发现优秀的 MCP 服务器

Yandex Wordstat MCP

MCP server for querying Yandex Wordstat via Yandex Cloud Search API. Enables checking phrase frequency, similar queries, regional demand, and seasonality trends.

anima-use-google

MCP server that lets AI agents perform Google AI Mode searches using the user's own browser session, returning synthesized answers with citations.

Mono Banking MCP Server

Enables AI assistants to perform Nigerian banking operations including account management, payments, and identity verification through the Mono Open Banking API.

Rytnow MCP Server

Enables AI assistants to interact with Rytnow project management platform, supporting task management, time tracking, plan creation, and team collaboration through natural language commands.

rope-mcp-server

Provides Python refactoring capabilities via the Rope library, enabling AI agents to perform safe, project-wide code transformations such as renaming symbols, moving modules, and extracting methods.

Drive-Time Plotter MCP

Analyzes traffic patterns throughout the day using Google Maps API and provides visual insights and recommendations for optimal commute times.

Zen MCP

An orchestration server that enables AI agents to collaborate across multiple AI models for advanced code analysis, debugging, and development workflows. It maintains context persistence across sessions, allowing agents like Claude to delegate subtasks to other models like Gemini or O3 seamlessly.

formfill-mcp

FormFill MCP — AI-powered web form automation. Fill out any online form by describing what you want. Supports Stripe payments via x402 protocol.

Jira - GitHub MCP Server

Enables end-to-end automation of developer workflows from Jira issue tracking to GitHub pull requests through natural language, allowing developers to search issues, create branches, commit changes, and manage PRs directly from their IDE.

Japan Subsidy Search MCP

Real-time search of Japanese government subsidies and grants (official jGrants data): deadlines, amounts, eligibility, filterable by prefecture.

write-like-me-mcp

Enables Claude to write in your personal style by learning from your local documents. It provides statistical style context for natural language rewriting, all without any data leaving your machine.

Tasks.md MCP Server

Enables AI-native task management using plain markdown files to create, update, query, and organize Epics, Stories, Tasks, and Milestones without requiring a database.

mp-oneclick-publisher

Converts Markdown documents into formatted WeChat Official Account draft articles with automatic image generation and styling.

Tegro Wallet MCP

Provides read-only, real-time access to TON blockchain data including wallet balances, token holdings, transactions, prices, NFTs, DNS resolution, and address validation, without requiring private keys.

MCP Docker Hub Server

Enables interaction with Docker Hub through Claude to search images, get image details, list tags, analyze layers, and manage manifests. Provides secure credential storage with encrypted Docker Hub Personal Access Tokens in a MySQL database.

PDP MCP Server

An MCP server that provides RAG-powered Q\&A regarding Indonesia's Law No. 27 of 2022 on Personal Data Protection (UU PDP). It enables users to search for specific articles, legal definitions, data subject rights, and regulatory sanctions through Pinecone and OpenAI.

mcp-adf

Enables interaction with Azure Data Factory instances, allowing users to list, read, create, update, and trigger pipelines, datasets, linked services, and runs through natural language.

odxproxy-mcpserver

MCP server for interacting with Odoo/ODX resources via ODXProxy, enabling programmatic access for MCP-compatible clients.

Mcp Memory Bank

一个强大且可用于生产环境的大型语言模型（LLM）上下文管理系统。它基于 ChromaDB 和现代嵌入技术构建，提供持久的、特定于项目的记忆能力，从而增强您 AI 的理解和响应质量。

FinOps AI Copilot MCP Server

A secure, read-only MCP server that enables AI assistants to inspect transactions, vendor performance, wallet balances, and analytics through validated REST API calls.

clude-mcp

A self-hosted MCP server that gives AI agents persistent, searchable memory with importance scoring, knowledge graphs, and autonomous memory consolidation.

ODPS MCP Server

Read-only MCP server for Alibaba Cloud MaxCompute, enabling safe querying of allowlisted tables via tools like list_allowed_tables, describe_table, preview_table, and run_select_sql.

Spreadsheet MCP Server

镜子 (jìng zi)

agent-rooms

MCP server for real-time communication between Claude Code sessions via chat rooms.

xurprise MCP

Provides a multilingual, region-aware brand catalogue and click-through URL generation for MCP-compatible agents, enabling commerce recommendations with attribution tracking.

Flappy MCP Server

Enables running avian flight dynamics simulations through the Flappy simulator. Provides typed configuration models and deterministic fallback calculations for bird flight analysis.

scholar-search-mcp

An MCP server for academic paper search that integrates with AI assistants (e.g., Claude Code, Cursor), enabling them to search and retrieve academic paper metadata.

triage-desk-mcp

Provides policy-grounded triage of Trust & Safety reports via MCP, with tools for triage, policy search, and operational telemetry.

mcpaudit

Audits MCP server configurations and packages for security risks such as typosquats, credential exposure, and malicious code, with zero dependencies and no execution.