发现优秀的 MCP 服务器

mcp-pypi

A security-focused MCP server that enables AI assistants to search PyPI packages, scan for vulnerabilities, audit dependencies, and ensure security across Python projects.

Pure Agentic MCP Server

A Model Context Protocol implementation with a modular architecture that exposes capabilities through specialized agents, enabling seamless integration with Claude Desktop and web applications.

ArXiv Insight MCP Server

Enables searching arXiv papers by topic or category, retrieving full text, PDFs, and BibTeX citations, and generating structured reviews and comparisons.

Illustrator MCP

An MCP server that lets AI assistants like Claude control Adobe Illustrator through natural language by executing ExtendScript code and providing document state inspection.

pymol-mcp

Headless PyMOL for molecular visualization, GROMACS/LAMMPS MD trajectories, and clathrate-hydrate cage analysis: H-bond networks, F3/F4 order parameters, and TRACE cage perception + occupancy.

claude-bridges

MCP servers that let Claude Code delegate to other coding CLIs (Copilot, Codex, Gemini) for cross-model second opinions, structured reviews, and multi-engine consultations.

mcp-playwright-test

An MCP server that automates Playwright-based UI and API testing, supporting test case generation from requirements or API specs, and execution with detailed reports.

Atlas Docs MCP Server

Provides AI assistants with up-to-date documentation for popular libraries and frameworks, enabling them to generate more accurate code using less common or newly released libraries.

Marvin MCP

Official Model Context Protocol server for Marvin CMS, enabling AI clients to read workspace info, entries, collections, assets, and resources via tools, resources, and prompts.

ui-annotator-mcp

MCP server that annotates any web page with hover labels — zero extensions, works in any browser

kubesearch-mcp

Enables LLMs to search Flux HelmReleases and Argo Applications from kubesearch.dev, and temporarily clone repos to review actual manifests.

Gmail MCP Server

Enables AI assistants to interact with Gmail through OAuth2 authentication, allowing users to list, search, read emails, and create drafts with a safety-first design that prevents accidental sends by default.

Google Workspace MCP Server

Google Workspace MCP Server

Clawslist MCP Server

Enables AI agents to interact with the Clawslist marketplace to browse, create, and manage listings using the Model Context Protocol. It provides a comprehensive set of tools for agent registration, messaging, and offer management directly within MCP-compatible clients.

google-play-analytics-mcp

An MCP server that exposes Google Play Console analytics to AI agents, including store-listing acquisitions by traffic source, installs, uninstalls, ratings, crashes, subscriptions, and reviews by reading bulk CSV reports from Cloud Storage.

mcp-markdown

Provides Markdown utilities: converts Markdown to plain text, extracts links and headings. Part of the Pipeworx MCP gateway.

callimachus

Local index and hybrid search (SQLite FTS5 + on-device vector KNN) over your AI coding-agent conversation history across 11 tools (Claude Code, Codex, Cursor, and more). Exposes search_threads, search_current_project, recent_threads, get_thread, list_tags, and list_open_todos so any agent can recall its own past work.

tikz-mcp

Compiles TikZ code into high-resolution PNG images, enabling AI assistants to render and preview LaTeX/TikZ diagrams during conversations.

Social MCP Server

Enables AI assistants to network on behalf of users, handling profile management, intent-based matching, and secure messaging through the Model Context Protocol.

nano-banana-mcp

Enables AI image generation and editing using Google's Gemini models via natural language, supporting multi-turn editing, search grounding, storyboards, icon sets, and video-to-image.

mcp-server-codegraph

Generates and queries a graph representation of a codebase to identify entities and their relationships, such as function calls and inheritance. It supports multiple languages including Python, JavaScript, and Rust to help users navigate and understand complex code structures.

hh-ru MCP server

Enables searching for jobs in Russia and remote positions from AI assistants using multiple job platforms (hh.ru, Trudvsem, SuperJob, and remote job aggregators).

todoist-mcp

Enables Claude Desktop and other MCP clients to manage Todoist tasks, projects, and labels through natural language.

python-sandbox-mcp-server

This is a secure Python code execution server that enables LLMs to run Python code safely in isolated Docker containers, supporting stdout capture and Matplotlib PNG generation.

GeneChat MCP Server

A local-first MCP server that annotates whole-genome VCF files and lets you query pharmacogenomics, disease risk, and carrier status through natural language.

Jira MCP Server

Manages Atlassian Jira Cloud projects, issues, sprints, boards, worklogs, comments, and workflow transitions from MCP-compatible clients.

Kuzu Knowledge Graph MCP Server

Connects to an embedded Kuzu graph database and provides read-only MCP tools for AI clients to query a knowledge graph.

mcp-datahub

An MCP server and Go library that connects AI assistants to DataHub metadata catalogs, enabling dataset search, schema exploration, lineage tracing, and glossary access.

ApexVol MCP Server

Provides natural language access to ApexVol's options analytics platform, enabling queries on options chains, volatility metrics, Greeks, flow analysis, and strategy building via Claude Code or Claude Desktop.

BharatPay MCP

Provides AI agents with Indian fintech utilities including IFSC bank lookups, PAN/GSTIN validation, mutual fund NAVs, UPI VPA identification, pincode lookups, and INR formatting, all with zero authentication and zero cost.