发现优秀的 MCP 服务器

architecture-map MCP server

Enables MCP-compatible AI agents to read and write architecture-map projects and diagrams with per-project access controls via OAuth 2.1/PKCE.

MCP Patrimônio

Enables users to manage asset inventory (patrimônio) through a standardized MCP interface, allowing CRUD operations, queries by sector or user, and aggregated statistics.

Artifact Use

An artifact store that lets coding agents and small teams publish, version, and review web artifacts through an MCP server or CLI, with stable URLs, access gates, and comments.

mcsr-mcp

A Model Context Protocol server that gives AI assistants real-time access to the MCSR Ranked competitive Minecraft speedrunning API, enabling plain-language queries about players, matches, stats, and more.

obs-studio-mcp

MCP server for controlling OBS Studio via obs-websocket, enabling scene switching, source management, streaming, recording, and text overlays through natural language.

vmware-mcp

MCP server for building and driving VMware Workstation VMs from an AI agent, enabling unattended OS installs, guest command execution, file transfer, screenshots, and fleet management.

serum-mcp

An MCP server that lets users generate, edit, and save Xfer Serum 2 presets from plain-English descriptions directly through MCP clients like Claude Code or Claude Desktop, without any separate API keys or LLM calls.

Mobile Testing AI Agent MCP Server

Enables AI-driven mobile test automation through planning, generation, and self-healing agents for Android and iOS, exposed as callable MCP tools.

RecallForge

Local-first MCP server enabling cross-modal search across text, images, documents, video, and audio transcripts. Provides 26 tools for ingesting, searching, and navigating local file systems with a 3-stage pipeline including reranking.

consilience

Finds missing links between notes in an Obsidian vault by analyzing embeddings locally. Exposes tools to suggest missing links across the vault or for a specific note.

Cisco Meraki MCP Server

Enables intelligent troubleshooting, monitoring, and configuration of Cisco Meraki networks through natural language, with agentic workflows for automated diagnostics and health checks.

Prototype Kit MCP Server

An MCP server that creates and manages GOV.UK Prototype Kit projects, enabling agents to scaffold kits, plan and generate multi-page journeys as Nunjucks macros, and run the dev server with embedded GOV.UK design conventions and accessibility guidelines.

ytm-runlist-mcp

Local MCP server that reorders YouTube Music playlists for running, using YouTube Data API to read, validate, and reorder tracks with dry-run and safe copy creation.

MCP Calculator Server

Exposes calculator operations (add, subtract, multiply, divide, power) as MCP tools, allowing users to perform arithmetic calculations through natural language in MCP-compatible clients like Cursor.

attendance-mcp

Exposes BIPO attendance tools (clock punch, leave/OT requests, approvals, reports) to the BIPO AI assistant via a stateless proxy that authenticates callers and forwards HRMS tokens.

QoreNextMCP

Enables company hierarchy analysis and address verification through MCP, allowing submission of entities for screening, duplicate detection, and status polling.

Claude Memory

An MCP server that provides Claude Code with persistent memory across sessions, including session checkpoints, image persistence, and bidirectional sync with claude.ai projects.

seo-page-checker-mcp

Fetches any public web page and provides SEO foundation snapshots and prose readability analysis.

ningen-shikkaku

Provides secure, ephemeral secret management for AI agents via MCP tools that self-destruct after use or session end.

amap-location-mcp

An MCP server that provides location-based services using Amap APIs, enabling AI assistants to answer navigation queries by resolving addresses, converting coordinates, and comparing walking, driving, and transit routes.

Google-Tasks-Local-MCP-Server

Google Tasks MCP Server is a local MCP server that provides AI agents with full, granular access to the Google Tasks API.

S3 Reader MCP Server

Read-only MCP server for browsing and reading S3 objects, with tools for listing buckets/objects, reading text and binary files, and extracting text from PDFs.

claude-operator

Transforms Claude Code into an autonomous operator that decomposes goals, spawns worker sessions, manages persistent memory, enforces guardrails, and learns from human review.

NetApp AIDE MCP Server

MCP server that exposes NetApp AI Data Engine's RAG search for semantic document retrieval.

Bitcoin Monetary Data MCP Server

Exposes tools for AI agents to access honest economic data, including purchasing power comparisons, M2 vs CPI divergence, Bitcoin vs dollar performance, and current monetary stats.

a207-nutrition-assessment-mcp

Enables pediatric CKD nutrition assessment by calculating PRNT energy/protein targets, evaluating dietary intake against those targets, and screening for PEW risk, with support for dialysis, vegetarian diets, and edema corrections.

Redis MCP

Enables AI assistants to perform comprehensive Redis database operations including managing strings, hashes, lists, sets, sorted sets, TTL management, and data backup/restore. Supports secure connections and provides batch operations for efficient Redis interaction through natural language.

llmtest-mcp

MCP server that benchmarks AI models on your actual prompts and finds cheaper, faster alternatives.