发现优秀的 MCP 服务器

OpenCloudCosts MCP

Anchor AI FinOps to real, live cloud pricing. AWS, GCP & Azure — public list prices and enterprise negotiated rates. No credentials needed for AWS and Azure public pricing.

小智 Mac MCP

Enables voice-controlled hardware to execute approved Mac actions (like opening apps and querying system status) through a secure MCP bridge.

super-loop-mcp

A referee for self-improving AI agent loops that mines past sessions for working workflows, improves them, and never stops until you stop it.

Helios-9 MCP Server

Provides comprehensive project management capabilities through the Helios-9 API, enabling AI agents to create and manage projects, tasks, initiatives, and documents with full hierarchy support and AI-optimized metadata.

compare-mcp

Enables multi-model code review by fanning out issues to multiple LLMs simultaneously, diffing their unique insights, optionally running debate rounds, and dispatching subagents to implement fixes with git commits.

ahk-mcp

MCP服务器公开 AutoHotkey 功能，使模型接口能够在 Windows 上执行自动化任务。

MCP Server Knowledge Engine

Transforms PDF collections into a searchable knowledge base using TF-IDF indexing and proximity matching. It enables users to search documents, retrieve specific page content, and manage document libraries through natural language via MCP clients.

debugpy-mcp

An MCP server that enables agents to attach debugpy to running Python processes inside Docker containers for enhanced debugging and inspection. It provides tools for container autodiscovery, process injection, and generating breakpoint plans based on logs and metadata.

odin-print-farm-mcp

Enables AI agents to operate a 3D print farm via O.D.I.N. backend, including job queuing, printer control, inventory management, and standalone cost calculators.

Draw.io MCP Server

Enables AI models to create and manage various types of diagrams (flowcharts, UML, network diagrams, etc.) via the Model Context Protocol.

cocoindex MCP

An MCP server that incrementally indexes repositories and documents into a Postgres + pgvector store using CocoIndex, and exposes semantic search over them.

agent-memory

Provides long-term memory for AI agents with per-user scoped recall, ranking by relevance, recency, and importance, consolidation of repeated events, and automatic forgetting.

Context Sync

An open-source memory layer that provides persistent project context and architectural history for AI development tools across multiple platforms and sessions. It enables AI assistants to maintain a shared understanding of codebases while integrating directly with services like Notion for documentation management.

MCP SAP Business One

Enables interaction with SAP Business One Service Layer through MCP, providing tools for querying entities, checking sessions, and executing OData requests with optional write protection.

outlook-mcp

MCP server that connects to Windows Classic Outlook to automate email organization, search, and reply draft creation without sending emails.

RecourseOS

MCP server that evaluates Terraform plans, shell commands, and tool calls to assess recoverability and risk before execution, enabling safe AI agent actions.

qatar-payments-mcp

Enables AI agents to accept Qatari payments (cards, Apple Pay, Google Pay) via Tap Payments hosted checkout.

context-repo-mcp

An MCP server that enables AI assistants to manage Context Repo prompts, documents, and collections with semantic search and progressive disclosure navigation.

interlock-mcp

A human-in-the-loop governance interlock for AI agents. Agents propose changes, a human countersigns the exact plan, and then it executes stage by stage with precondition checks, verification, and auditing.

godot-mcp

A safe, standards-compliant Model Context Protocol server for the Godot Engine editor. It lets an AI client read a Godot project, author scenes/nodes/scripts, run the game and read diagnostics.

mailsnail

An open-source MCP server for sending physical mail (letters, postcards, certified mail) directly from AI agents, with per-piece payment and no account signup needed.

certindex-mcp

Enables LLMs to query Certificate Transparency logs via CertIndex API, allowing searches for TLS certificates, subdomains, and certificate metadata.

Graphiti MCP Pro

Enhanced memory repository MCP service that enables building and querying temporally-aware knowledge graphs from user interactions and enterprise data. Features asynchronous processing, task management tools, multi-model compatibility, and a comprehensive visual management interface.

spond-no-match-mcp

An MCP server for managing kids' sports activities on Spond. Built for parents who want to give AI assistants access to upcoming matches, training schedules, and attendance.

Agent Memory MCP

MCP server for agent-maintained memories, allowing creation, reading, updating, deletion, and listing of memories with global or repo scopes.

jira-pilot

Jira Pilot is an MCP server that provides 14 tools for AI assistants to manage Jira issues, sprints, boards, and more. It enables natural language interaction with Jira through the Model Context Protocol.

MCP Next.js Hook Generator

Automatically generates typed React hooks for Next.js projects by crawling API routes, GraphQL queries, and components. Analyzes pages to suggest optimal render modes (SSR/CSR/ISR) and produces documentation with performance guidance.

databricks-mcp-server

Provides tools for interacting with Databricks clusters, jobs, and workspace operations via the Model Context Protocol.

Groundhog Day MCP Server

An MCP server that enables interaction with the Groundhog Day API, auto-generated using AG2's MCP builder to facilitate multi-agent conversations with this service.