MCP Server Quality Scores
Independent quality analysis of 66549 public MCP servers
Last updated 2 hours, 20 minutes ago
Grade Distribution
Score Distribution
| # | Server | Score ↓ | ||||||||
|---|---|---|---|---|---|---|---|---|---|---|
| ○ Unscored | ||||||||||
| 33751 |
A2AL Daemon
Claim
Makes any AI agent globally reachable and discoverable—no cloud, domain, or por…
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| 33752 |
Epistemic foraging for AI agents: source discovery, verified evidence, uncertai…
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| 33753 |
Zoho CRM MCP Server
Claim
Exposes Zoho CRM v6 REST API as structured tools for LLM agents via MCP, enabli…
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| 33754 |
ServiceNow MCP Server
Claim
Connects Microsoft Copilot Studio to ServiceNow Service Catalog, enabling users…
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| 33755 |
prospector-mcp
Claim
Enables running Prospector static analysis on Python files or directories via M…
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| 33756 |
VibeMCP
Claim
Token-optimized unified MCP server for Gmail and Microsoft 365, enabling email,…
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| 33757 |
Enables AI assistants to query YashanDB using natural language through SQL oper…
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| 33758 |
postgres-mcp-server
Claim
Enables inspecting database schemas and executing read-only SQL queries on a Po…
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| 33759 |
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。
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| 33760 |
Data Reunion MCP Server
Claim
Enables searching, querying, and metadata retrieval for Réunion Open Data datas…
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| 33761 |
Arcane Docker MCP Server
Claim
Enables managing Docker environments through Arcane via natural language, provi…
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| 33762 |
jaeger-mcp
Claim
Read-only MCP server for querying Jaeger environments from Codex, returning com…
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| 33763 |
travel
Claim
AI travel agent — book flights, hotels, activities, and events worldwide via au…
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| 33764 |
tartarus-mcp
Claim
A local-first MCP memory server providing persistent, searchable memory for AI …
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| 33765 |
PySpark MCP Server
Claim
A server implementation of MCP for Apache Spark that provides query plans and c…
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| 33766 |
Proton Bridge MCP
Claim
Enables sending correctly threaded email replies through Proton Mail Bridge usi…
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| 33767 |
unraid-mcp-server
Claim
Enables AI assistants to manage Unraid OS via Docker, system calls, and file sy…
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| 33768 |
obsidian-vault-mcp
Claim
An MCP server that enables Claude Desktop to read and write an Obsidian vault h…
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| 33769 |
py-mcp-students
Claim
Enables LLMs to manage student records through natural language by wrapping a s…
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| 33770 |
pontal-mcp
Claim
Remote MCP server exposing Monday.com tools for leads and work namespaces via s…
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| 33771 |
MCP Filesystem
Claim
Enables natural language filesystem operations (create, list, delete directorie…
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| 33772 |
mcp-19hz
Claim
Enables querying electronic/dance music events from 19hz.info by region, with t…
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| 33773 |
polyplan-mcp
Claim
Enables structured multi-model AI planning sessions across multiple CLI coding …
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| 33774 |
WETH MCP Server
Claim
Enables AI agents to safely interact with Ethereum by providing structured tool…
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| 33775 |
Python Debug MCP Server
Claim
Enables AI-driven Python debugging with debugpy, allowing Claude Code to contro…
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| 33776 |
Endpoint AIops
Claim
Governed managed-endpoint ops — login-storm & drift analysis, 13 MCP tools with…
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| 33777 |
Outlook MCP Server
Claim
A Model Context Protocol server bridging Claude to Microsoft Outlook + Teams (e…
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| 33778 |
Currency conversion API for AI agents. Convert between fiat currencies (ECB rat…
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| 33779 |
Spotify MCP Server
Claim
MCP server for the Spotify Web API — gives Claude and other AI assistants tools…
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| 33780 |
Android MCP Server
Claim
Enables AI agents to directly control Android devices via Termux, providing 120…
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| 33781 |
mcp-quiz-generator
Claim
Generates quizzes from Markdown content and outputs interactive HTML and Word d…
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| 33782 |
playwright-mcp
Claim
Provides browser automation capabilities for AI assistants, enabling web naviga…
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| 33783 |
A comprehensive MCP server suite for Red Hat's automation ecosystem, enabling A…
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| 33784 |
ros2_medkit_mcp
Claim
A thin MCP adapter that connects an LLM to the ros2_medkit SOVD HTTP API, enabl…
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| 33785 |
sg-eli-mcp
Claim
An MCP server for Singapore Statutes Online (SSO), the official portal for Sing…
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| 33786 |
MindMap
Claim
Turn outlines and hierarchical notes into interactive mind maps through a hoste…
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| 33787 |
Moleculer MCP Bridge
Claim
MCP server that exposes Moleculer.js microservice actions as AI tools, enabling…
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| 33788 |
Plasmate
Claim
Agent-native headless browser for AI agents. Converts web pages to a Semantic O…
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| 33789 |
macos-mcp
Claim
Enables AI assistants to read, create, update, and delete data in macOS apps (R…
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| 33790 |
DataDawn MCP Server
Claim
Enables AI agents to query the IRS 990 nonprofit database and OpenRegs federal …
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| 33791 |
Continuum
Claim
An autonomous AI showrunner for serialized vertical micro-drama that generates …
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| 33792 |
@arguslog/mcp-server
Claim
Read and manage your Argulog error tracking data - issues, projects, alerts, re…
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| 33793 |
HoudiniMCP
Claim
Connects SideFX Houdini to Claude via the Model Context Protocol, enabling cont…
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| 33794 |
DorkFiMCP
Claim
Enables interaction with the DorkFi lending protocol on Voi and Algorand, suppo…
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| 33795 |
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。
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| 33796 |
mcp-terminal-share
Claim
Enables two or more Claude Code terminals on the same machine to communicate by…
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| 33797 |
RecruiterCheck MCP
Claim
MCP server for scam-risk checks on job postings, recruiter emails, and company …
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| 33798 |
Hostodo MCP
Claim
Manage Hostodo VPS infrastructure from MCP clients and AI agents with scoped to…
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| 33799 |
gitlab-mcp-server
Claim
Enables interacting with GitLab repositories, merge requests, and code through …
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| 33800 |
genomics-mcp
Claim
Provides programmatic access to curated SNP data by trait, enabling LLM-powered…
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