MCP Server Quality Scores
Independent quality analysis of 66534 public MCP servers
Last updated 2 hours, 43 minutes ago
Grade Distribution
Score Distribution
| # | Server | Score ↓ | ||||||||
|---|---|---|---|---|---|---|---|---|---|---|
| ○ Unscored | ||||||||||
| 40151 |
mcp-data-loireatlantique
Claim
Search, explore, and query open data from Loire-Atlantique (France) via natural…
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| 40152 |
MCP Agent Toolkit
Claim
Enables agents to share state via a blackboard, record and retrieve failure res…
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| 40153 |
Obsidian Lumina MCP
Claim
A Model Context Protocol server that enables semantic vector search over Obsidi…
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| 40154 |
Airtable MCP Server
Claim
MCP server for Airtable API — manage records, bases, tables, fields, and webhoo…
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| 40155 |
pm-agents
Claim
A multi-agent product-management copilot that automates morning briefings, metr…
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| 40156 |
LinkedIn MCP Server
Claim
Allows AI agents to authenticate with LinkedIn and share posts or links via the…
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| 40157 |
devrecall
Claim
Local-first developer activity aggregator. Indexes commits, PRs, Jira/Linear ti…
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| 40158 |
Gaudio Lab Audio AI — Stem Separation, DME Separation, AI Text Sync
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| 40159 |
Runbook MCP Server
Claim
Integrates with Runbook to allow listing, reading, searching, creating, and upd…
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| 40160 |
indian-stock-market-mcp
Claim
MCP server providing real-time Indian stock market data through 15 tools, inclu…
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| 40161 |
Enables AI agents to control an ESP32-C3 audio client via MQTT for playing, pau…
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| 40162 |
MCP JSON Maker
Claim
Enables AI to create, edit, and batch generate JSON data with advanced rule eng…
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| 40163 |
Framesleuth
Claim
Local bug-reproduction video analysis tool that processes bug recordings frame-…
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| 40164 |
sicry
Claim
Enables AI agents to access Tor hidden services and the dark web through tools …
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| 40165 |
fh6-tuner
Claim
An MCP server that analyzes Forza Horizon 6 telemetry to provide AI-driven tuni…
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| 40166 |
PyForge IDE
Claim
Enables Python code execution in a sandboxed environment with virtual file syst…
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| 40167 |
MCP Todo Server
Claim
A CRUD todo list server that exposes tools to create, list, and conclude tasks,…
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| 40168 |
mcp-augment
Claim
Adds safety hooks to AI coding tools by providing enforced proxy tools (safe_wr…
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| 40169 |
Arkana
Claim
An MCP server that provides 294 malware analysis tools behind an AI-driven inte…
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| 40170 |
news-mcp
Claim
Agentic NewsAPI.org MCP server with semantic search, article versioning, Chroma…
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| 40171 |
mcp-bridge
Claim
MCP server for Cocos Creator that enables AI tools to automate scene editing, r…
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| 40172 |
Deploys a remote MCP server on Cloudflare Workers without authentication, enabl…
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| 40173 |
spiderchat-mcp-server
Claim
Access your Spider Chat flows, memories, and facts from Claude Desktop with fas…
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| 40174 |
BioCite-MCP
Claim
BioCite-MCP enables LLMs to retrieve verified academic literature metadata, cit…
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| 40175 |
LogicMem MCP Server
Claim
Provides persistent memory, reasoning, agent-to-agent sharing, and immutable au…
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| 40176 |
Provides 55 tools for managing QuickBooks entities like customers, invoices, an…
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| 40177 |
agentbridge
Claim
A unified gateway for AI agent tools that provides a single MCP stdio endpoint …
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| 40178 |
music-assistant-mcp
Claim
Enables AI assistants to control Music Assistant for music search, library brow…
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| 40179 |
hourledger-mcp
Claim
MCP server that calculates work hours, overtime, and gross pay from clock in/ou…
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| 40180 |
AgentAuth
Claim
Identity and auth for AI agents: credentials, tokens, delegations, and permissi…
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| 40181 |
demo-mcp-server
Claim
A modular Python MCP server providing tools for text echoing, system informatio…
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| 40182 |
agentfenster
Claim
Windows GUI automation on a hidden second desktop, driven from Claude Code over…
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| 40183 |
MCP-WHATSAPP-EVO
Claim
Exposes the full WhatsApp API via Evolution API, enabling message sending, chat…
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| 40184 |
tilwhen date engine
Claim
Deterministic date arithmetic with auditable receipts: business days, due dates…
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| 40185 |
quickchat-ai-mcp
Claim
Launch your conversational Quickchat AI agent as an MCP to give AI apps real-ti…
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| 40186 |
DocPulse
Claim
DocPulse enables users to distill large documentation into compact, LLM-ready s…
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| 40187 |
websocat-mcp
Claim
MCP server for WebSocket operations, enabling connect, send, receive, and manag…
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| 40188 |
GAM MCP Server
Claim
Enables AI assistants to perform Google Workspace administrative actions via GA…
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| 40189 |
wg21-wiki-mcp
Claim
A local MCP server that gives an LLM agent read access to the WG21 (ISO C++) co…
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| 40190 |
@ratel-ai/mcp-server
Claim
Exposes a Ratel tool catalog over MCP with two tools (search_tools and invoke_t…
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| 40191 |
Enables fetching HuggingFace daily papers for today, yesterday, or a specific d…
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| 40192 |
Foggy Data MCP Bridge
Claim
A semantic layer query engine with MCP support, enabling AI assistants to query…
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| 40193 |
pdf-toolkit-mcp
Claim
A comprehensive MCP server with 37 tools for PDF operations including reading, …
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| 40194 |
Memory MCP Server
Claim
Enables agents to maintain persistent memory through three-tiered architecture:…
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| 40195 |
mcp-github
Claim
MCP server for the GitHub REST API that enables interaction with repositories, …
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| 40196 |
Assists AI coding agents in understanding and implementing UTCP by providing do…
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| 40197 |
mcp-seo
Claim
Enables AI agents to perform comprehensive SEO audits on web pages, including m…
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| 40198 |
MCP BACEN
Claim
Provides tools to query Brazilian Central Bank public data, including SGS time …
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| 40199 |
context7-smithery-ai2
Claim
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| 40200 |
avalanche-org-mcp-server
Claim
Enables LLMs to query current and historic avalanche danger ratings by location…
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