MCP Server Quality Scores
Independent quality analysis of 58295 public MCP servers
Last updated 2 hours, 13 minutes ago
Grade Distribution
Score Distribution
| # | Server | Score ↓ | ||||||||
|---|---|---|---|---|---|---|---|---|---|---|
| ○ Unscored | ||||||||||
| 58101 |
yawa
Claim
Self-hosted web analytics platform that exposes analytics data via the Model Co…
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| 58102 |
A Model Context Protocol server that enables interaction with Hadoop Distribute…
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| 58103 |
MahoRAGa
Claim
Persistent, graph-powered memory for AI agents that provides long-term semantic…
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| 58104 |
git-helper-ai-mcp
Claim
git-helper-ai-mcp MCP server by MEOK AI Labs
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| 58105 |
perplexity-mcp-server
Claim
Enables interaction with Perplexity AI through MCP tools for chatting, searchin…
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| 58106 |
SecPipe
Claim
Enables AI agents to orchestrate security research workflows by connecting to c…
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| 58107 |
geoseo-mcp
Claim
Unifies traditional SEO and Generative Engine Optimization (GEO) for Google, Bi…
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| 58108 |
mcp-test-2
Claim
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| 58109 |
aegis-dq
Claim
Agentic data quality framework that runs structured rules against warehouses (D…
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| 58110 |
mcp-gitee
Claim
Full-featured MCP server exposing 200+ Gitee API v5 endpoints for repository, i…
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| 58111 |
cloudflare-email
Claim
An MCP server that receives emails on your domain and allows AI assistants to s…
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| 58112 |
mcp-abogadoenquilmes
Claim
Remote MCP server that provides access to over 285K Argentine court rulings and…
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| 58113 |
Elastic MCP Server
Claim
A read-only MCP server that gives AI assistants natural language access to Elas…
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| 58114 |
A production-grade Model Context Protocol server for PostgreSQL. Lets AI agents…
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| 58115 |
Google Autocomplete API
Claim
Enables AI agents to fetch Google autocomplete suggestions for partial queries,…
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| 58116 |
Mixpanel MCP Server
Claim
Enables AI assistants to track events, page views, user signups, and update use…
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| 58117 |
mcp-taginfo
Claim
Provides statistics on OpenStreetMap tags (keys and key=value pairs) via MCP to…
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| 58118 |
solidworks-mcp
Claim
MCP bridge server for SolidWorks that enables AI assistants to control SolidWor…
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| 58119 |
portainer-mcp
Claim
Enables AI assistants to manage Portainer container environments through natura…
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| 58120 |
Dev Notes MCP Server
Claim
Enables Claude Code to save, list, and read markdown notes directly from conver…
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| 58121 |
sticker-mcp
Claim
Enables AI to send expressive stickers based on conversation context, with a bu…
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| 58122 |
@kaminari-ad/mcp
Claim
Lets AI agents launch scans, inspect results, manage campaigns and policies, an…
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| 58123 |
MCP OSINT Server
Claim
Enables AI agents to perform controlled OSINT tasks (domain, IP, email, phone, …
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| 58124 |
Provides controlled access to llms.txt documentation files through MCP tools, a…
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| 58125 |
codex-mcp-async
Claim
Enables Claude Code to run OpenAI Codex (GPT-5) tasks asynchronously in the bac…
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| 58126 |
rednote-mcp-3
Claim
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| 58127 |
test
Claim
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| 58128 |
Work-Timer
Claim
An MCP server for time tracking and billing that allows freelancers to control …
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| 58129 |
monzo-mcp
Claim
Read-only Monzo banking integration for Claude Code that allows querying balanc…
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| 58130 |
Automates cross-platform e-commerce sourcing between JD and Taobao using AI-dri…
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| 58131 |
sarvam-tools
Claim
An MCP server providing tools for speech-to-text, translation, language detecti…
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| 58132 |
rabbitmq-mcp
Claim
An MCP server for RabbitMQ that exposes the RabbitMQ HTTP API as tools, enablin…
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| 58133 |
GAM MCP Server
Claim
Enables AI assistants to perform Google Workspace administrative actions via GA…
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| 58134 |
Weather MCP Server
Claim
Enables querying real-time weather and 5-day forecasts for any city using the O…
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| 58135 |
BrowserPilot MCP
Claim
A local browser automation bridge that connects AI agents like Claude to Chromi…
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| 58136 |
github-talent-mcp
Claim
MCP server that searches, scores, and ranks GitHub developers for technical rec…
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| 58137 |
pinescript-mcp-server
Claim
Enables validation, fixing, and generation of PineScript code for TradingView, …
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| 58138 |
Nausika
Claim
Mediterranean marine, nautical, sailing: forecasts, tides, sea routes, anchorag…
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| 58139 |
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| 58140 |
Httpstatus MCP
Claim
AI-callable tools for API mocking, testing, monitoring, security, and automatio…
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| 58141 |
Remote Math MCP Server
Claim
A Cloudflare Workers-hosted MCP server that provides basic mathematical operati…
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| 58142 |
smithery-mcp-server-5
Claim
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| 58143 |
uniprot-mcp
Claim
Auditable UniProt MCP server with per-query SHA-256 provenance and offline repl…
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| 58144 |
MCP Server for RQ-SCAN - AI-powered document OCR and data extraction platform
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| 58145 |
Paperless MCP
Claim
Enables searching, tagging, uploading, and reading documents in Paperless-NGX, …
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| 58146 |
mcp-server-rt
Claim
Connects AI assistants to a Request Tracker (RT) instance, enabling natural lan…
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| 58147 |
Rodin
Claim
Find ~5 thinkers whose intellectual fingerprint matches a passage of text.
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| 58148 |
mori
Claim
Mori (森) is a shared memory layer for AI coding agents — one that compounds.
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| 58149 |
Toleno Network
Claim
Toleno Network MCP Server — Manage your Toleno mining account with Claude AI us…
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| 58150 |
Provides a tool to fetch npm package information via the Model Context Protocol.
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