, FTP, SMB, NFS, WebDAV, GIT, FTPS, gcloud, azure blob, sharepoint, etc...
Anthropic's official reference MCP server implementations (GitHub, Slack, Postgres, Puppeteer, etc.). The authoritative source for understanding correct MCP server structure before building your own.
Lightning-fast Windows file search powered by Everything SDK
Advanced filesystem operations with large file handling capabilities and Claude-optimized features. Provides fast file reading/writing, sequential reading for large files, directory operations, file search, and streaming writes with backup & recovery.
Share code context with LLMs via Model Context Protocol or clipboard
Self-hosted platform for secure execution of AI code. Great for Code Interpreter, Data Analysis, Browser Use.
Secure cloud development environments for AI agents. Enables safe code execution and testing in isolated containers.
An MCP server for Docker operations, enabling seamless container and compose stack management.
2 - Token-based GitHub automation management. No Docker for optimal performance, Flexible configuration for fine-grained control, 80+ tools with direct API integration.
Anthropic's official reference MCP server implementations (GitHub, Slack, Postgres, Puppeteer, etc.). The authoritative source for understanding correct MCP server structure before building your own.
Phabricator API integration for repository and project management
Gitingest integration providing prompt friendly summmaries of Github repos
Anthropic's official reference MCP server implementations (GitHub, Slack, Postgres, Puppeteer, etc.). The authoritative source for understanding correct MCP server structure before building your own.
Box MCP Server allows third party AI agents from platforms like Copilot Studio, Cursor, Claude for Desktop to access Box content seamlessly. It extends the agent's capabilities by allowing it to perform actions related to content stored in Box.
A serverless video database to easily store, index, search, and stream videos. VideoDB uses AI to automatically tag scenes, generate accurate transcriptions, and quickly retrieve video moments with simple queries.
MCP server that connects to the whole Microsoft 365 suite (Microsoft Office, Outlook, etc.) using Graph API (including mail, files, Excel, calendar)
Anthropic's official reference MCP server implementations (GitHub, Slack, Postgres, Puppeteer, etc.). The authoritative source for understanding correct MCP server structure before building your own.
DuckDB database integration with schema inspection and query capabilities
Excel workbook manipulation including data reading/writing, worksheet management, formatting, charts, and pivot tables
(1) & https://github.com/ergut/mcp-bigquery-server (2)
Neon MCP Server. Allows natural language interactions with Neon for database management.
A Qdrant MCP server for keeping and retrieving memories in the Qdrant vector search engine.
A Model Context Protocol Server for querying and analyzing MongoDB collections.
Full featured MCP Server for MongoDB databases.
MySQL database integration with configurable access controls and schema inspection
Read and write access to Airtable databases, with schema inspection.
Snowflake database integration with read/write capabilities and insight tracking.
A unified database access service for MCP that seamlessly integrates PostgreSQL and SQLite with a clean abstraction layer.
MCP server implementation for TiDB (serverless) database.
Read and write access to NocoDB database.
MCP server to interact with the data stored in Couchbase clusters including natural language querying.
A natural language interface designed for agentic applications to efficiently manage and search data in Redis.
The most powerful MCP Slack Server with Stdio and SSE transports, Proxy support and no permission requirements on Slack Workspace.
Integrates the LINE Messaging API to connect an AI Agent to the LINE Official Account.
Linear MCP Server. Provides integration with Linear's issue tracking system through MCP.
Comprehensive integration with Atlassian suite including Confluence for documentation management and Jira for issue tracking.
MCP Server that connects AI Agents to Carbon Voice. Create, manage, and interact with voice messages, conversations, direct messages, folders, voice memos, AI actions and more in Carbon Voice.
An ntfy MCP server for sending/fetching ntfy notifications to your self-hosted ntfy.sh server from AI Agents 📤 (supports secure token auth & more - use with npx or docker!)
Query and interact with kubernetes environments monitored by Metoro
Raygun API V3 integration for crash reporting and real user monitoring
Anthropic's official reference MCP server implementations (GitHub, Slack, Postgres, Puppeteer, etc.). The authoritative source for understanding correct MCP server structure before building your own.
Domain/HTTPS/SSL domain registration information and SSL certificate monitoring capabilities. Query domain registration and expiration information, and SSL certificate information and validity status for any domain.
Comprehensive integration with Signoz APIs and documentation for monitoring, observability, and debugging tasks related to your Signoz instances.
Comprehensive integration with VictoriaMetrics APIs and documentation for monitoring, observability, and debugging tasks related to your VictoriaMetrics instances.
Anthropic's official reference MCP server implementations (GitHub, Slack, Postgres, Puppeteer, etc.). The authoritative source for understanding correct MCP server structure before building your own.
