MCP Server Quality Scores
Independent quality analysis of 40750 public MCP servers
Last updated 2 hours, 9 minutes ago
Grade Distribution
Score Distribution
| # | Server | Score ↓ | ||||||||
|---|---|---|---|---|---|---|---|---|---|---|
| ○ Unscored | ||||||||||
| 39051 |
LabelChop MCP Server
Claim
AI tools for MyPost A4 labels, 4x6 thermal printers and LabelChop resources.
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| 39052 |
Natural language interface designed for agentic applications to manage and sear…
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| 39053 |
Gremlin Web Scraper MCP
Claim
A lightweight HTTP module that enables scraping visible text from any publicly …
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| 39054 |
Cyphrex
Claim
Blockchain SSN for AI agents. MCP-native identity, behavior enforcement, and im…
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| 39055 |
GitLab MCP Server
Claim
Connects AI assistants to GitLab projects, enabling natural language queries fo…
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| 39056 |
skysql-mcp-test1
Claim
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| 39057 |
vivado-mcp
Claim
Vivado MCP Server — AI 驱动的 FPGA 开发助手,自动诊断 CRITICAL WARNING 并给出修复建议
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| 39058 |
Persistent causal memory for AI agents — semantic recall, causal chains, skills.
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| 39059 |
Mem0 Memory Server
Claim
Enable AI agents to store, search, and delete persistent memories across sessio…
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| 39060 |
lore
Claim
Living typed knowledge graph for software projects, exposed over MCP so coding …
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| 39061 |
Paid KYC, AML, and regulatory risk assessment over MCP via x402 USDC micropayme…
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| 39062 |
Theta Health MCP
Claim
Theta Health MCP is a HIPAA-complaint intelligent memory layer for your health …
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| 39063 |
An MCP server for obtaining the README content, metadata and search function of…
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| 39064 |
coalesce-transform
Claim
MCP server for managing Coalesce Transform workspaces, nodes, pipelines, and ru…
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| 39065 |
An MCP server that enables AI models to search the web using OpenAI's 4o-mini S…
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| 39066 |
sifs
Claim
Extremely fast local hybrid code search for agents.
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| 39067 |
RanchHand
Claim
Enables interaction with OpenAI-compatible APIs (like Ollama) through MCP tools…
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| 39068 |
sei-mcp
Claim
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| 39069 |
An MCP server that enables Amazon Q CLI users to create, query, and manage Mave…
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| 39070 |
Barcode generation API for AI agents. Generate EAN-13, UPC-A, Code128, and Code…
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| 39071 |
selfhosted-supabase-mcp
Claim
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| 39072 |
tokentoll
Claim
Scan codebases for LLM API calls and estimate monthly costs. Compare costs betw…
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| 39073 |
api-composition-gateway
Claim
Cloudflare Workers MCP server: api-composition-gateway
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| 39074 |
hedera-hcs-mcp-server
Claim
AI-powered Hedera HCS topic intelligence for agents. Pay per call in HBAR.
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| 39075 |
Fetcher MCP
Claim
A server that allows fetching web page content using Playwright headless browse…
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| 39076 |
Instagram DM MCP Server
Claim
Enables sending and receiving Instagram Direct Messages, managing conversations…
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| 39077 |
An MCP server that enables a Gemini-based chatbot to fetch and summarize curren…
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| 39078 |
An MCP server for causal effect estimation from observational data, powered by …
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| 39079 |
WhisperGraph
Claim
Self-hostable MCP server for WhisperGraph — a graph of 7.39B nodes / 39B edges …
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| 39080 |
jaso-mcp
Claim
A simple notes system that allows creating, storing, and accessing text notes t…
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| 39081 |
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| 39082 |
hive-mcp-origin
Claim
MCP server for Hive Origin that stamps work hashes with dual-signed post-quantu…
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| 39083 |
aiwaiverdesk-mcp
Claim
Remote MCP for AI waiver checks, exception approvals, expiry review, and audit …
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| 39084 |
Enables users to access, search, and get recommendations from AWS documentation…
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| 39085 |
Model Context Protocol (MCP) server that interacts with Shopify Dev.
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| 39086 |
Cloudflare Radar
Claim
Cloudflare Radar MCP — internet observatory (traffic, attacks, BGP, quality)
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| 39087 |
afrikure-medicine-mcp
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| 39088 |
Codebeamer MCP Server
Claim
Enables efficient interaction with Codebeamer V3 APIs by consolidating 30+ indi…
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| 39089 |
think
Claim
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| 39090 |
weather-mcp-server
Claim
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| 39091 |
AI Tutoring RAG System
Claim
Enables personalized AI tutoring by allowing students to upload PDF/DOCX study …
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| 39092 |
Financial Research
Claim
Analyze stocks with concise summaries, recent SEC filings, analyst targets, and…
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| 39093 |
Skillsmith
Claim
Discover, install, and manage Claude Code skills via MCP with 14,000+ curated s…
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| 39094 |
Enables secure MCP server functionality with Clerk authentication and user-spec…
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| 39095 |
vasperamemory
Claim
Persistent AI memory for coding assistants. 80+ tools for decisions, patterns, …
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| 39096 |
Joplin MCP Server
Claim
Enables AI assistants to manage Joplin Notes through the Web Clipper API, suppo…
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| 39097 |
Cisco ISE MCP Server
Claim
Enables management of Cisco Identity Services Engine (ISE) resources through th…
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| 39098 |
wiki-mcp
Claim
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| 39099 |
mail-mcp
Claim
MCP server that gives Claude and other MCP hosts full access to Mail.app on mac…
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| 39100 |
ibitlabs-mcp
Claim
iBitLabs live receipts: real balance, trades, shadow rules & saga from a $1k→$1…
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