发现优秀的 MCP 服务器

AGY Visual Witness MCP

Provides structured visual evidence from images via Google's Antigravity CLI, with tools for scene-level reading, targeted visual questioning, and image comparison prefiltering.

SQLite MCP Server

Provides read and write access to multiple SQLite databases through the Model Context Protocol, with safety features like parameterized queries and required WHERE clauses for destructive operations.

MCP Agente Clínico

Servidor MCP que permite escanear e analisar documentos clínicos e conduzir anamneses automatizadas, com sugestão de renovações e roteamento de pacientes entre clínico geral e especialista.

Kaggle-MCP-Agent

Enables AI agents and CLI users to drive Kaggle notebooks end-to-end—pull, edit, save new versions, run, monitor, and fetch logs—using a local stdio MCP server with a Kaggle API token.

fja-mcp

An MCP server implementing the Flourishing-Justice-Autonomy (FJA) alignment framework, enabling FJA evaluation and fine-tuning of LLMs through examples like cultural diet, medical autonomy, and hiring fairness.

mcp-alchemy-eth

Provides Ethereum and L2 data access via Alchemy API, enabling token balances, NFTs, transfers, and generic RPC calls through MCP.

DeepADB

A comprehensive MCP server that enables AI agents to interact with Android devices through Android Debug Bridge (ADB), offering 198 tools for device control, app management, diagnostics, and more.

school-finance-mcp

MCP server for SchoolFinance, a single-user school finance app, exposing tools and resources for managing students, classes, payments, income/expenses, reports, and settings via local SQLite.

apidog-tests-mcp

MCP server for managing Apidog test cases, scenarios, suites, and test data, providing full read/write access to Apidog's test management features.

Food Facts MCP Server

Provides AI assistants with real-time access to nutrition data from USDA FoodData Central and FatSecret, enabling accurate answers with citations for nutrition queries.

Metabase MCP Server

Enables AI assistants to access and manage Metabase analytics through 96 tools for dashboards, cards, databases, tables, collections, and query execution.

GPT Image 1 MCP

A Model Context Protocol server that enables generating and editing images using OpenAI's gpt-image-1 model, allowing AI assistants to create and modify images from text prompts.

ellmos-controlcenter-mcp

An alpha-stage MCP control plane for local MCP stacks, enabling discovery of local servers, profile management, capability bundles, tool-list probes, and a local dashboard.

Huggingface Daily Papers

A MCP (Model Context Protocol) server for fetching HuggingFace daily papers.

nodiom-mcp

Enables AI agents to read, write, append, and delete content in Markdown files using structural selectors, without regex or string hacking.

weather-chat-mcp

Enables LLMs to fetch Israeli weather forecasts by controlling a real browser via Playwright, simulating human interactions like typing and clicking on a weather website.

pce-memory

MCP server for context-aware memory and retrieval with hybrid search, dual-phase memory, and boundary-first security.

Cisco Catalyst SD-WAN MCP Server

MCP server for Cisco Catalyst SD-WAN Manager (vManage) that exposes REST API as tools for AI assistants to query and manage SD-WAN fabric, including device management, monitoring, templates, and policies.

YouTube MCP

Connect AI assistants to YouTube: search, transcripts, metadata, and more.

AccInt

Local-first MCP Work Model for coding agents: retrieves scored memory, records commitments, and credits outcomes from tests, reviews, replies, or owner approval. Public repo includes Apache-2.0 integration glue; the local engine binary is proprietary.

Project Manager MCP Server

Enables project management through natural language, allowing users to create, list, and update tasks with SQLite persistence, integrated with Claude Code and deployable over SSE.

Linear MCP Server

An MCP server for managing Linear issues, projects, teams, and milestones through the Model Context Protocol. It enables users to create, update, and list workspace resources including issue statuses, comments, and user details.

IP-Search

Relying on a global honeypot network and an IP intelligence analysis platform built with millions of nodes, it provides precise IP profiling and threat early warning services.

Kelvia MCP Server

An MCP server that exposes 58 tools for boards, tasks, comments, worklogs, stages, members, invitations, tags, and a personal day planner, letting AI agents manage Kelvia workspaces through natural language.

msteams-mcp

MCP server for Microsoft Teams that lets AI assistants search, message, and manage chats, meetings, files, and contacts using your existing Teams browser login—no app approval or Azure AD registration needed.

mcp-opendata-swiss

Enables querying Switzerland's federal open-data portal (opendata.swiss) via a CKAN-based interface, allowing users to list tags and explore the catalogue through natural language via Pipeworx gateway.

code-index-mcp

Self-hosted hybrid code search MCP server with text, symbol, and semantic search layers. Runs locally, no third-party MCP servers, LSP, or SaaS.

Estaite Solutions

Submarket-level US residential rental intelligence for AI agents. Search, compare, rank, and analyze rent data, trends, vacancy, affordability, and days on market across 1,000+ named submarkets in the 20+ largest US metros. ZIP-level and metro-level queries included. Always current, always expanding. Free tier available.

faceit-mcp

Enables AI assistants to query the FACEIT platform for players, matches, hubs, and tournaments through typed MCP tools generated from the FACEIT Data API v4.

Ableton MCP

Enables natural language control over Ableton Live for generating musical patterns, melodies, and full song arrangements. It also provides tools for sample searching and mixing assistance through an OSC-based connection with Claude Desktop.