Discover Awesome MCP Servers

Playwright MCP

A Model Context Protocol server that provides browser automation capabilities by allowing LLMs to interact with web pages through structured accessibility snapshots. It enables fast, lightweight interaction with web content without the need for vision-tuned models or visual processing.

steam-storefront-mcp

MCP server enabling AI assistants to search Steam games, retrieve official store metadata, and analyze player review sentiment via public Steam Storefront JSON APIs without an API key.

geolocation-mcp

Enables LLMs to query IP addresses against free MaxMind GeoLite2 geolocation databases.

Students Architecture MCP Server

Enables CRUD operations on student records via REST API and MCP interface, with configurable JSON or SQLite persistence.

Global News MCP Server

Enables global news retrieval across multiple countries and categories (world, country, technology, science) via RSS feeds, exposing reusable MCP tools for fetching and searching news articles with no API keys required.

Whimsical MCP Server

Enables AI agents to create and edit Whimsical diagrams and documents, including flowcharts, mind maps, sequence diagrams, and wireframes, and to search and read workspace content.

Nexus Memory MCP

Provides persistent semantic memory with semantic search, knowledge graphs, and Intelligence Packs for AI agents, enabling memory recall by meaning and session continuity.

scratch-mcp

Enables AI agents to programmatically edit Scratch .sb3 projects and preview changes live in TurboWarp Desktop via MCP tools and a live-reload bridge.

mcp-bridge

MCP server for Cocos Creator that enables AI tools to automate scene editing, resource management, and project operations via HTTP and stdio interfaces.

scraperapi-mcp-server

A local MCP server that lets AI agents bypass bot detection, geo-restrictions, and JavaScript rendering challenges when scraping the web, backed by ScraperAPI's services

groundcheck

An MCP server that lets any AI agent evaluate RAG outputs -- faithfulness scoring, hallucination detection, and retrieval quality metrics -- with zero API keys, using MCP sampling.

vunit-mcp

Enables an LLM or agent to drive a VUnit HDL unit-testing project end to end: list tests, compile, run, and inspect reports and per-test logs.

hepdata-mcp

Enables discovery of HEPData records, tables, and data access with read-only operations and export links.

MCPPentestBOT

Enables AI assistants to perform authorized security testing and penetration testing operations including SSL/TLS analysis, port scanning, vulnerability scanning, and HTTP security header audits through natural language interactions.

python-mcp-server

파이썬 MCP 서버 구축

Team Vault MCP

Exposes Team Vault's REST API as MCP tools for AI agents, enabling programmatic reading and editing of notes without Obsidian.

Labby

Labby is a Rust-based MCP gateway that connects and aggregates multiple upstream MCP servers, with authentication, Code Mode (JavaScript snippets), and an operator web UI.

resume-analyzer-mcp

MCP server for analyzing resumes, calculating ATS match scores, and suggesting job-tailored improvements.

ZoneMender

MCP server for AI agents to safely manage Cloudflare DNS, DMARC, SPF, BIMI, and Email Routing with dry-run-first and approval-based writes.

E-commerce Local MCP Server

Enables e-commerce shop owners to query their business data using natural language through local AI models. Provides secure, privacy-focused access to sales reports, inventory management, customer analytics, and order data without sending sensitive information to external services.

KnowJudges

Free, source-linked research on U.S. judges and courts, including judicial profiles, biographies, courtroom rules, AI-abuse cases, and recent rule changes.

OCI MCP Server

Enables LLMs like Claude to interact directly with Oracle Cloud Infrastructure resources, supporting dynamic profile switching between tenancies and comprehensive management of compute instances, database systems, and OCI resources through natural language.

search-papers

Enables agents to search, analyze, and explore arXiv academic papers with advanced multi-field search, author lookup, category browsing, citation extraction, and bibliography export.

Sequential Thinking Ultra

An MCP server that enhances sequential thinking with Ultra Think methodology, enabling structured, step-by-step reasoning with quality metrics, bias detection, and resource management.

MCP-Jenkins

A server that enables interaction with Jenkins CI/CD pipelines from any compatible MCP client (like Claude Desktop), allowing users to manage jobs, builds, coverage reports, and other Jenkins functionality through natural language.

MADPANDA3D Qdrant MCP

A Model Context Protocol server for agents to search, store, ingest, and maintain data in a Qdrant vector database.

osu-mcp

MCP server that exposes the osu! API v2 as tools, allowing natural language queries about osu! profiles, beatmaps, rankings, and more.

Variflight Tripmatch MCP Server

Provides tools to query flight and train information including flight searches, train tickets, weather forecasts, and transfer options between different transportation modes.

TestAtlas

Turn any .NET test-automation solution into a queryable map in one SQLite file — features, steps, API clients, page objects, and their dependencies. Zero config, no AI, no network, 100% deterministic.

Cloudflare Remote MCP Server

Deployable stateless remote MCP server on Cloudflare Workers without auth, with support for registering custom tools and connecting to MCP clients.