Discover, extract, and interact with the web - one interface powering automated access across the public internet.
Access data, web scraping, and document conversion APIs by Dumpling AI
TypeScript-based MCP server that integrates the Kagi Search API
Integration with Exa AI Search API for real-time web information retrieval
Search articles using the NYTimes API
Google News search with automatic categorization, multi-language support, and comprehensive search options
The Scrapeless Model Context Protocol service acts as an MCP server connector to the Google SERP API, enabling web search within the MCP ecosystem without leaving it.
Search via search1api (requires paid API key)
A powerful MCP server providing a suite of tools for web search, content discovery, and automated research workflows.
Tavily AI search API integration
Search ArXiv research papers
Search research papers, conferences, and codebases through PapersWithCode API
A Model Context Protocol server that provides browser automation capabilities using Playwright.
and https://github.com/ihor-sokoliuk/mcp-searxng
Use 4,000+ pre-built cloud tools, known as Actors, to extract data from websites, e-commerce, social media, search engines, maps, and more.
- Korean e-commerce search with Rocket Delivery filtering
- Naver Shopping, Cafe, News search for Korean users
Search campgrounds around the world on campertunity, check availability, and provide booking links
Anthropic's official reference MCP server implementations (GitHub, Slack, Postgres, Puppeteer, etc.). The authoritative source for understanding correct MCP server structure before building your own.
Look up IP address geolocation, network information, detect proxies and VPNs, and find abuse contact details using IPLocate.io
IP2Location.io API integration to retrieve the geolocation information for an IP address.
connects QGIS Desktop to Claude AI through the MCP. This integration enables prompt-assisted project creation, layer loading, code execution, and more.
Track and monitor AI agent mindshare across platforms - measure brand visibility in AI conversations.
Access Fathom Analytics data and reports about your sites
MCP server acting as an interface to the Facebook Ads, enabling programmatic access to Facebook Ads data and management features.
MCP server acting as an interface to the Google Ads, enabling programmatic access to Google Ads data and management features.
A lightweight MCP server that allows LLMs to read and interact with your personal PDF and EPUB ebooks on your local machine. Ideal for building AI reading assistants or chat-based ebook interfaces.
and https://github.com/calclavia/mcp-obsidian
and https://github.com/suekou/mcp-notion-server
(macOS)
Model Context Protocol server for Slite integration. Search and retrieve notes, browse note hierarchies, and access content from your Slite workspace.
MCP server for Todoist integration enabling natural language task management with Claude
Read, create, update and delete Google Keep notes.
(Persistent memory for AI coding agents. #1 on LongMemEval benchmark (95.4%). 12 MCP tools with semantic search, auto-capture, and intelligent forgetting. Local-first, zero cloud dependency.)
Integration with Cloudflare services including Workers, KV, R2, and D1
(1), https://github.com/weibaohui/k8m (2), https://github.com/StacklokLabs/mkp (3)
Interact with a Tinybird Workspace from any MCP client.
Turn Make scenarios into callable tools for AI assistants.
— Unofficial community fork with 200+ modules, auto-healing, and router support
Official Taskade MCP server + OpenAPI → MCP codegen to build AI agent tools from any API and connect Taskade to Claude, Cursor, and more.
Connect your AI Agents to 8,000 apps instantly.
Developer-centric integration platform that combines thousands of prebuilt triggers and actions with code-level control in Node.js, Python, Go, and Bash.
Autonomous shell execution and computer control (Mac)
Windows automation MCP server providing mouse, keyboard, screen capture, clipboard, and window management capabilities using NutJS.
MCP server allowing any and all command execution over CMD(BE CAREFUL).
An MCP Server Integration with Apple Shortcuts
Bluesky API integration for querying and searching feeds and posts
and https://github.com/kimtaeyoon83/mcp-server-youtube-transcript
Connects with Spotify for playback control and track/album/artist/playlist management.
TikTok integration for getting post details and video's subtitles
[npm: @socialneuron/mcp-server]
https://github.com/CoderGamester/mcp-unity, https://github.com/codemaestroai/advanced-unity-mcp
(remote venture intelligence for autonomous agents: startup discovery, company scoring, monitoring, and enterprise workspace automation) glama
Deliver real-time market intelligence with extensive private and public market data.
Coinmarket API integration for cryptocurrency data
MCP Server that connects AI agents to Chargebee platform.
Comprehensive cryptocurrency and DEX data API across multiple blockchains, providing real-time token pricing, liquidity pools, and OHLCV data for market analysis
Mercado Pago's official MCP server, offering tools to interact with our API, simplifing tasks and product integration.
