MCP Server Quality Scores
Independent quality analysis of 66549 public MCP servers
Last updated 0 minutes ago
Grade Distribution
Score Distribution
| # | Server | Score ↓ | ||||||||
|---|---|---|---|---|---|---|---|---|---|---|
| ○ Unscored | ||||||||||
| 32651 |
Zoho CRM MCP Server
Claim
Exposes Zoho CRM v6 REST API as structured tools for LLM agents via MCP, enabli…
|
— | ||||||||
| 32652 |
ServiceNow MCP Server
Claim
Connects Microsoft Copilot Studio to ServiceNow Service Catalog, enabling users…
|
— | ||||||||
| 32653 |
VibeMCP
Claim
Token-optimized unified MCP server for Gmail and Microsoft 365, enabling email,…
|
— | ||||||||
| 32654 |
Enables AI assistants to query YashanDB using natural language through SQL oper…
|
— | ||||||||
| 32655 |
postgres-mcp-server
Claim
Enables inspecting database schemas and executing read-only SQL queries on a Po…
|
— | ||||||||
| 32656 |
mcp-ccnu-lib
Claim
封装华中师范大学图书馆空间预约系统(包括登录、查座位、预约、取消、暂离等操作)为一组MCP工具,供LLM调用执行。
|
— | ||||||||
| 32657 |
Data Reunion MCP Server
Claim
Enables searching, querying, and metadata retrieval for Réunion Open Data datas…
|
— | ||||||||
| 32658 |
Arcane Docker MCP Server
Claim
Enables managing Docker environments through Arcane via natural language, provi…
|
— | ||||||||
| 32659 |
jaeger-mcp
Claim
Read-only MCP server for querying Jaeger environments from Codex, returning com…
|
— | ||||||||
| 32660 |
travel
Claim
AI travel agent — book flights, hotels, activities, and events worldwide via au…
|
— | ||||||||
| 32661 |
tartarus-mcp
Claim
A local-first MCP memory server providing persistent, searchable memory for AI …
|
— | ||||||||
| 32662 |
PySpark MCP Server
Claim
A server implementation of MCP for Apache Spark that provides query plans and c…
|
— | ||||||||
| 32663 |
Proton Bridge MCP
Claim
Enables sending correctly threaded email replies through Proton Mail Bridge usi…
|
— | ||||||||
| 32664 |
unraid-mcp-server
Claim
Enables AI assistants to manage Unraid OS via Docker, system calls, and file sy…
|
— | ||||||||
| 32665 |
MCP Filesystem
Claim
Enables natural language filesystem operations (create, list, delete directorie…
|
— | ||||||||
| 32666 |
mcp-19hz
Claim
Enables querying electronic/dance music events from 19hz.info by region, with t…
|
— | ||||||||
| 32667 |
polyplan-mcp
Claim
Enables structured multi-model AI planning sessions across multiple CLI coding …
|
— | ||||||||
| 32668 |
Python Debug MCP Server
Claim
Enables AI-driven Python debugging with debugpy, allowing Claude Code to contro…
|
— | ||||||||
| 32669 |
Endpoint AIops
Claim
Governed managed-endpoint ops — login-storm & drift analysis, 13 MCP tools with…
|
— | ||||||||
| 32670 |
Currency conversion API for AI agents. Convert between fiat currencies (ECB rat…
|
— | ||||||||
| 32671 |
Spotify MCP Server
Claim
MCP server for the Spotify Web API — gives Claude and other AI assistants tools…
|
— | ||||||||
| 32672 |
Android MCP Server
Claim
Enables AI agents to directly control Android devices via Termux, providing 120…
|
— | ||||||||
| 32673 |
mcp-quiz-generator
Claim
Generates quizzes from Markdown content and outputs interactive HTML and Word d…
|
— | ||||||||
| 32674 |
playwright-mcp
Claim
Provides browser automation capabilities for AI assistants, enabling web naviga…
|
— | ||||||||
