发现优秀的 MCP 服务器

productHuntAnalyst

Enables AI agents to fetch and analyze Product Hunt trending products over 1-4 week periods, generating trend reports, top product lists, and category insights via MCP tools.

GSI Vector Tile MCP App

Enables interactive GSI map viewing with layer switching, location search, and tile info retrieval within chat.

Codex Android MCP

Enables Codex to inspect, test, and control Android emulators through adb with strict typed tools, returning screenshots as native MCP images and keeping physical devices and Gradle execution behind explicit opt-in policies.

Exa MCP Server 🔍

镜子 (jìng zi)

PRISM

An MCP server that provides clinical decision support for polysubstance risk and drug–substance interactions, grounding LLM responses in a 7-level evidence cascade with population priors and validated screening triggers.

Semantic Scholar MCP Server

Provides direct access to 200M+ academic papers from Semantic Scholar, enabling paper search with advanced filters, author discovery, citation analysis, and AI-powered paper recommendations through natural language.

mcp-kultur

Cultural Intelligence Infrastructure for AI Agents. Analyze cultural context, check sensitivity, localize content across 200+ markets with 15 tones and 8 specialized tools.

mcp-local-llm

An MCP server that allows Claude Code to offload mechanical tasks such as summarization, classification, and drafting to a local LLM, reducing API costs while keeping Claude in control of complex reasoning and quality review.

mcp-wheather

Provides real-time weather information for any location using the Open-Meteo API, enabling AI models to query current weather data through the Model Context Protocol.

korean-keyword-mcp

Enables Korean keyword niche analysis using Naver SearchAd API data for CPC, competition, and search volume, with tools for expansion, scoring, and trend discovery.

DocMind

An MCP-native document research agent that provides search, summarization, and citation tools for iterative multi-step research, ending in validated structured JSON reports.

mcp-crash-analyzer

A Model Context Protocol (MCP) server for automated crash analysis using GDB.

mcp-data-aixmarseille

Enables searching and querying datasets from Aix-Marseille-Provence Open Data portal. Supports filtering, aggregation, and pagination via ODSQL.

MCP Weather Assistant

Enables weather queries for US forecasts and alerts via the National Weather Service API, and Israeli weather forecasts through a Playwright-controlled browser, all through an interactive chat interface using OpenRouter and MCP.

antigravity-mcp-server

Let two AI agents build your app at the same time without stepping on each other by providing shared file locks, task delegation, and inter-agent communication.

mcp-yandex360

An MCP server for Yandex 360 that provides 28 tools for Disk, Telemost, and Messenger, plus an escape hatch for undocumented endpoints.

A-Eyes

MCP server enabling Claude Code to capture screenshots of Windows applications through WSL2, allowing AI to diagnose UI errors and verify layouts.

MCP Server

A Model Context Protocol server implementation that provides basic utility tools including echo, uppercase text conversion, and mathematical calculations.

pact-mcp

MCP server for Pact, an escrow protocol for agent-to-agent commerce, enabling agents to create pacts, fund escrow, deliver work, and settle with an LLM evaluator as dispute backstop.

mcp-abap-keyword

Enables searching and browsing ABAP keyword documentation from SAP's official help site, including keyword lookup, glossary terms, and topic exploration.

graph-engineering

MCP server that turns coding workflows into explicit execution graphs (DAG) with deterministic command execution, human-in-the-loop gates, and tamper-proof run history for Claude Code.

Supabase MCP Server

Provides secure access to Supabase databases via PostgREST API and management tools for projects, schemas, branches, logs, and code generation.

@g-tiwari/mcp-testrail

MCP server for TestRail API, providing AI assistants with 107 tools to manage test cases, runs, results, plans, and more. Supports API key, password, and SSO cookie authentication.

bybit-mcp

Provides a set of MCP tools to interact with the Bybit cryptocurrency exchange API, enabling market data queries, account management, trading operations, and futures grid strategy analysis via natural language.

mcp_ssh_connectors

An MCP server that enables AI to execute SSH commands on remote servers using the host's OpenSSH client, supporting both configured targets and dynamic connections with request-scoped credentials.

MCP Gateway

A Home Assistant custom integration that provides standalone MCP server endpoints for each device, enabling per-device tools and auto-discovery via mDNS.

cf-search-mcp

A Cloudflare Worker MCP server that provides multi-engine search with fallback and web page fetching capabilities, supporting various search APIs and content extraction.

Manifold Engine MCP Server

Enables AI coding assistants to perform high-speed structural codebase analysis and dynamic context management by mapping repositories as byte-streams and detecting architectural chaos.

twelvedata

Enables access to real-time and historical market data including stocks, ETFs, forex, and cryptocurrencies, with support for time series, quotes, dividends, splits, and earnings.