发现优秀的 MCP 服务器

ai-usage-metrics-mcp

A MCP server for tracking AI usage metrics and structured logs across applications. Monitor model calls, analyze usage patterns, track costs, and debug AI interactions.

After Effects MCP

MCP server that lets AI assistants control Adobe After Effects via natural language, enabling composition and layer creation, animation, effects, presets, rendering, and arbitrary ExtendScript execution with Arabic/RTL support.

Cisco IQ MCP Server

A local MCP server that exposes Cisco IQ's Assets and Assessments REST APIs as read-only MCP tools, enabling AI assistants to query asset inventory, contracts, lifecycle data, security advisories, and field notices.

Proxima Centauri

A local development gateway that routes AI queries through browser sessions or API keys, enabling free and private access to frontier LLMs within code editors. It supports multiple providers and includes a self-healing Python agent for multi-agent delegation and cross-session memory.

ibkr-mcp-server

MCP server for Interactive Brokers API integration, enabling account management, trading, market data, and short selling analysis through Claude.

MCP TS Toolkit

A comprehensive MCP server providing secure tools for filesystem operations, Git management, web search, document conversion, npm/.NET project management, and AI generative capabilities (image/video/audio generation and processing) via PiAPI.ai integration.

Codebase MCP Server

Enables AI assistants to semantically search and understand code repositories using PostgreSQL with pgvector embeddings. Provides repository indexing, natural language code search, and development task management with git integration.

expo-android

MCP server for Android emulator automation via ADB.

mcp-lock

MCP servers are installed via npx -y @scope/package — which silently downloads the latest version every time your AI tool starts, with no integrity check. mcp-lock fixes this by recording exact tarball hashes on first run and detecting any changes on every run after that — the same guarantee npm ci gives you for Node.js projects.

FILM-FINDER MCP Server

A simple MCP server for fetching movie and TV show data from TMDB and OMDB APIs. Provides natural language capability for users to search, compare, and analyze movies through AI assistants.

my-minimax-mcp

Wraps MiniMax AI as an autonomous code executor for Claude Code, offloading coding tasks to save Claude subscription tokens.

Q1-Reviewer-MCP

An MCP server that simulates a ruthless Q1 journal reviewer to analyze academic manuscripts for red flags and generate a formatted .docx decision letter.

Notarize

Signed AI content provenance with PII scrubbing — timestamps and signs AI-generated outputs for EU AI Act and FTC compliance.

gemini-search-mcp

MCP server for web search powered by Google AI Mode (Gemini). Enables any AI agent to search the web in real-time for free and without rate limits.

code-rules-mcp

用于将代码规则可靠地读入 Agentic AI 上下文的 MCP 服务器。 (MCP 服务器用于可靠地将代码规则读入自主智能体 (Agentic AI) 的上下文。)

Hellō Admin MCP Server

Enables AI assistants to create and manage Hellō applications with full developer context, supporting app creation, updates, secret generation, and logo management through a single unified tool.

mcp-marmiton

MCP server that searches French recipes from Marmiton, reads ingredients and steps, and rescales quantities to any number of servings without requiring an API key.

MCP PowerBI Controller

Enables Claude to read, analyze, and write directly to local Power BI semantic models and Excel workbooks without exporting to the cloud.

Citation Safe

Deterministic legal citation verification for AI-generated legal briefs. Three-layer verification: CourtListener database lookup, quote-match against primary source, and LLM edge-case verification. Free tier available.

dev-skills

An MCP server that equips AI assistants with specialized, opinionated development playbooks for building microservices, frontends, databases, and DevOps pipelines. It integrates with clients like VS Code Copilot, Claude Desktop, and Cursor to provide battle-tested expertise.

ChunkTuner

Tools to benchmark chunking strategies for your RAG corpus.

gameday-gateway

MCP server serving NFL/CFB analytics from Snowflake through curated read-only tools with RBAC and cost governance, avoiding raw SQL exposure.

FlowMCP

The world's first AI-to-3D data visualization bridge. An MCP server with 75 tools that lets any AI assistant transform raw data into interactive 3D spatial visualizations via Flow Immersive.

A2AMCP

A Redis-backed MCP server that enables multiple AI agents to communicate, coordinate, and collaborate while working on parallel development tasks, preventing conflicts in shared codebases.

Filings Intel MCP

Enables AI agents to research US public company filings, financials, and insider transactions using SEC EDGAR data, with no API keys required. Provides tools for company lookup, recent filings, full-text search, financial facts, and insider activity.

SentinelAI MCP Server

Enables secure enterprise AI agents to access internal tools like GitHub, Gmail, Calendar, file systems, databases, and knowledge bases through the Model Context Protocol, with built-in security, audit, and observability.

wctx

Wctx is an MCP server that captures structured, evidence-backed context from completed coding agent sessions and serves it to future sessions, enabling cross-repository knowledge reuse without cloud dependencies or embeddings.

GitHub Repo Assistant MCP Server

Enables creating GitHub repositories under a fixed owner and pushing multiple files in a single commit via the Git Data API, designed for deployment as a Vercel serverless function.

MCP CVE Intelligence Server Lite

Provides unified access to vulnerability data from NVD, MITRE, and GitHub Security Advisories for cybersecurity intelligence.

mobile-mcp

A Model Context Protocol server for mobile automation and development, offering a single API to control iOS and Android devices (simulators, emulators, real devices) through accessibility trees and coordinate-based interactions. It lets AI agents launch apps, tap, swipe, type, capture screenshots, and extract structured data from native mobile apps.