MCP Server Quality Scores
Independent quality analysis of 60843 public MCP servers
Last updated 1 hour, 7 minutes ago
Grade Distribution
Score Distribution
| # | Server | Score ↓ | ||||||||
|---|---|---|---|---|---|---|---|---|---|---|
| ○ Unscored | ||||||||||
| 60651 |
PixelVault
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AI asset compliance and licensing. Search pre-cleared assets matched to your br…
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| 60652 |
afrikure-medicine-mcp
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| 60653 |
YFinance MCP Server
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Provides financial data from Yahoo Finance via MCP, enabling AI agents to acces…
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| 60654 |
Closeread Verify
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A verified dependency-audit verdict any AI agent can call over MCP, not a raw s…
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| 60655 |
MCP Server Starter
Claim
A production-ready starter template for building Model Context Protocol (MCP) s…
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| 60656 |
edstem_mcp
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An MCP server that allows AI assistants to access EdStem course discussion boar…
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| 60657 |
singapore-proxy-mcp
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Browse the web and run Google search through real Singapore mobile carrier IPs.
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| 60658 |
deckbase
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Turn any study material into flashcards by chatting with AI. Paste notes, URLs,…
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| 60659 |
MCP server for ZapCap API providing video caption and B-roll generation via nat…
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| 60660 |
Resume Optimizer Pro
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Resume Optimizer Pro is resume building and optimization software that enhances…
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| 60661 |
TaskSync
Claim
Human-in-the-loop feedback for AI coding agents. Pause your agent mid-task, giv…
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| 60662 |
An MCP server for automating Microsoft Dynamics CRM and Power Platform through …
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| 60663 |
HTTP header security analysis API for AI agents. Analyze response headers for a…
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| 60664 |
Komodo MCP Server
Claim
Enables natural language management of servers, deployments, and build pipeline…
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| 60665 |
mcp-broker
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Local MCP broker that exposes one compact entry for many upstream servers.
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| 60666 |
mcp-canon
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Universal MCP knowledge server for LLM agents, powered by local RAG, providing …
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| 60667 |
ReliaStats
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Reliability statistics — Weibull/lognormal fitting, MTBF/MTTR, availability, sy…
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| 60668 |
echolon
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LLM-agent-native backtest framework for SHFE daily futures research. 23 MCP too…
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| 60669 |
MCP Server for WeChat DevTools CLI - Automate Mini Program development & testin…
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| 60670 |
Huly MCP Server
Claim
Enables interaction with Huly workspaces via WebSocket API to manage projects a…
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| 60671 |
MCP Server for Google Cloud Healthcare API enables Agentic AI for a variety of …
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| 60672 |
MapSpring MCP Server
Claim
Enables enterprise database schema exploration and Spring Boot code generation …
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| 60673 |
A minimal MCP server deployed on AWS Lambda and API Gateway using AWS CDK, enab…
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| 60674 |
An AI-powered MCP server for analyzing Japanese legal contracts and identifying…
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| 60675 |
Free — no API key required. Enrich by domain or name. Country, contacts, social…
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| 60676 |
Old Cars Data
Claim
Collector-car auction history, live listings, bid trails, and market statistics…
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| 60677 |
clariBI
Claim
AI business intelligence: sign up, ingest data, run analyses, generate reports …
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| 60678 |
NexMem MCP
Claim
A plug-and-play MCP memory server with pluggable database backends that gives A…
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| 60679 |
MCP server for AI-powered image recognition and description using OpenAI vision…
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| 60680 |
An MCP server designed to interact with the RifaExpress backend via PostgreSQL …
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| 60681 |
89 MCP tools for verifiable AI work — citations, KYB, law, sanctions, recall, p…
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| 60682 |
A Model Context Protocol (MCP) server that provides AI assistants with secure a…
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| 60683 |
Enables natural language file operations and intelligent file analysis via MCP,…
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| 60684 |
venv-mcp-server
Claim
An MCP server that manages Python virtual environments using uv, allowing LLMs …
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| 60685 |
Swarm Orchestrator
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An MCP server that extends AI coding assistants with deterministic, algorithmic…
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| 60686 |
hopgraph
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Verify Australian and New Zealand businesses against government registers via a…
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| 60687 |
MCP Context Hub
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A local MCP server for RAG memory, semantic search, and context optimization us…
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| 60688 |
Enables Claude to manage user profiles, consents, and context via Apache Unomi …
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| 60689 |
InBiot MCP Server
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Provides real-time air quality monitoring and historical data analysis for InBi…
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| 60690 |
branddev
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| 60691 |
Botoi MCP
Claim
49 developer utility tools for AI assistants. DNS lookup, WHOIS, IP geolocation…
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| 60692 |
Astro Charts
Claim
Generate astrology charts from a date, time, and location. Explore planetary po…
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| 60693 |
leonardo-ai-mcp-server
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Integrates Leonardo AI image generation capabilities into MCP-compatible client…
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| 60694 |
Ruixen MCP Server
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Enables AI assistants to discover, search, and retrieve Ruixen UI components fr…
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| 60695 |
lumberjack
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| 60696 |
Enables AI assistants like Claude to navigate git repository history, providing…
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| 60697 |
Ordinal-MCP
Claim
Implements a structured communication bus that allows AI agents to send 'oracle…
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| 60698 |
cissp-study-group
Claim
CISSP certification exam prep from CISSPStudyGroup.com. 3,600+ practice questi…
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| 60699 |
openapi-spec-mcp
Claim
Turns any OpenAPI/Swagger spec into queryable tools for LLMs, enabling endpoint…
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| 60700 |
ANSES Ciqual MCP Server
Claim
Provides SQL access to the ANSES Ciqual French food composition database, enabl…
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