Stop guessing if your AI tools work

MCP server for filesystem access

A Model Context Protocol server for generating charts using AntV. This is a TypeScript-based MCP server that provides chart generation capabilities. It allows you to create various types of charts through MCP tools.

Official MCP server for Notion API

MCP server for advanced web search using Tavily

MCP server for Chrome DevTools

A Model Context Protocol (MCP) server implementation for CircleCI, enabling natural language interactions with CircleCI functionality through MCP-enabled clients

A simple MCP server to operate on the Postman API

MCP server for retrieving context from a Qdrant vector database

A Model Context Protocol server providing tools to fetch and convert web content for usage by LLMs

MCP server for enabling memory for Claude through a knowledge graph

A Model Context Protocol server with Exa for web search and web crawling. Provides real-time web searches with configurable tool selection, allowing users to enable or disable specific search capabilities. Supports customizable result counts, live crawling options, and returns content from the most relevant websites.

Automatic MCP server generator for FastAPI applications — converts FastAPI endpoints to MCP tools for LLM integration.

[](https://buildkite.com/buildkite/buildkite-mcp-server)

Excel MCP Server for manipulating Excel files

Python evaluations for Apify MCP Server using Arize Phoenix

These MCP servers are a part of the [Neo4j Labs](https://neo4j.com/labs/) program. They are developed and maintained by the Neo4j Field GenAI team and welcome contributions from the larger developer

A Model Context Protocol (MCP) server that provides browser automation capabilities using [Playwright](https://playwright.dev). This server enables LLMs to interact with web pages through structured a

Cloud Run MCP deployment tool

MCP server for Firecrawl web scraping integration. Supports both cloud and self-hosted instances. Features include web scraping, search, batch processing, structured data extraction, and LLM-powered content analysis.

Up-to-date documentation and code examples for any library, fetched on demand via MCP protocol.

Suite of specialized MCP servers for AWS services — S3, DynamoDB, Lambda, CloudWatch, and more.

Browser automation for web scraping, screenshots, and page interaction through headless Chrome.

GitHub API integration for managing repositories, issues, pull requests, and code search via MCP protocol.


ATLAS (Adaptive Task & Logic Automation System): An MCP server enabling LLM agents to manage projects, tasks, and knowledge via a Neo4j-backed, three-tier architecture. Facilitates complex workflow automation and project management through LLM Agents.

MCP server for interacting with MySQL databases with write operations support

Chrome extension + MCP server that gives AI agents browser awareness — console logs, network requests, DOM inspection, screenshots.

MCP server for AI web browser automation using Browserbase and Stagehand

Chroma MCP Server - Vector Database Integration for LLM Applications

Monorepo for Cloudflare MCP servers

A MCP (Model Context Protocol) server for interacting with dbt resources.

Model Context Protocol servers for Playwright

MCP server for IDA Pro reverse engineering — binary analysis, function decompilation, and disassembly via AI agents.

An MCP server for ClickHouse.

[](https://github.com/grafana/mcp-grafana/actions/workflows/unit.yml) [![Integration Tests](https://github.com

A Model Context Protocol server for MongoDB connections

This is a MCP server that defines tools for interacting with Linear via an MCP client.

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MCP server that exercises all the features of the MCP protocol

Integration between n8n workflow automation and Model Context Protocol (MCP)

A Model Context Protocol server for integrating with any OpenAI SDK compatible Chat Completion API

[![MCP Registry Version](https://img.shields.io/badge/dynamic/json?url=https%3A%2F%2Fregistry.modelcontextprotocol.io%2Fv0.1%2Fservers%2Fcom.supabase%252Fmcp%2Fversions%2Flatest&query=%24.server.versi

Read-only database access with schema inspection and query execution for PostgreSQL databases.

A Model Context Protocol server providing tools to read, search, and manipulate Git repositories programmatically via LLMs