The PayPal Agent Toolkit enables popular agent frameworks including Model Context Protocol (MCP) to integrate with PayPal APIs through function calling.
Allows you to integrate with Stripe APIs
Provides real-time stock market data, provides AI access analysis and trading capabilities through MCP.
Search ArXiv research papers
Read .ged files and genetic data
Professional media analysis and validation MCP server with FFprobe, MediaInfo, and comprehensive reporting capabilities
Search 300,000+ foods, nutrition facts, and barcodes from the OpenNutrition database
Query and reeason about legislative data from Congress.gov
RAG on your data using MCP protocol
Multi-provider AI agent framework that unifies 12+ LLM providers (OpenAI, Google, Anthropic, AWS, Azure, Groq, etc.) with workflow orchestration. Production-grade platform for building LLM applications with streaming, tool calling, caching, and enterprise features. Battle-tested at 15M+…
Query OpenAI models directly from Claude using MCP protocol
Chat with models from OpenAI-compatible APIs (Perplexity, Groq, xAI, etc.)
Chat with Perplexity via MCP
LlamaCloud MCP Server. A TypeScript-based MCP server connecting to a managed index on LlamaCloud.
Use HuggingFace spaces from your MCP Client. Supports Images, Audio, Text and more.
PiAPI MCP server makes user able to generate media content with Midjourney/Flux/Kling/Hunyuan/Udio/Trellis directly from Claude or any other MCP-compatible apps.
Predict anything with Chronulus AI multimodal forecasting and prediction agents (Watch Demos on Youtube).
MCP Server that exposes Creatify AI API capabilities for AI video generation, including avatar videos, URL-to-video conversion, text-to-speech, and AI-powered editing tools.
Chat with your MLOps and LLMOps pipelines using the ZenML MCP server
MCP and MCP SSE Server that automatically generate production ready API based on database schema and data. Supports PostgreSQL, Clickhouse, MySQL, Snowflake, BigQuery, Supabase
Enable AI Agents to fix Playwright test failures reported to Currents.
AI-powered developer assistant that enables advanced research, analysis and discovery and code generation across GitHub and NPM realms in realtime.
Token-efficient access to OpenAPI/Swagger specs via MCP Resources.
Interact with Postman API.
Integration with QA Sphere test management system, enabling LLMs to discover, summarize, and interact with test cases directly from AI-powered IDEs
— AI-powered E2E testing bridge for any app. Supports Flutter, iOS, Android, Web, Electron, Tauri, KMP, React Native, .NET MAUI.
CodeMirror extension that implements the Model Context Protocol (MCP) for resource mentions and prompt commands.
Paste a link to your Figma design to get its data in a ready-to-implement format.
Query and interact with LLM observability and telemetry captured by Opik using natural language.
Connect to VSCode ide and allows using semantic tools like find_usages
TypeScript-native agent framework (from the Gatsby team) with 22K+ stars and 300K+ weekly npm downloads. Connects to 40+ providers through one standard interface, with built-in workflows, RAG pipelines, and agent orchestration. The @mastra/deployer handles serverless deployment, and the eval…
Flag features, manage company data, and control feature access using Bucket
CLI and MCP server for building and deploying Docker Compose-compatible projects to your own AWS, GCP, or DigitalOcean account.
— Spec-driven development companion with persistent memory (SQLite + FTS5 + knowledge graph), adaptive change pipeline (12 flow variants), greenfield project pipeline with Clarity Gate, and business rules extraction. 32 MCP tools. Single Go binary.
Generate visualizations from fetched data using the VegaLite format and renderer.
A Model Context Protocol server for generating visual charts using AntV.
Generate visual charts using Apache ECharts with AI MCP dynamically.
Generate mermaid diagram and chart with AI MCP dynamically.
Generate visual diff comparisons from text changes with HTML/PNG export. Perfect for code reviews and document analysis with side-by-side visualization.
MCP server implementation for managing Keycloak users, groups, and realms using natural language queries.
— One API key for 100+ AI services (Claude, GPT, Gemini, DeepSeek, images, video, data scraping, payments, email, and more). OpenAI-compatible. Works in Claude Code, Cursor, Windsurf.
A self-hosted MCP gateway and registry that centralises multiple MCP servers behind one endpoint for AI agents.
Rube is a Model Context Protocol (MCP) server that connects your AI tools to 500+ apps like Gmail, Slack, GitHub, and Notion. Simply install it in your AI client, authenticate once with your apps, and start asking your AI to perform real actions like "Send an email" or "Create a task."
Developer-centric integration platform that combines thousands of prebuilt triggers and actions with code-level control in Node.js, Python, Go, and Bash.
