Discover Awesome MCP Servers

regex-quality

Provides tools to test regex patterns for correctness, performance (ReDoS), and memory usage, and suggests safe rewrites. Enables LLMs to iterate on regex generation with verifiable feedback.

weaviate-mcp

An MCP server and document upload API designed for RAG workflows with Weaviate vector databases. It enables users to search, retrieve, and manage documents across specialized collections like account notes, product promos, and contracts.

Obsidian Tasks MCP Server

Enables AI assistants to manage Obsidian tasks with full CRUD operations, querying, and date-based filtering via MCP.

Crawl4AI RAG MCP Server

Provides web crawling and RAG capabilities for AI agents, enabling scraping of websites, storing content in a vector database (Supabase), and performing semantic search over crawled data.

DeepMap MCP

Enables LLMs to directly access and analyze cancer dependency data from the DepMap, including gene search, dependency summaries, and top cell line dependencies, for therapeutic target evidence collection.

Waferlock Robot MCP

Enables interaction with Waferlock Robot services through a public REST API bridge. Provides secure access to robot management functionality without exposing AWS credentials, supporting local MCP server deployment via CLI.

gem-mcp

An autonomous MCP server for AI-powered software generation using Gemini and Groq, with features like dual-engine strategy, visual inspection, and QA sentinel.

engram

Provides persistent, local-first AI memory across sessions via MCP tools for storing, searching, and retrieving context from past interactions.

mcp-query

A local MCP server for secure database querying from Claude Code, with Apple Keychain credential storage, permission-based access control, and audit logging.

SEO Automation and Optimization

SEO自動化およびAI搭載最適化のためのアプリケーション - ccnn2509/app-seo-ai

sanban

Enables AI agents to manage kanban boards with tasks, including creating boards, items, moving between columns, and searching.

weather-mcp-playwright

An MCP server that fetches US weather forecasts via API and Israel weather forecasts by automating a browser with Playwright to scrape a weather website.

mcp-bizhawk

MCP server for BizHawk, the multi-system emulator. Drive NES, SNES, GB/GBC/GBA, Genesis, N64, PSX, Saturn and more through one Lua bridge — memory r/w across named domains, joypad input, frame-advance, screenshot, save/load state.

4o-mini-search-mcp

An MCP server that enables AI models to search the web using OpenAI's 4o-mini Search model, allowing access to up-to-date information for just a few cents per search.

MCP Traits Matcher

A personality analysis server that creates persons with traits, adds descriptions to update personality, and finds matches for job descriptions using Euclidean distance.

DC HUB

Description: Data-center, power & gas intelligence MCP server. 33 tools covering 21,000+ data-center facilities (170+ countries), 232 US power markets scored by the DC Hub Power Index (DCPI), 2,000+ tracked M\&A deals, ISO grid telemetry (PJM, ERCOT, CAISO, MISO, SPP, NYISO), fiber routes, energy pricing. License: Free to cite (CC-BY-4.0). Existing distribution: In the official MCP registry; indexe

hevy-mcp

Python MCP server for the Hevy fitness app. Gives Claude full access to your Hevy data. Log workouts, manage routines, track body measurements, browse exercises, and more. Covers all 25 endpoints of the official Hevy API.

mcp-tools-salesforce

Connects to Salesforce scratch orgs and allows AI to generate and insert realistic nested test records via natural language descriptions using the Composite Tree REST API.

tv-mcp

Enables AI assistants to interact with locally running TradingView Desktop for chart analysis, Pine Script development, and automation via Chrome DevTools Protocol.

Reddit MCP Server

Enables access to Reddit data including posts, comments, user profiles, and subreddit information through a unified API interface with token-efficient TOON format output.

MCP-valider_iban

Validates International Bank Account Numbers (IBANs) through a Cloudflare-hosted MCP server, enabling agents to check IBAN validity via natural language.

Internet Court MCP

Provides a trust layer for agent-to-agent commerce and delegated agent authority, allowing MCP-capable agents to install and fetch the latest Internet Court skill dynamically.

chrome_mcp_server

An MCP server for controlling and automating Google Chrome browser operations using Puppeteer. It provides tools for navigation, element interaction, screenshots, and browser management.

pixmax-mcp

MCP server for Pixmax API enabling generation of images, video, text, audio, and 3D across dozens of models like Midjourney, Kling, and ElevenLabs.

GitLab MCP Server

Enables project management and repository operations on GitLab through the GitLab API, including file operations, branch management, issue creation, merge requests, and repository forking with support for both GitLab.com and self-hosted instances.

safe-oas2mcp

Turns OpenAPI specs into MCP tools with secure defaults, risk inspection, confirmation gates, response limits, audit logging, and secret redaction.

zaytsv-bot-graph-mcp

MCP server for building and publishing Telegram bot funnels on zaytsv.ru, enabling graph creation, validation, and publication via API.

Google Docs + Gmail MCP Server

Enables appending content to Google Docs and creating Gmail drafts via a lightweight MCP-style server with OAuth authentication and human-in-the-loop approval.

overseerr-mcp

MCP server for Overseerr that enables searching, requesting, and managing media (movies and TV shows) through natural language, with integration to Radarr/Sonarr for automated downloads.