MCP Server Quality Scores
Independent quality analysis of 67181 public MCP servers
Last updated 3 hours ago
Grade Distribution
Score Distribution
| # | Server | Score ↓ | ||||||||
|---|---|---|---|---|---|---|---|---|---|---|
| ○ Unscored | ||||||||||
| 36851 |
mcp-ad4m
Claim
Enables Claude Code with persistent semantic memory, cross-session context, and…
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| 36852 |
browser-relay-mcp
Claim
Unlimited, session-authenticated web search and fetch for AI tools using your o…
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| 36853 |
Enables AI assistants to access food product information from Open Food Facts, …
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| 36854 |
leafeep-mcp
Claim
A quiz distribution and grading server for educators. Create exams, generate st…
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| 36855 |
SwingFix AI
Claim
AI-powered golf swing analysis. Submit a swing image URL and receive scored met…
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| 36856 |
mcp-l402-gate-example
Claim
Minimal MCP server demonstrating L402 pay-per-call with Depth-of-Identity reput…
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| 36857 |
Cortex
Claim
Persistent memory MCP server for Claude Code that captures and recalls project …
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| 36858 |
Thailand payments for AI agents — PromptPay QR, cards, TrueMoney via Opn (Omise…
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| 36859 |
remindb
Claim
An agentic memory database that cuts session tokens by 82–99%. One portable SQL…
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| 36860 |
mcp-data-la
Claim
Enables querying Los Angeles open data from data.lacity.org via the Socrata SOD…
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| 36861 |
mcp-currents
Claim
Wraps the Currents API to provide access to news articles and headlines through…
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| 36862 |
RiskModels
Claim
Dividend-adjusted US equity total returns, risk decomposition, attribution & ET…
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| 36863 |
vips
Claim
Creator economy platform for agents: posts, paid content, subscriptions, stream…
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| 36864 |
RxNav MCP Server
Claim
Enables drug terminology standardization and name normalization via RxNav API, …
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| 36865 |
Azure FinOps MCP Server
Claim
Analyzes Azure cloud costs, audits for waste, and provides budget insights via …
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| 36866 |
Search French companies, directors and associations (INPI, INSEE, RNA).
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| 36867 |
mcp-geralearn
Claim
Browse courses, enroll, track progress, find tutors. Education platform. 50+ co…
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| 36868 |
mcp-iso
Claim
Enables looking up ISO standards (e.g., 27001, 9001) with live status, pricing,…
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| 36869 |
DICOMweb MCP Server
Claim
MCP server exposing a DICOMweb DICOM archive to AI assistants via QIDO-RS and W…
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| 36870 |
mcp-oss-onramp
Claim
An MCP server that scouts truly beginner-friendly open-source issues from GitHu…
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| 36871 |
Ratary Memory
Claim
Ratary is an AI Brain Platform — infrastructure that gives AI:
Persistent memo…
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| 36872 |
pyRevit Foundry MCP
Claim
MCP server for developing and maintaining pyRevit extensions with static analys…
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| 36873 |
Enables large language models to directly access Tencent Cloud Log Service for …
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| 36874 |
notifly-mcp-server
Claim
Enables AI agents to search Notifly documentation and SDK code examples for sea…
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| 36875 |
SearchAPI MCP Server
Claim
MCP server that provides standardized access to Google Maps, Flights, Hotels, a…
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| 36876 |
Document Buddy
Claim
A no-server MCP toolkit that organizes project wikis from Feishu documents, mes…
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| 36877 |
Your Echo Agent
Claim
Hire autonomous PR outreach agents from any MCP-compatible LLM. All-in-one AI o…
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| 36878 |
officeagent-net
Claim
MCP server that lets agents edit real Microsoft Word (.docx) documents - tracke…
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| 36879 |
onpe-mcp
Claim
MCP server for querying Peruvian electoral data (ONPE) including mesa results, …
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| 36880 |
mcp-rag-server
Claim
A Model Context Protocol (MCP) server with Retrieval-Augmented Generation (RAG)…
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| 36881 |
Sandbox Agent
Claim
Enables code execution in isolated Docker containers with persistent IPython, N…
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| 36882 |
CryptoGuard
Claim
Protect cryptocurrency investments by validating trades and scanning for potent…
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| 36883 |
Bifrost-MCP Gateway
Claim
Enterprise-grade dynamic MCP proxy that eliminates token bloat by lazy-loading …
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| 36884 |
code-memory-rs
Claim
Enables local semantic code search across repositories using natural language, …
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| 36885 |
scraping-api-marketplace
Claim
# API Marketplace MCP Server
Real-time product data from Amazon, eBay, Walmart…
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| 36886 |
airflow-mcp-server
Claim
Enables Claude to inspect and operate Apache Airflow over its REST API, providi…
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| 36887 |
ResumeMCP
Claim
Enables AI assistants to fetch a master resume, tailor it to a job description,…
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| 36888 |
siyuan-mcp
Claim
MCP server for SiYuan Note, enabling AI tools to search, read, create, and orga…
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| 36889 |
jorkal-nft-mcp
Claim
Solana NFT market data from Magic Eden — floor prices, cheapest listings, colle…
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| 36890 |
crc-doc-mcp
Claim
An MCP server that provides intelligent access to CRC/OpenShift Local documenta…
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| 36891 |
Elicitly
Claim
Human-in-the-loop for AI agents over MCP elicitation: confirm/form dialogs plus…
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| 36892 |
PixelForge MCP
Claim
An MCP server for AI-powered image generation, editing, analysis, and transform…
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| 36893 |
data-michigan
Claim
Enables AI agents to search and query the Michigan Open Data catalog, running S…
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| 36894 |
feishu-bridge
Claim
MCP server that enables AI agents to interact with Feishu (Lark) for calendar e…
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| 36895 |
Provides breaking changes analysis for libraries across multiple languages, ena…
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| 36896 |
cmd-mcp-server
Claim
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| 36897 |
Search how-to docs for Merchinary's Shopify Bulk Product Editor and Image Edito…
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| 36898 |
fitness-ai-mcp
Claim
fitness-ai-mcp MCP server by MEOK AI Labs
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| 36899 |
agent-runtime-mcp
Claim
Enables persistent task and goal management with AI-powered decomposition, cros…
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| 36900 |
A10 Guardian
Claim
MCP server that enables AI agents to manage A10 Networks DDoS mitigation device…
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