Connect your AI Agents to 8,000 apps instantly.
MCP Server for Lara Translate API, enabling powerful translation capabilities with support for language detection and context-aware translations
A MCP server for using Semgrep to scan code for security vulnerabilities.
A FastMCP-based server for Netwrix Access Analyzer data analysis, designed for enhanced data analysis capabilities.
Access the OSV (Open Source Vulnerabilities) database for vulnerability information. Query vulnerabilities by package version or commit, batch query multiple packages, and get detailed vulnerability information by ID.
Vulert secures software by detecting vulnerabilities in open-source dependencies—without accessing your code. It supports Js, PHP, Java, Python, and more
— Kernel-level governance MCP server for AI agents — enforces deterministic policies (tool filtering, budget caps, rate limits, audit logging) instead of prompt-based guardrails. Part of microsoft/agent-lightning (14k . Run via npx agentos-mcp-server.
MCP server for the Coreflux MQTT broker, enabling AI agents to transfom the broker into a automation hub and interact with IoT devices and messaging systems through the MQTT protocol.
A Model Context Protocol (MCP) server for the Internet Archive's Open Library API that enables AI assistants to search for book and author information.
Mercado Libre's official MCP server, offering tools to interact with our marketplace, simplifying tasks and product integration.
Complete product and pricing data solution for AI assistants. Search for products by barcode/ASIN/URL, access detailed product metadata, access comprehensive pricing data from thousands of retailers, view and track price history, and more. Published as @shopsavvy/mcp-server.
Build robust data workflows, integrations, and analytics on a single intuitive platform.
ChatGPT for physical data. Troubleshoot your robots and drones with natural language. No fuss.
Read and write access to Airtable databases, with schema inspection.
RAG on your data using MCP protocol
Algorand Model Context Protocol (Server & Client) by GoPlausible.
An MCP Server Integration with Apple Shortcuts
Provides file and folder backup and restoration capabilities for AI agents and code editing tools
(1) & https://github.com/ergut/mcp-bigquery-server (2)
[MCP for Binary_Ninja]
Bluesky API integration for querying and searching feeds and posts
zero-dependency, token-efficient database MCP server for Postgres, MySQL, SQL Server, MariaDB, SQLite
Enable AI Agents to fix Playwright test failures reported to Currents.
A middleware to provide an openAI compatible endpoint that can call MCP tools
High-performance, multiplayer code editor with built-in AI features. From the creators of Atom and Tree-sitter. Native AI agentic editing with support for any LLM provider. GPL licensed.
Plugin for Weaviate Vector Stores.
Continue is an open-source autopilot plugin for VS Code and JetBrains, enhancing coding with LLMs through features like task and tab autocomplete, natural language edits, file generation, and customization options, available under the Apache 2.0 license github | website
gpt-4o for windows, macos and linux
CodeMirror extension that implements the Model Context Protocol (MCP) for resource mentions and prompt commands.
⚠ - Enhanced ChatGPT-compatible AI chat interface supporting multiple AI providers, with multi-user auth, message search, and plugin support. (Demo, Source Code) MIT Nodejs/Docker
A powerful Neovim plugin for managing MCP (Model Context Protocol) servers
Create LLM agents without writing code.
(AI Agents framework with 64+ built-in tools for search, memory, workflows, code execution)
MCP and MCP SSE Server that automatically generate production ready API based on database schema and data. Supports PostgreSQL, Clickhouse, MySQL, Snowflake, BigQuery, Supabase
🟢 — Platform for running MCP servers in isolated containers with per-request identity/access policy, registry and gateway workflows, audit logs, Kubernetes operator support, and observability hooks. (Stacklok) · updated 2026-08-14); Related: microsandbox · defenseclaw
Search and discover AI agent skills from the SkillFlow marketplace. Browse 500+ skills with trust metrics, categories, and ratings.
VoltAgent/awesome-openclaw-skills
The awesome collection of OpenClaw skills. 5,400+ skills filtered and categorized from the official OpenClaw Skills Registry.🦞
awesome-dsh-plugin/awesome-dsh-plugin
A curated list of plugins for DeepSeek Harness (dsh) · DeepSeek Harness 插件精选列表
Kristories/awesome-guidelines
Programming style, best practices, and coding conventions.
sindresorhus/awesome
😎 Awesome lists about all kinds of interesting topics [NOTE: Pull requests are temporarily disabled until I have a chance to catch up with the existing ones]
ai-boost/awesome-prompts
Curated list of chatgpt prompts from the top-rated GPTs in the GPTs Store. Prompt Engineering, prompt attack & prompt protect. Advanced Prompt Engineering papers.
matiassingers/awesome-readme
A curated list of awesome READMEs