发现优秀的 MCP 服务器

PromptThrift MCP

Enables 70-90% LLM API cost reduction by compressing conversation history via local Gemma 4 models or heuristics, featuring token counting, model routing, and pinned facts for preserving critical context.

database-mcp

Automatically discovers database schema, performs data quality checks on tables and columns, and generates natural-language root cause analysis reports using Ollama LLM.

vision-bridge

A single MCP server that lets any agent see and act on the screen across native desktop apps, Electron/Chromium windows, and the browser undetected, providing four tools (capture, act, find, wait_for) for UI interaction via structured text.

Awesome MCP Server CN

That's a good translation! It's accurate and concise.

BarrierFreeSeoul

Evaluates Seoul public transit accessibility for people with disabilities, providing real-time elevator status, low-floor bus arrivals, route verification, and call taxi fallback.

Drone Airspace Governance MCP

Drone Airspace Governance - MCP server providing AI-powered tools and automation by MEOK AI Labs

AgentRoots

AgentRoots is an MCP server for agent continuity that preserves goals, findings, and evidence across sessions. It enables agents to propose, review, and reuse compact, evidence-backed state instead of replaying transcripts.

CentauriMCP

Enables safe, controlled remote operation of the Elegoo Centauri Carbon 3D printer with real-time monitoring, file management, and print control via the SDCP protocol.

Bauplan MCP Server

Enables AI assistants to interact with Bauplan lakehouse operations, including querying tables, schema inspection, branch management, and pipeline execution.

payotte-mcp

Canadian real estate MCP server providing verified expert lookup, market stats, current rates, land transfer taxes, and more via Cloudflare Workers.

tabular-mcp

tabular-mcp

Polybar Notification MCP

A Model Context Protocol server that allows displaying messages via polybar status bar and sending desktop notifications via notify-send/dunst.

Custom OpenAPI MCP Server

Dynamically fetches and exposes OpenAPI/Swagger documentation as tools for AI assistants, enabling them to explore and interact with any REST API.

mcp-bw-adt-api

Exposes SAP BW/4HANA ADT operations as MCP tools for LLM clients, with a local-file buffering layer to handle large XML payloads and table data efficiently.

vuln-intel

Enables prioritized vulnerability intelligence with exploitation-aware ranking, fact-checking of agent claims, and transferable attack mechanics from disclosed bug bounty reports.

decoupler-MCP

Provides a natural language interface for single-cell RNA-Seq analysis using the decoupleR framework. It enables users to perform biological pathway inference, data clustering, and visualization through MCP-compatible AI clients.

mcp-svd

An MCP server that provides AI coding assistants with access to official ARM CMSIS SVD hardware register definitions for microcontrollers. It enables precise querying of register names, bit positions, and addresses to prevent hallucinations during embedded systems development.

mac-use

MCP server for local Mac desktop control, enabling mouse, keyboard, and screenshot actions for AI agents like Grok and Cursor.

Magic MCP

A template for deploying remote Model Context Protocol servers to Cloudflare Workers with built-in OAuth authentication. It enables hosting secure, serverless MCP tools accessible via SSE transport for clients like Claude Desktop.

inclusio-mcp

Accessibility-first LaTeX publishing engine with an embedded MCP server. Tools to list registered documents, render template-driven documents, and audit built PDFs for PDF/UA-2 / WTPDF / PDF/A-4f conformance with veraPDF. MIT-licensed.

CloudPulse MCP Server

Cross-cloud observability for AI agents. Discover resources, correlate logs, and diagnose infrastructure issues across AWS, GCP, Vercel, and Cloudflare — without leaving your editor.

iClips MCP Bridge

Connects iClips project data to Claude for agency capacity planning, exposing tools to monitor daily demand vs. capacity, stalled jobs, cascading off-work effects, and classification audits.

Cloud Cost MCP

Multi-cloud pricing comparison MCP server that enables natural language queries to compare compute, storage, egress, and Kubernetes costs across AWS, Azure, GCP, and OCI.

GitHub MCP Server

Enables natural language interaction with GitHub through an MCP server. Supports reading repos, issues, and PRs, as well as creating and editing issues with user confirmation.

quelllm-mcp

MCP server for QuelLLM: recommends the best open-source LLM to run locally for your hardware (GPU/RAM), with model comparison and a cost calculator.

Azure DevOps MCP Server

Focused local MCP server for Azure DevOps Services, Azure Repos, and Azure Boards. It provides ticket-reading and pull-request-review workflows through 31 MCP tools backed by Azure DevOps REST API 7.1.

Ableton Live MCP

Enables AI agents to control and inspect Ableton Live by executing Python code directly against the Live Object Model. It allows for automated track management, MIDI note creation, and real-time session manipulation through a natural language interface.

Weather MCP Server

Enables real-time weather queries for 12 major Chinese cities and global cities using English names, powered by the wttr.in API with no API key required.

SQLite MCP Server

A Python-based SQLite MCP server supporting database read/write operations with natural language interaction capabilities, packaged for Docker deployment in stdio mode.