发现优秀的 MCP 服务器

Allowance MCP

Enables AI agents to request purchase approval from humans, receive scoped virtual cards, complete checkout, and report receipts for audit.

evergreen-mcp-server

MCP server for MongoDB's Evergreen CI/CD platform, enabling AI assistants to manage projects, analyze builds, and troubleshoot failures via natural language.

1C via COM MCP Server

Enables querying and interacting with 1C:Enterprise databases via COM connection without modifying the database.

local-devops-mcp

Enables AI assistants to interact with local Docker containers, Kubernetes clusters, and system logs using the Model Context Protocol.

io.github.sseshachala/agent-booster

Reduces token costs for AI coding agents by indexing code symbols and returning only relevant functions/classes for a given task.

better-mcp

A universal MCP server that provides AI agents with structured tools for filesystem, database, shell, and git operations, enabling seamless interaction with projects.

MCP Persistent Memory Server

Provides persistent graph memory with automatic disk storage for building knowledge graphs, storing entity relationships, and maintaining context across sessions.

NornWeave

Open-source, self-hosted Inbox-as-a-Service API for AI agents. It enables agents to manage email inboxes, send/receive emails, search messages, and wait for replies via REST or MCP.

exam-sheet-mcp

Generates timed exams on any topic with an interactive exam sheet in MCP hosts; supports true/false, multiple-choice, and open questions with instant or model grading and a final report out of 100.

Headless Codebase Indexer

A minimalist indexing tool that provides AI agents with semantic search and structural AST parsing for deep codebase understanding. It enables autonomous agents to navigate large codebases predictably using vector embeddings and native language server capabilities like definition and reference tracking.

Dexcom MCP Server

A Model Context Protocol (MCP) server that connects Claude to your personal Dexcom CGM (Continuous Glucose Monitor) for assistive diabetes management intelligence.

jiminy

Serves a versioned constitution (mission and principles) over MCP as a coherence control plane for multi-agent systems, enabling agents to fetch the current direction and receive change notifications.

SolidWorks MCP

Connects to SolidWorks 2022 over COM to run, test, and auto-fix VBA macros, returning structured diagnostics for iterative correction by Claude.

Generic SQL MCP Server

A configurable, database-agnostic MCP server that enables LLMs to safely interact with SQL databases through read-only operations and schema inspection.

Kolmo Construction

MCP server providing 12 tools for Seattle-area home remodeling: real-time cost estimation across 8 project types, contractor business info, project portfolio, blog content, and quote submission. Connects via Streamable HTTP — no auth required.

Gumroad MCP Server

Enables AI assistants to access Gumroad sales data, subscription information, and product details through the Gumroad API for managing your digital products business.

grafana-mcp-observability

Enables AI agents to query Grafana dashboards, alerts, and datasources for observability insights and incident investigation.

fizzy-mcp

MCP server for Fizzy, Basecamp's open-source Kanban tool. Enables AI assistants to manage boards, cards, tags, columns, and comments via API.

Databricks MCP Server

Enables AI assistants to interact with the Databricks platform through 263 tools and 8 prompt templates, covering Unity Catalog, SQL, Compute, Jobs, Pipelines, and more.

strudel-mcp

Provides Strudel reference documentation as MCP tools for AI coding assistants, enabling function lookup, search, and syntax reference.

MCP Google Vertex AI Server

Enables AI image and video generation using Google Vertex AI's Imagen and Veo models, with support for configurable parameters and local storage.

finviet-confluence-mcp

An MCP server that enables AI agents to read Confluence page content by URL, supporting self-hosted Confluence with basic auth.

CheapestInference

CheapestInference — unlimited flat-rate API for frontier open-source LLMs

MemMCP

A Byzantine fault-tolerant MCP Memory server that uses SQLite write-ahead logging and FAISS hybrid vector search for deterministic, secure memory operations.

wago-plc-mcp-server

MCP server that connects WAGO PLCs to LLM agents via the WDx/WDA REST API, enabling AI assistants to read sensor values, change configuration, trigger firmware updates, or monitor entire PLC fleets without custom code.

MCP Server for Cloudflare

A remote Model Context Protocol server that runs on Cloudflare Workers without requiring authentication, allowing users to deploy and connect custom AI tools to clients like Claude Desktop and Cloudflare AI Playground.

MCP Number Powers Server

Exposes tools to calculate powers (square, cube, etc.) of a number via stdio or HTTP/SSE, with an additional resource and prompt on the HTTP variant.

Codex Pets

Public read-only registry for Codex-compatible animated companion packs. Search approved pets, fetch install instructions, generate badges and embed cards, and discover the pet request flow via Streamable HTTP MCP.

ambient-context-mcp

Windows tray process that exposes local ambient context (presence, foreground app, battery, etc.) as MCP tools with privacy classification and opt-in controls.