| 32675 |
A comprehensive MCP server suite for Red Hat's automation ecosystem, enabling A…
|
— | ||||||||
| 32676 |
ros2_medkit_mcp
Claim
A thin MCP adapter that connects an LLM to the ros2_medkit SOVD HTTP API, enabl…
|
— | ||||||||
| 32677 |
MindMap
Claim
Turn outlines and hierarchical notes into interactive mind maps through a hoste…
|
— | ||||||||
| 32678 |
Moleculer MCP Bridge
Claim
MCP server that exposes Moleculer.js microservice actions as AI tools, enabling…
|
— | ||||||||
| 32679 |
Plasmate
Claim
Agent-native headless browser for AI agents. Converts web pages to a Semantic O…
|
— | ||||||||
| 32680 |
macos-mcp
Claim
Enables AI assistants to read, create, update, and delete data in macOS apps (R…
|
— | ||||||||
| 32681 |
DataDawn MCP Server
Claim
Enables AI agents to query the IRS 990 nonprofit database and OpenRegs federal …
|
— | ||||||||
| 32682 |
Continuum
Claim
An autonomous AI showrunner for serialized vertical micro-drama that generates …
|
— | ||||||||
| 32683 |
@arguslog/mcp-server
Claim
Read and manage your Argulog error tracking data - issues, projects, alerts, re…
|
— | ||||||||
| 32684 |
HoudiniMCP
Claim
Connects SideFX Houdini to Claude via the Model Context Protocol, enabling cont…
|
— | ||||||||
| 32685 |
python-repl-mcp
Claim
一个基于MCP的Python REPL服务器,支持多会话管理、代码执行、历史记录回放和包安装,为AI提供Python解释器能力。
|
— | ||||||||
| 32686 |
mcp-terminal-share
Claim
Enables two or more Claude Code terminals on the same machine to communicate by…
|
— | ||||||||
| 32687 |
RecruiterCheck MCP
Claim
MCP server for scam-risk checks on job postings, recruiter emails, and company …
|
— | ||||||||
| 32688 |
Hostodo MCP
Claim
Manage Hostodo VPS infrastructure from MCP clients and AI agents with scoped to…
|
— | ||||||||
| 32689 |
gitlab-mcp-server
Claim
Enables interacting with GitLab repositories, merge requests, and code through …
|
— | ||||||||
| 32690 |
genomics-mcp
Claim
Provides programmatic access to curated SNP data by trait, enabling LLM-powered…
|
— | ||||||||
| 32691 |
Godot MCP
Claim
An MCP server that gives AI assistants full control over the Godot game engine,…
|
— | ||||||||
| 32692 |
Upwork MCP Server
Claim
Enables Claude to search jobs, manage proposals, messages, and contracts on Upw…
|
— | ||||||||
| 32693 |
@yocoolab/mcp-server
Claim
Exposes Yocoolab design feedback threads, selections, and activity events as to…
|
— | ||||||||
| 32694 |
LinkedIn MCP Server
Claim
Enables drafting, formatting, analyzing, and publishing LinkedIn posts directly…
|
— | ||||||||
| 32695 |
@perssona/orchestrator
Claim
MCP server that lets AI agents control Perssona. It enables creating terminals,…
|
— | ||||||||
| 32696 |
Rive MCP Server
Claim
Orchestrates Rive animations by enabling discovery, integration, and compositio…
|
— | ||||||||
| 32697 |
skosmos-mcp
Claim
Wraps the Skosmos REST API to enable AI assistants to browse, search, and trave…
|
— | ||||||||
| 32698 |
codex-fusion-mcp
Claim
MCP server enabling Claude to consult Codex (GPT-5.x) mid-task for second opini…
|
— | ||||||||
| 32699 |
mcp-arcgis-vilas
Claim
Enables querying and searching Vilas County, Wisconsin open geospatial datasets…
|
— | ||||||||
| 32700 |
notes-mcp
Claim
Remote MCP server that exposes a personal git repository of markdown notes to C…
|
— | ||||||||