发现优秀的 MCP 服务器

Research MCP

Enables LLMs to search, analyze, and summarize academic research papers in real-time from arXiv, Semantic Scholar, and PubMed. Provides automatic deduplication, citation analysis, and BibTeX generation across multiple research databases.

hive-mcp-log

Metered log ingestion server for autonomous agents, allowing NDJSON log posting with USDC payment per line on Base L2. Agents can freely tail and search their own logs with configurable retention tiers.

Logseq MCP Server

Enables AI assistants to interact with your local Logseq knowledge base through advanced search, content creation, template management, and knowledge organization with privacy-first, local-only operations.

workiq-mcp-bridge

Bridges any local agent or LLM to Microsoft Work IQ's remote MCP server for enterprise context grounding, tools, and chat via CLI or local MCP proxy.

Context DB MCP

Stores and retrieves project context using OpenAI vector stores, enabling AI editors to remember and recall project knowledge across sessions.

Remapdb MCP Server

Connects AI tools to Remapdb vehicle tuning data, enabling search and retrieval of manufacturers, models, engines, and tuning information.

git-mcp

Enables AI agents to perform full Git operations including branching, committing, pushing, stashing, rebasing, and more, with safety features and support for advanced workflows like Git Flow and LFS.

assay-mcp-server

Assay is a fail-closed policy and evidence layer for MCP tool execution. The MCP server exposes policy checks and trace/coverage helpers for reviewing tool calls before or after agent workflows run.

web-search-agent

展示：让一个自主编码助手使用 Pydantic AI 和 MCP 服务器创建一个小型网络搜索代理

re-library-mcp

Enables querying a curated reverse engineering knowledge base covering techniques, anti-analysis bypass, mobile internals, and tools via MCP clients like Claude or Cursor.

Nostr service for AI Agents MCP

9 tools, Lightning-gated. Pay per call. For agents that need verifiable signed actions with an audit trail. Nostr event signing via daemon Publish events to relays Create Lightning invoices Action receipts — signed proof of agent actions Identity attestation

Canva Content MCP Server

用于 Canva 内容生成的 TypeScript MCP 服务器

Biz Intelligence

Business intelligence toolkit that analyzes competitors, scores websites, builds customer personas, and conducts market research using real-time competitive data. 8 tools including SWOT analysis, pricing analysis, and local market intelligence.

Mansamarkets-mcp

Real-time African stock market data across 13 exchanges in one MCP server. Access live prices, indices, top gainers and losers for NGX (Nigeria), GSE (Ghana), NSE (Kenya), JSE (South Africa), BRVM (West Africa), LuSE (Zambia), DSE (Tanzania) and more. Also covers NASD OTC — Nigeria's Over-The-Counter securities exchange. 14 tools powered by Mansa Markets and NGX Pulse data infrastructure.

mcp-bridge

Enables LLMs to use llama.cpp models via MCP protocol by bridging MCP requests to an OpenAI-compatible API.

construct-factory

A factory for generating Construct 3 games programmatically, exposed as an MCP server.

promtlab

Self-hosted AI prompt library with collections, tags, version history, team collaboration and scoped API keys (pvlt_\*) with allowed_tools whitelist. OAuth 2.1 discovery + 30 tools for Claude/Cursor/Windsurf.

FastAPI + MCP + Gemini Integration

Enables Gemini AI to interact with a FastAPI application through MCP tools for user management, task management, and dice rolling functionality. Provides natural language access to REST API endpoints including CRUD operations, health checks, and application statistics.

Figma MCP Server

Connects AI applications to Figma API for extracting design data, generating production-ready HTML/CSS from designs, and capturing screenshots in multiple formats.

Dual Model MCP Server

Queries Claude Sonnet 4.6 and OpenAI GPT-5.5 in parallel via OpenRouter, returning structured multi-perspective responses for comparison and cross-checking.

tilnote-mcp-server

Enables AI assistants to create, read, search, and update notes on Tilnote, plus manage books.

skillsmp-mcp-lite

A lightweight MCP server that enables AI assistants to search and read skills from the SkillsMP marketplace with optional security scanning.

Slipknot V4.1 Lite - Lightweight Topological Arbitration MCP Coprocessor

A lightweight topological arbitration MCP server for multi-agent clusters, using Topological Data Analysis to resolve decision conflicts and enable consensus among agents.

FastAPI MCP SSE

使用 FastAPI 框架实现的服务器发送事件 (Server-Sent Events, SSE)，集成了模型上下文协议 (Model Context Protocol, MCP)，允许 AI 模型访问外部工具和数据源，例如天气信息。

USDA MCP Server

Enables plain English queries about US agricultural data, including historical crop statistics from NASS QuickStats and current cash grain prices from AMS Market News.

FastMCP Calculator Server

A server that provides basic mathematical operations (addition, subtraction, multiplication, division, power, square root) through MCP tools for use with AI assistants like Claude.

fortinac-mcp

MCP server for diagnosing rogue hosts on FortiNAC 7.6 by querying the REST API, cross-referencing devices against profiling rules, and running nmap scans to identify classification blockers.

iota-agent-mcp

An MCP server that enables AI agents to interact with the IOTA blockchain, supporting wallet management, transaction signing, and Move smart contract development. It provides tools for on-chain queries and CLI operations with a human-in-the-loop security model.

atlas-mcp-server

阿特拉斯 MCP 服务器 (Ātèlāsī MCP fúwùqì)

MCP SSE Cloud Run Proxy

A secure proxy solution for hosting MCP (Model Context Protocol) servers on Google Cloud Run, allowing teams to share access through IAM authentication while bypassing current MCP authentication limitations.