Discover Awesome MCP Servers

简单操作指南

MCP空白项目仓库，已配置GitHub MCP服务器。

uacos

Local-first code intelligence and safety layer for AI coding agents. MCP server exposes dependency graph, impact analysis, and AST-compressed repo context, backed by typed local memory, patch-scope safety gates, and git-independent transaction rollback.

Weekly Planning Assistant MCP

Provides intelligent weekly schedule analysis from Google Calendar, including day-by-day breakdowns, workout suggestions, office day detection, and scheduling problem identification through natural language queries.

EZComputerCtrl MCP

A Windows desktop GUI control MCP server that enables agents to operate semantic objects rather than fragile screen coordinates. It provides structured, executable interface facts for visual-first desktop automation with tools for clicking, scrolling, typing, and hotkey operations.

Debugger MCP

Enables AI agents like Claude to control VS Code's debugger, supporting any language with a Debug Adapter Protocol implementation.

GIT MCP Server

Node.js server implementing Model Context Protocol for git operations, enabling AI assistants to manage git repositories through natural language commands.

@vemdev/mcp-server

Gives AI agents durable project memory via the Model Context Protocol, allowing them to read tasks, record decisions, search context, and sync snapshots to the cloud.

mcp-apollo-config

Enables querying and editing configuration items in Apollo Config Center using portal login, with support for multiple environments, clusters, and namespaces.

KaitoMCPServer

A Python-based MCP server that uses uv for dependency management, requiring Python 3.13+ to run.

codegraph

Provides AI agents with a function-level dependency graph of the codebase through 30 MCP tools, enabling structural queries about code dependencies, callers, and impact analysis.

PyKernel MCP

MCP server that provides a persistent IPython kernel for executing Python code with pre-loaded numpy, pandas, and matplotlib, supporting stateful computation and inline visualizations.

mcp-creditcard

Provides a Luhn check-digit validation tool for numeric strings such as credit cards, IMEI, and national IDs.

Casino Kings MCP Server

Wraps bitcoincasinokings.com APIs to enable natural language queries for casino data, brand search, and live bonuses.

Mirelia-Patent-Marketplace

A fully autonomous patent data marketplace for AI agents, providing highly structured JSON datasets with strategic insights. Supports instant M2M transactions via ROSE on the Oasis Network.

Hyperliquid MCP Server v3

A streamlined version of the Hyperliquid MCP Server that can be set up with a single command

MCP Code Mode

Enables AI agents to write and execute Python code in an isolated sandbox that can orchestrate multiple MCP tool calls, reducing context window bloat and improving efficiency for complex workflows.

Bicameral MCP

A provenance-aware decision ledger that maps meeting transcripts and PRDs to code symbols to track implementation and drift. It enables developers to maintain institutional memory by linking historical context and architectural decisions directly to the evolving codebase.

PBIXRay MCP Server V2

Enables Claude AI to analyze Power BI Desktop models with comprehensive capabilities including DAX analysis, performance monitoring with Storage Engine/Formula Engine breakdown, VertiPaq statistics, and natural language querying of model structure and data.

feishu-bridge

MCP server that enables AI agents to interact with Feishu (Lark) for calendar events, attendees, and user recent work via structured tools with graceful degradation and recovery hints.

office-editor-mcp

An MCP server for creating and editing Word, Excel, and PowerPoint documents through AI assistants.

Job Lead Converter MCP

Transforms job postings into qualified sales leads by searching for active jobs, enriching company data, and identifying decision-maker contact information.

PVGIS MCP

MCP server that estimates photovoltaic production using the European Commission's PVGIS API, deployed on Cloudflare Workers for serverless, free-tier operation.

TAP Insights MCP

Connects TikTok accounts to Claude, enabling analysis of account data for branding and affiliate marketing.

intenttext

IntentText MCP server lets AI agents parse, validate, query, diff, and render IntentText (.it) documents. It exposes 9 tools for safe parsing, workflow validation, HTML/print rendering, template merging, and round-trip source generation.

Memory Engineering MCP

Provides persistent memory and semantic code understanding for AI assistants using MongoDB Atlas Vector Search. Enables intelligent code search, memory management, and pattern detection across codebases with complete semantic context preservation.

Security Detections MCP

Enables querying and analysis of a unified database of security detection rules across multiple formats, including Sigma, Splunk, Elastic, KQL, and CrowdStrike CQL.

TikTapDown MCP

TikTok creator toolkit for AI assistants. Four tools: download watermark-free videos by URL, look up curated 15-hashtag sets for 15 niches with strategy tips, retrieve best posting times for 12 countries, and generate viral hook formulas across 8 categories. Stdio transport, runs via npx -y tiktapdown-mcp, no API keys, no signup, free. MIT license.

MagentaA11y MCP Server

Provides accessibility acceptance criteria for 51 web and 42 native components from the MagentaA11y project. Enables searching, retrieving component specs, and generating accessibility documentation in multiple formats including Gherkin syntax and developer notes.

SAP CPI MCP Server

Enables AI agents to interact with SAP Cloud Integration (CPI) by exposing CPI APIs as MCP tools for inspecting metadata, runtime artifacts, message logs, and failed messages.

mcp-nosdeputes-fr

Enables querying the French National Assembly data, including deputies, interventions, questions, and votes, through natural language.