Discover Awesome MCP Servers

UI Perception Engine

Enables AI agents to perceive and interact with web interfaces by extracting a unified UI Scene Graph from live URLs, providing tools for navigation, element detection, visual analysis, and state tracking.

Feedback Analyzer AI MCP

Feedback Analyzer AI - MCP server providing AI-powered tools and automation by MEOK AI Labs

MCP Python Refactoring

Analyzes Python code and provides guided refactoring suggestions without automatically modifying code.

mining-rights-daily-agent

Generates structured Chinese Markdown briefs on mining topics by orchestrating three MCP tools for news, resource data, and price information.

Gold Standard Apology MCP

Provides guidelines for writing proper apologies based on the situation, relationship, and severity. Returns structured prompts that help LLMs generate sincere and appropriate apology letters in Korean.

aiplayer-mc-bot MCP Server

Enables natural language control of a Minecraft bot, allowing it to execute tasks like mining, exploring, and item management via AI-powered commands.

MANIT ERP MCP Server

Simple MCP server that exposes a tool to fetch student result/CGPA data from MANIT ERP APIs.

negative-results-mcp

Negative results intelligence for drug discovery: inactive compounds, failed selectivity panels, terminated clinical trials, failed CRISPR screens, antibody developability failures, and more — each result carrying full provenance (source database, DOI/PMID, license)

For Five Coffee MCP Server

Enables AI assistants to fetch, search, and organize menu information from For Five Coffee café. Provides access to complete menu data, category filtering, and item search capabilities through both MCP and REST API interfaces.

RAG Documentation MCP Server

提供通过向量搜索检索和处理文档的工具，使 AI 助手能够使用相关的文档上下文来增强其响应。

gmod-mcp

MCP server for Garry's Mod enabling RCON command execution, Lua scripting, window control, screenshots, and SFTP file management.

ctxpeek

MCP server that fetches documentation from public git repositories at specific versions, enabling AI coding assistants to access up-to-date, ref-pinned docs from source repos.

Git Helper MCP

Enables Claude to interact with git repositories by providing real-time access to repository status, branch information, commit history, and file changes. Allows users to query their git workspace through natural language commands.

Sylex Memory

Persistent encrypted memory for AI agents. E2E encrypted private vaults, shared knowledge commons, topic channels, and agent-to-agent DMs. 23 MCP tools, free, no API key needed.

Financial Analysis MCP Server

一个 MCP 服务器，为你的 LLM 提供金融分析能力。

Cloudflare Playwright MCP

Enables AI assistants to control a browser through Playwright on Cloudflare Workers, allowing them to perform web automation tasks like navigation, typing, clicking, and taking screenshots.

APIAny MCP Server

Provides tools for discovering AI models, checking pricing, retrieving API documentation context, and generating integration examples; also supports paid async image/video tasks.

arcbounty-mcp

Browse, take, and submit USDC bounties on ArcBounty (Arc Network, ERC-8183 escrow + ERC-8004 reputation).

Puch AI MCP Starter

A starter template for creating MCP servers compatible with Puch AI, featuring built-in tools for job searching and analysis, plus basic image processing capabilities. Includes authentication and deployment guidance for extending Puch AI with custom tools.

Time Tools MCP Server

A Model Context Protocol server for time manipulation tasks, enabling AI models to get the current date/time and calculate duration between timestamps.

Jupyter MCP Server

通过模型上下文协议启用与 Jupyter Notebook 的交互，支持在 JupyterLab 环境中执行代码和插入 Markdown。

kimi-api-mcp

MCP server that provides file operations and Moonshot API-powered tools (reasoning, code review, testing, research, web search, agent) for Kimi K2.5, requiring only a Moonshot API key.

hubdocs

Indexes and validates architecture documentation hubs, enabling agents to query IDs, dependencies, orphans, and broken links without loading the full doc tree.

MCP Smart Searcher

A smart MCP server for multi-engine web search with AI-powered results, supporting 6 search engines and web content extraction.

MCP Weather & Files AI Server

An advanced Model Context Protocol server that integrates real-time weather data, local file system navigation, and geographic information with AI-powered analysis tools. It enables users to perform complex data evaluations and manage files while accessing live climatic and demographic data through compatible MCP clients.

Agent Factory MCP

A universal MCP server that automatically discovers and registers CLI tools as AI-powered agents with persona configuration, enabling any CLI tool to be used as an MCP tool.

fhir-ig-rag

Provides FHIR Implementation Guide facts via MCP tools, enabling querying of must-support, bindings, constraints, and value-set usage from StructureDefinition artifacts for conformance and testing support.

mcp-server-tasktracker

An MCP server that exposes the full Task-Tracker REST API as MCP tools, enabling AI agents to manage trackers, tasks, notes, checklists, and projects conversationally.

SAP Integration Content MCP

Enables managing SAP Cloud Integration iFlows, packages, configurations, deployments, and runtime artifacts via natural language through the OData API.

Anchord MCP

Anchord MCP is a hosted remote MCP server for AI agents that need canonical identity resolution and safe write evaluation across customer systems. Resolve companies and people to canonical AnchorIDs, inspect linked records and target-system coverage, and evaluate whether a proposed write should be allowed or blocked. Read-only by design.