发现优秀的 MCP 服务器

workbeast

Enables LLMs to query a local commitment ledger and knowledge base extracted from email, calendar, and meeting transcripts, allowing natural language search for facts, people, and open commitments, and suggesting closures with evidence.

Modular RAG MCP Server

Exposes RAG-related tools (query_knowledge_hub, list_collections, get_document_summary) via the Model Context Protocol, enabling AI assistants to perform hybrid search, document ingestion, and evaluation on knowledge bases.

mcp-feedback-enhanced

MCP server providing feedback-oriented development workflows with a Web UI and desktop application for interactive user confirmation, session tracking, and smart prompt management.

Connectry Architect Cert

Free certification prep for the Claude Certified Architect exam. 390 scenario-based questions, guided capstone build, 30 concept handouts, 6 reference projects, practice exams, interactive UI with clickable answer cards, progress dashboard, spaced repetition, and deterministic grading. Everything runs locally — no cloud, no accounts, no telemetry.

mcp-seo

Enables AI agents to perform comprehensive SEO audits on web pages, including meta tags, headings, links, images, performance, and more, via a CLI or MCP server.

GenZ MCP Server

A streamlined MCP server that provides essential AI-powered tools for interactive development chat and systematic root cause analysis. It supports multiple AI providers to help developers brainstorm technical solutions and perform evidence-based debugging.

research-mcp

A read-only FastMCP server for academic research that lets agents search papers, inspect metadata, follow citation graphs, generate BibTeX, and read full texts of open-access PDFs via semantic scholar, OpenAlex, arXiv, DBLP, and Crossref.

FORTRESS-MCP

A zero-trust security gateway for AI-agent tool execution, enforcing authentication, authorization, risk classification, and human confirmation before MCP tools run.

Multi-Tenant Analytics MCP

Enables e-commerce clients to query their own analytics data in plain English with strict tenant isolation enforced by the database.

Test-Governance MCP Server

Enables AI assistants to securely access Okta Identity Governance APIs for managing users, groups, apps, access requests, and certifications with configurable deployment modes and safety controls.

GitLab MCP Server

Enables AI assistants to interact with GitLab projects, allowing users to query merge requests, view code reviews and discussions, check pipeline test results, and respond to comments through natural language chat commands.

Fabrica MCP Server

Gives AI agents access to tokenized real property data on the Fabrica protocol, enabling property search, lending market analysis, and portfolio exploration.

Apple Notes MCP

A local-only server that enables AI agents to create, read, search, and organize Apple Notes directly on macOS. It supports folder management, note formatting, and checklists using native automation to ensure data remains private and local.

HF MCP Server

Enables querying course information, structured skills, and MCP knowledge with Redis caching, plus includes performance load testing capabilities.

MCP Agent Health Reporter

Advisory AOS agent health scan before deployment. Checks manifest, runtime services, immune loop, and physical evidence under a target directory. Stdio MCP: mcp-agent-health. Install: pip install mcp-agent-health==0.3.1

distill-mcp

Connects MCP-compatible clients to Distill for converting local documents (PDF, DOCX, etc.) into clean, token-efficient Markdown, achieving 40-80% token reduction for LLMs.

crawleo-mcp

Crawleo is a privacy-first, real-time web search and crawling API built for LLM applications, RAG pipelines, AI agents, and automation workflows. With a single API call, Crawleo performs live web search, optionally crawls result pages, and returns clean, AI-ready data in formats like Markdown, Text

clbench-fireworks-rft

Enables reinforcement fine-tuning of Qwen3-8B on the CLBench poker task using the eval-protocol MCP-Gym framework on Fireworks infrastructure, with structured tool calls via MCP.

Remote MCP Server on Cloudflare (Authless)

A template for deploying a Model Context Protocol server to Cloudflare Workers without requiring authentication. It enables the hosting of remote tools that can be accessed via SSE by the Cloudflare AI Playground or local clients like Claude Desktop.

Financial MCP Server

Provides mock financial data including bank transactions, credit reports, and EPF details for the Finarrator application through authenticated API endpoints.

GitHub v3 REST API MCP Server

Provides access to GitHub v3 REST API functionality through STDIO mode with FastMCP, enabling users to interact with GitHub resources.

gmat-mcp-server

Enables AI agents to autonomously write, run, and debug NASA GMAT mission scripts, with tools for script execution, curated knowledge of common pitfalls, and semantic documentation search.

hadith-mcp

Enables fetching and searching canonical hadith texts (Arabic and English) with cross-references and citation-safe URLs for assistants, built on FastMCP.

JianDaoYun MCP Server

A Model Context Protocol server for JianDaoYun form data management, supporting complete CRUD operations, advanced queries, and automatic field type matching across multiple applications.

Tool-Plaid

Enables interaction with Plaid's financial data API to sync bank transactions and retrieve account balances with secure encrypted token storage.

rollup-plugin-mcp

用于 Rollup 的 MCP 服务器集成。

wohaoniu-zhitou-mcp

Enables AI agents to use 我好牛AI智投 for checking brand visibility in Chinese AI chatbots and generating ad hooks and scripts directly in chat.

Refine Prompt

An MCP server that uses Claude 3.5 Sonnet to transform ordinary prompts into structured, professionally engineered instructions for any LLM. It enhances AI interactions by adding context, requirements, and structural clarity to raw user inputs.

Gmail AutoAuth MCP Server

Enables AI assistants to manage Gmail through natural language interactions, including sending, reading, searching emails, and managing labels with auto authentication support.