MCP Server Quality Scores
Independent quality analysis of 50103 public MCP servers
Last updated 1 hour, 47 minutes ago
Grade Distribution
Score Distribution
| # | Server | Score ↓ | ||||||||
|---|---|---|---|---|---|---|---|---|---|---|
| ○ Unscored | ||||||||||
| 49901 |
dock-ai
Claim
Discover whether a business domain has a ready-to-use connector so you can shop…
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| 49902 |
Validate design tokens for accessibility, scales, and design-system constraint …
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| 49903 |
Library Docs MCP Server
Claim
Searches and fetches real-time documentation for libraries like Langchain, Open…
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| 49904 |
scholarmcp
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| 49905 |
MalwareAnalyzerMCP
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Enables malware analysis through terminal command execution with specialized to…
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| 49906 |
Kova Mind MCP Server
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Enables AI memory persistence and secure credential management via vault tools …
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| 49907 |
Java Code Generator
Claim
Generate secure Java code snippets and starter projects for common tasks. Learn…
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| 49908 |
val
Claim
QA agent for vibecoded apps. Real browser checks, your AI fixes them. Ship to g…
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| 49909 |
inventory-management-ai-mcp MCP server by MEOK AI Labs
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| 49910 |
mcp-debugger-node
Claim
MCP server for debugging Node.js programs through the V8 Inspector Protocol, al…
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| 49911 | — | |||||||||
| 49912 |
OctSSH
Claim
Provides LLMs with safe, controllable, and stateful SSH access to shell environ…
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| 49913 |
Provides access to FBI Crime Data Explorer API, enabling queries for crime stat…
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| 49914 |
Enables programmatic management of Substack content, including creating drafts,…
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| 49915 |
n8n MCP Agent
Claim
Autonomous AI agent for n8n workflow automation with credential factories, exec…
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| 49916 |
linkshrink-api
Claim
Free privacy-first URL shortener API with analytics and link management. No API…
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| 49917 |
rspace
Claim
R.Space — the real estate OS for the UAE.
The platform powers every side of th…
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| 49918 |
MCP Testing Assistant
Claim
Enables automated testing and coverage reporting for MCP services with test exe…
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| 49919 |
Roblox MCP Server
Claim
Bridges AI assistants with Roblox game environments in real-time via a Lua clie…
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| 49920 |
Crossmint HR Airdrop MCP
Claim
Helps corporate HR teams airdrop Solana tokens to employees with support for ro…
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| 49921 |
PyAutoGUI-MCP
Claim
Exposes PyAutoGUI desktop automation functions as MCP tools, enabling mouse con…
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| 49922 |
insights
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| 49923 |
Gravitas-Core-MCP
Claim
Production-grade, autonomous Model Context Protocol (MCP) server that elevates …
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| 49924 |
mcp-myvariant
Claim
Enables querying metadata from MyVariant.info, a comprehensive variant annotati…
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| 49925 |
AllocContext
Claim
Portfolio-aware crypto context for AI agents. Discover holdings, market,
sentim…
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| 49926 |
Book Sandals, Beaches, and cruises through Pixie Vacations with co-branded book…
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| 49927 |
android-mcp-server
Claim
A powerful MCP server that provides comprehensive Android device automation cap…
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| 49928 |
Solana MCP Server
Claim
Enables AI agents to read chain data, execute transactions, swap tokens, and ma…
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| 49929 |
YetAnotherFigmaMCP
Claim
Caches Figma file data locally and provides an MCP server for AI agents to sear…
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| 49930 |
hass-mcp
Claim
Enables controlling and querying Home Assistant devices and services via natura…
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| 49931 |
mcp-helmet
Claim
A production middleware toolkit for MCP servers providing auth, health checks, …
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| 49932 |
confluence-mcp-server
Claim
An MCP server that connects AI assistants to Confluence, enabling search and fe…
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| 49933 |
adsdas
Claim
adsdas
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| 49934 |
AgentCron
Claim
Schedule tasks for later from your AI agent: reminders, delayed webhooks, recur…
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| 49935 |
agent-mosaic-skill
Claim
Convert photos to LEGO-style brick mosaic previews with AI-powered color quanti…
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| 49936 | — | |||||||||
| 49937 |
server
Claim
Construction data API for AI agents: calculators, codes, costs, products, bench…
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| 49938 |
gptzero-mcp
Claim
Enables AI content detection with sentence-level and paragraph-level AI probabi…
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| 49939 |
A government-oriented MCP server implementing security controls for AegisReader…
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| 49940 |
A policy-enforcing MCP sidecar that provides Gmail and Google Calendar tools, e…
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| 49941 |
Provides a standardized interface for interacting with Reddit's tools and servi…
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| 49942 |
Sonatype MCP Server
Claim
A Model Context Protocol (MCP) server for Sonatype Nexus Repository Manager tha…
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| 49943 |
context-diamond
Claim
Enables LLM agents to compress handoffs into structured, auditable context caps…
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| 49944 |
MCP PR Recommender
Claim
Intelligent PR boundary detection and recommendation system that analyzes git c…
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| 49945 |
blender-mcp
Claim
Enables AI-powered control of Blender through natural language, allowing users …
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| 49946 |
Offers real-time stock prices, sector and historical analysis, top performers f…
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| 49947 |
my_test
Claim
Get current weather for any city and create images from your prompts. Streamlin…
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| 49948 |
Fetchium
Claim
Fetchium — token-efficient web retrieval for AI agents
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| 49949 |
Browsegrab
Claim
Token-efficient browser agent for local LLMs. Playwright + accessibility tree +…
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| 49950 |
Cognitive memory for AI agents. Atkinson-Shiffrin, RAG, knowledge graph. 100+ t…
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