发现优秀的 MCP 服务器

inferbench

InferBench's MCP server lets coding agents run, serve and benchmark local LLMs (text + image, llama.cpp + Stable Diffusion) on your own hardware on demand — measuring real tokens/sec and picking the optimal quant for your GPU from a 124-model catalog. Local-first, no cloud required.

VeoMCP

Google Veo AI video generation with text-to-video, image-to-video, multi-image fusion, 1080p upscaling, and multiple quality/speed models.

Yunaq GAC MCP Server

Provides comprehensive IP and domain security intelligence, enabling analysis of IP addresses and domains for threat and reputation information.

iikocloud-mcp

MCP server that exposes 236 iikoCloud API methods across 22 domains as configurable tools, supporting multi-tenancy with credentials passed through transport channels (HTTP headers or environment variables) for security.

envmgr-mcp-server

通过SSH和浏览器访问管理多套命名环境的MCP服务器，提供环境列表、SSH命令执行和浏览器凭据获取功能。

mcp-bioregistry

Provides tools to query and resolve identifiers from the Bioregistry, including prefix metadata, CURIE resolution, and substring search.

tar-engine

Audits AI agent skills for safety using static, semantic, adversarial, and supply-chain analysis, providing scores and risk flags. Can be run via CLI, CI, or as an MCP tool from Claude Code, Cursor, and Codex.

GammaRips Options Intelligence

Anti-firehose options-flow data for AI agents: curated daily pool, features, realized outcomes.

Manos MCP

A Model Context Protocol server for ad-hoc UI testing of Android and iOS apps, enabling LLM agents to interact with mobile app UIs and react to observations.

TheUnderdark

An MCP server exposing narrowly scoped storage workflows with Overseer approval integration and redacted execution evidence, currently in fixture-only development for testing via stdio.

brainlayer

Local-first persistent memory layer for AI agents. Provides hybrid search (FTS5 keyword + vector embeddings) over 223K+ knowledge chunks via MCP. Tools: brain_search, brain_store, brain_entity, brain_subscribe. Features pub/sub with stable agent identity, delivery tracking, and Claude --channels integration. SQLite + BrainBar Swift daemon on Unix socket.

Pydantic MCP Agent with Chainlit

这个仓库利用 MCP 服务器来无缝集成多个代理工具。

String AI Web Access MCP Server

Provides web access tools (fetch, search, sitemap crawl) through String AI's API, automatically handling anti-bot bypass, CAPTCHA, and JavaScript rendering.

CodeRAG

A high-performance MCP server providing lightning-fast hybrid code search using TF-IDF and vector embeddings for AI assistants. It enables real-time codebase indexing and semantic retrieval with sub-50ms latency and offline support.

asc-mcp

An opinionated MCP server for App Store Connect that provides 13 curated tools, slash-command workflows, and a Claude Skill to manage apps, reviews, sales, and pre-submission audits via natural language.

lmstudio-connectors

Local MCP server providing web search, web scraping, YouTube metadata/subtitles/downloads, image generation (MFLUX on macOS), and Playwright CLI browser automation tools.

OpenProject MCP Server

Enables AI assistants to access and manage OpenProject projects, work packages, attachments, time tracking, wiki, and users via the OpenProject API v3.

ai-ssh-mcp

Enables natural language SSH server management via Claude Code, allowing users to read logs, check services, run commands, and transfer files across multiple servers.

R Econometrics MCP Server

Provides econometric modeling capabilities through R, enabling AI assistants to perform sophisticated analyses including linear regression, panel data models, instrumental variables regression, and diagnostic tests.

Vlk²

Temporal state machine for AI agents that detects and breaks repetitive error loops across languages by fingerprinting errors and injecting preventive constraints, running as an MCP server with SQLite backend.

multimodels-mcp

Delegate tasks from Claude Code to other models (Codex CLI, DeepSeek, OpenRouter, etc.) without leaving the app.

ArXiv MCP Server

Enables AI assistants to search arXiv's research repository, download papers, and access their content programmatically. Includes specialized prompts for comprehensive academic paper analysis covering methodology, results, and implications.

dev-mcp

A local MCP server that gives AI agents access to developer tooling — GitHub (read-only), documentation search, and web research — via stdio transport.

TechStack Local MCP Server

Transforms AI coding assistants into context-aware developers by auto-detecting project context, remembering conversations, and executing commands safely with a multi-layer security model.

ketcher-mcp-server

MCP server for Ketcher chemical structure editor integration, enabling SMILES/MOL/InChI conversion, image generation, molecular property calculation, and validation.

NEAR Wallet MCP Server

An MCP server that enables Claude and other AI assistants to interact with NEAR Protocol wallets and blockchain data.

notion-enhanced

Enhanced Notion MCP server supporting all 24 property types, auto-pagination, block operations, and markdown conversion for database and page operations.

Veezee

Real-time LinkedIn, X (Twitter) and Reddit data for AI agents: profiles, companies, people search, tweets, subreddits, and search. Free start: self-mint a key in one call, no signup, no card.

PlainGov-MCP

Retrieves and explains government program information from official Canadian sources using a strict retrieval-first approach, with deterministic eligibility checks and full source attribution.