发现优秀的 MCP 服务器

aprs-mcp

MCP server that exposes APRS-IS network tools to LLM agents, enabling sending APRS messages, querying positions, finding nearby stations, and listening to live packet streams.

Spring AI MCP Weather Server

Exposes tools for retrieving weather forecasts and alerts using the National Weather Service API.

ato-mcp

MCP server that connects AI agents to 34,500+ Australian Taxation Office documents, providing cited answers, tax deduction discovery, depreciation scheduling, BAS checklists, and audit risk assessment through 13 specialized tools.

Fingerprint MCP Server

Enables MCP-compatible clients to interact with Fingerprint's identification events and management APIs, supporting both private and public modes with tool filtering and multiple transport protocols.

verifiable-memory

Memory for AI agents that can't hallucinate — answers only from stored facts with a citation, or honestly abstains. Provable forgetting (GDPR), valid-time, Merkle proofs, deterministic. MCP server, CPU-only, zero dependencies.

memory-forge

A production-ready MCP server for persistent AI memory across LLMs like Claude and ChatGPT. Provides automatic conversation backup, multi-user support, and multi-storage (PostgreSQL, Redis, Qdrant).

NoteHarbor MCP

Provides MCP tools to upsert and search vector-embedded note chunks, enabling semantic retrieval from a PostgreSQL/pgvector backend.

gemini-mcp

A Model Context Protocol server that wraps the Gemini CLI, enabling AI assistants to send prompts, research topics, analyze code, and summarize content using Gemini.

Neuro-Cognitive Engine

A multi-tenant memory and reasoning substrate for AI agents that provides tenant-isolated, append-only, and auditable memory with vertical business engines for procurement, sales, project management, and more, exposed via MCP and REST.

hadith-mcp

An MCP server for retrieving hadith text and metadata from auditable sources, providing exact references, Arabic text, English translations, and source-attributed grading.

mcp-server-groq

Enables AI tools to route high-speed inference and code analysis to Groq's LLaMA 3.3 70B engine via fast chat and code summarization tools.

mcp-feed-reader-crunchtools

Secure MCP server for RSS/Atom feed reading with SQLite backend. Enables feed management, entry search, and OPML import/export.

ac-infinity-mcp

Control and monitor your AC Infinity grow environment through Claude and any MCP-compatible AI assistant. It provides live sensor data, analytics, and the ability to adjust fan speeds or port states using natural language.

rag-server

Local MCP server that provides a search_documents tool to query a RAG pipeline built with Ollama embeddings and ChromaDB, enabling Claude Desktop to retrieve relevant document chunks.

semantic-product-search-mcp

Exposes product catalog and semantic search as tools for an LLM agent, enabling natural language product recommendations based on intent rather than keyword matching.

db-mcp

MCP server for HighGo and MySQL databases, providing tools for querying, executing DDL, listing tables, and inspecting table structures.

garmin-mcp

Self-hosted MCP server that exposes 90+ Garmin Connect tools to Claude and includes a live triathlon dashboard.

content-studio

MCP server for content-studio, enabling AI agents to manage content ideas, channels, personas, and drafts with approval-based edits.

KenyaMCPServer

Provides access to Kenya's civic datasets including parliament records, county budgets, SACCO registry, and drought data through MCP tools. Enables AI agents to analyze and query Kenyan public data for civic applications.

ZVV-MCP

An application that combines Spice.ai with ZVV (Zurich Public Transport) data from opendata.swiss, enabling natural language queries of public transport information through LLM integration.

Devin MCP Server

Enables interaction with Devin's API across all versions (v1, v2, v3beta1) with multi-organisation support, allowing session management, enterprise admin operations, and RBAC actions through natural language.

Choice Wiki MCP

Provides Claude with a knowledge base about the Choice restaurant platform, enabling natural language queries about products, pricing, integrations, and features.

siglent-sds-mcp

Enables AI tools to remotely control a SIGLENT SDS800X HD series oscilloscope, configure acquisition, capture waveforms, and analyze signal quality safely through high-level SCPI tools.

Polygon-io MCP Server

Polygon-io MCP Server

Calculator Tools MCP Server

Provides utility tools for temperature conversion, percentage calculation, and news fetching from NewsAPI.

recap-mcp

Open-source MCP server giving Claude persistent project memory via plain markdown files. Local-first workspace with 11 tools for projects, tasks, sessions, and notes.

CNKI MCP Server

Enables AI agents to search and retrieve academic papers from China National Knowledge Infrastructure (CNKI), supporting various search types including subject, keyword, author, and DOI lookups.

Pinchtab MCP Wrapper

MCP server that exposes the Pinchtab browser API for token-efficient web scraping, change detection, and automated testing workflows.

Google Tag Manager MCP Server

Enables interaction with Google Tag Manager through its API with built-in Google OAuth authentication. Allows managing GTM containers, tags, triggers, and variables through natural language.

google-news-trends-mcp

Search and retrieve news articles and trending keywords from Google News and Google Trends. Summarize articles and extract keywords using optional NLP and LLM Sampling to get concise insights.