发现优秀的 MCP 服务器

Databricks MCP Genie

Enables AI assistants to interact with Databricks workspaces through natural language, supporting SQL queries, cluster management, jobs, Genie AI, Unity Catalog, and more.

Customer Reminder MCP

Enables automated customer reminder management by integrating with Google Sheets to read customer data and sending scheduled email reminders based on due dates. Supports personalized email templates, intelligent scheduling, and duplicate prevention with Gmail SMTP integration.

kubesearch-mcp

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

MoEngage Documentation MCP Server

Provides comprehensive access to MoEngage documentation from developers, help, and partners portals with full-text search, automatic updates, and intelligent filtering by platform, category, and source.

Telecom Event Oracle

Provides real-time LNP/WLNP (Wireless Local Number Portability) and LRN auditing. Features specialized congestion logic for 2026 global events. Essential for routing agents managing wireless and wireline transit.

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.

mcp-feedback-enhanced-community-fix

A community-maintained fix for the MCP Feedback Enhanced server, resolving image attachment serialization, web panel 500 errors, and extending default timeout for long-running feedback sessions.

pirate-borg-mcp

An MCP server for generating Pirate Borg NPCs with procedurally rolled stats, allowing LLMs to create stat-accurate characters using the rulebook's tables.

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-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.

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.

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.

google-drive-mcp

Google Drive MCP server that enables file management, conversion of spreadsheets to live Google Sheets, sharing, and downloading. Designed for collaborative review workflows.

photoshop-mcp-pro

A professional MCP server that lets AI assistants directly control Adobe Photoshop for document creation, layer management, filters, adjustments, shapes, text, and design intelligence like palette generation and font pairing.

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.

Twinmotion MCP

Enables importing Revit models, setting environments, rendering images, and exporting walkthrough videos via the Twinmotion rendering pipeline through APS.

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).

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.

logictree

Enables hierarchical problem analysis using logic trees with MECE validation, hypothesis generation, and feasibility assessment for structured decision-making.

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.

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.

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.

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.

todoist-mcp

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

tikz-mcp

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

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.

ui-annotator-mcp

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

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.

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.