发现优秀的 MCP 服务器

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.

Runtime Copilot MCP Server

Provides an MCP-native operational interface for diagnostics, explainability, regression checks, and operational memory on data-system internals like PostgreSQL and Databricks toy engines.

paperless-mcp

MCP server for Paperless-ngx document management. Enables AI models to search, retrieve, update documents and manage metadata.

Finmap MCP Server

Provides access to historical stock market data from US, UK, Russian, Turkish, and Hong Kong exchanges, including company profiles, market metrics, sector performance, rankings, and visualization data for financial analysis.

Cisco ISE MCP Server

Cisco ISE MCP Server

office-editor-mcp

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

Wicked API - Agent First API Services

Real-time crypto, stock, and prediction-market data for agents — prices, indicators, funding rates, DeFi TVL, macro calendar, and an AI momentum score. Configure one Base wallet key and it just works. No signup, no dashboard, no subscription.

Callosium

One shared memory for every AI you use, in plain Markdown files you own. Teach one AI something and the rest know it, with per-AI folder permissions so each assistant only sees what you allow.

Debugger MCP

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

Kagi MCP Server

用 Go 编写的 Kagi MCP 服务器

painprep-mcp-server

An MCP server for interventional pain medicine that provides Medicare documentation checklists, CPT/ICD-10 coding, ASRA anticoagulation guidance, prior-authorization letters, denial appeals, and research evidence for 85+ procedures.

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.

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.

mcp-bitbucket-dc

An MCP server for Bitbucket Data Center that enables AI assistants to search code, browse files, and manage pull requests through a standardized interface. It supports comprehensive repository exploration, including Lucene-style code searching and direct file content access.

Remote PostgreSQL MCP Server with Auth

Enables users to interact with PostgreSQL databases through natural language, with GitHub OAuth authentication and role-based access control.

coord-mem MCP Server

Memory-palace graph MCP server for AI agent memory, exposing memory_add / get / like / record_window / walk / retrieve / neighbors / rooms / misshelved / rehome operations over a zero-dependency, append-only, provenance-tracking knowledge graph with decay, PMI-derived adjacency, and spatial coordinates.

InventorySystem MCP Server

A Python MCP server that connects to an Inventory Management System, providing 15 tools for CRUD operations on users, inventory items, and bills.

WAKE MCP Server

An MCP server implementing the Will-Aware Knowledge Execution (WAKE) protocol for post-mortem AI agent management, enabling heartbeat monitoring, death verification, and execution of succession plans.

configfacets_mcp

Configfacets MCP 服务器 (Configfacets MCP fúwùqì)

Frame Pulse MCP

Provides AI agents with real-time system monitoring and control for creative workstations, enabling thermal management and process prioritization to prevent crashes.

Hyperliquid MCP Server v3

一个精简版的 Hyperliquid MCP 服务器，可以使用单个命令进行设置。

uxon-ai

MCP server and Claude skills for AI agents to build landing pages, run A/B experiments, and track first-party conversions. Lets agents onboard clients, create and publish pages, manage variants, and pull performance reports via the UXON API.

ads-mcp

Unified MCP server for managing Meta Ads, LinkedIn Ads, Google Ads, GA4, and Search Console with 89 read/write tools, multi-account support, OAuth setup, and safe dry-run mutations.

Elecz MCP Server

Provides real-time electricity prices, cheapest hours, and contract comparison for 40+ countries, enabling AI agents to make energy-aware decisions.

Warpcast MCP Server

Enables interaction with Warpcast (Farcaster) through Claude, allowing users to post casts, search and read content, get trending posts, and manage channel subscriptions using natural language.

MCP Port Scanner

An intelligent layered port scanning service based on MCP protocol, designed for AI assistants and development tools to perform network security analysis with real-time feedback.

io.github.Brightdotdev/darwin-rag

A local-first RAG engine that ingests documents (PDF, Markdown, images, etc.) and provides hybrid search, reranking, and LLM answer synthesis via MCP for AI agent integration.

Gemini MCP Server

一个用于与 Google Gemini API 交互的模型上下文协议 (MCP) 服务器。

Daily Calorie Tracker MCP Server

Enables users to track daily calorie consumption by logging meals through natural language and searching a comprehensive food database. It provides daily summaries, weekly reports, and persistent SQLite storage to monitor dietary trends and goals.