发现优秀的 MCP 服务器

Agent Web Interface

Gives AI agents a compact, semantic interface to the browser, returning structured page snapshots with stable element IDs instead of raw DOM. Enables agents to navigate, interact, and extract information from web pages efficiently.

Verðandi

Context compiler for AI coding agents that indexes TypeScript codebases to extract and serve only the relevant symbols and files for a task, reducing token usage and search overhead.

MCP Server Boilerplate

A comprehensive Model Context Protocol server template that implements HTTP-based transport with OAuth proxy for third-party authorization servers like Auth0, enabling AI tools to securely connect while supporting Dynamic Application Registration.

tiktok-studio-mcp

MCP server for TikTok that publishes videos to your own TikTok account and retrieves video performance metrics through TikTok's official Content Posting and Display APIs.

Hybrid Vision MCP Server

Bridges local vision engines (Tesseract.js OCR and Sharp preprocessing) with Ollama vision models for image analysis, comparison, text localization, and browser screenshot annotation over MCP-compliant HTTP/SSE transports.

arXiv MCP Server

Enables AI-powered academic paper discovery, search, and analysis from arXiv with advanced features like semantic search, citation network analysis, and multi-format exports (BibTeX, RIS, JSON, CSV). Provides intelligent research assistance through specialized AI prompts for summarization, trend tracking, and literature review automation.

git-mcp

MCP 服务器与 Git 仓库交互

mcp-switchboard

A real-time inter-agent switchboard, delivered as one centralized streamable-HTTP MCP server. Any MCP-capable agent can message, coordinate, and stay ambiently aware of others.

CPersona

Persistent AI memory server with 3-layer hybrid search (vector + FTS5 + keyword), confidence scoring via Reciprocal Rank Fusion, episodic/profile memory, and 16 tools. Zero LLM dependency. Works standalone with Claude Desktop and Claude Code. MIT licensed.

TeamMCP

TeamMCP is an MCP-native collaboration server that enables AI agents and humans to communicate through shared channels, direct messages, and integrated task management. It provides a persistent layer for real-time collaboration with full-text search and a centralized web dashboard.

Forge MCP Server

Connects AI assistants to the complete Salesforge product suite, enabling management of workspaces, contacts, sequences, mailboxes, domains, and more across multiple sales tools.

io.github.darshjoshi/pitwall

Turn Claude into your F1 race engineer.

docforge

Agent-grade document production powered by Typst: templates with JSON schemas, deterministic compile/lint/repair, PNG previews and visual QA

mcp-toolbox

A comprehensive MCP server enabling LLMs to execute commands, manage files, interact with Figma, search the web, generate images, and more, extending their capabilities beyond text generation.

onprem-gh-cli-mcp-server

Enables safe, authenticated access to GitHub via local GitHub CLI, providing read-only operations such as listing repositories, issues, and pull requests.

mcp-deepcontext

MCP server enabling symbol-aware semantic search in Claude Code, allowing precise location of functions, types, and implementations via a symbol graph and embeddings.

Memory MCP Server

Captures live conversation snapshots every 5 prompts and provides semantic recall to maintain context across Claude Code sessions.

makemkv-mcp

Integrates MakeMKV with the Model Context Protocol to enable scanning, ripping, and backing up optical discs through natural language commands. It features a persistent job queue, automated ripping strategies, and real-time status notifications via Discord or webhooks.

MCP-Wikipedia-API-Server

一个 FastAPI-MCP 服务器，用于为 AI 助手获取维基百科摘要，使用 Google Colab 和 Ngrok 部署。

Remote Shell MCP

Enables secure remote workspace management over SSH, supporting file operations, shell commands, and profile configuration for agent-safe remote code environments.

kiasu-scout

MCP server to help businesses analyze their visibility in AI assistant recommendations, focusing on Singapore and Southeast Asian parent queries. It generates prompt packs, analyzes answer visibility, and recommends SEO fixes.

good_honker

A conversational MCP server that provides natural-language access to Goose's live show history, setlists, and song statistics via the ElGoose.net API, including tools like latest show, this day in history, and song stats.

Remote MCP Server (Authless)

A template for deploying an unauthenticated MCP server on Cloudflare Workers. Enables rapid deployment of custom tools accessible from Claude Desktop and Cloudflare AI Playground without authentication requirements.

io.github.AIops-tools/ceph-aiops

Governed AI-ops for Ceph, providing root-cause health analysis and guarded destructive operations via a built-in governance harness with risk tiers, audit, and undo recording.

Accessible Visit MCP

Enables users with mobility impairments to assess tourist destination accessibility by providing integrated information on barrier-free facilities, weather conditions, nearby wheelchair charging stations, and festival-based congestion risk through natural language queries.

ConnectWise Manage MCP Server

镜子 (jìng zi)

ichi

A persistent character and memory layer for coding agents over MCP. It remembers user interactions, reinforces standards, and provides emotional continuity across sessions.

@gammainfra/mcp-server

Model Context Protocol (MCP) server for GammaInfra — intelligent LLM routing across every major provider via one OpenAI-shape API.