MCP Server Quality Scores
Independent quality analysis of 64636 public MCP servers
Last updated 6 hours, 57 minutes ago
Grade Distribution
Score Distribution
| # | Server | Score ↓ | ||||||||
|---|---|---|---|---|---|---|---|---|---|---|
| ○ Unscored | ||||||||||
| 37551 |
Cortex MCP
Claim
Persistent brain, memory, loop controller, and reminder engine for AI coding ag…
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| 37552 |
Claude MCP Server
Claim
Exposes Anthropic's Claude as 3 MCP tools (ask_claude, claude_analyze, claude_w…
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| 37553 |
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| 37554 |
mcp_mail
Claim
A mail-like coordination layer for coding agents, providing identities, inbox/o…
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| 37555 |
notebooklm-mcp-2026
Claim
Secure MCP server for querying Google NotebookLM notebooks. Enables AI assistan…
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| 37556 |
kakao_mcp_checktime
Claim
MCP server for real estate checktime, providing pre/post-contract checklists, r…
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| 37557 |
PostgreSQL MCP Server
Claim
A standardized Model Context Protocol server for interacting with PostgreSQL da…
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| 37558 |
FastAPI MCP Server
Claim
A comprehensive MCP server providing 21+ tools for mathematical operations, str…
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| 37559 |
agentic-researcher
Claim
Enables LLMs to autonomously research the web, store knowledge in a local vecto…
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| 37560 |
musette-mcp
Claim
AI soigneur for cyclists: turns your Strava ride into an Ien-Vitse-validated nu…
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| 37561 |
VMware Workstation MCP
Claim
A stdio MCP server that controls VMware Workstation via vmrun, enabling VM life…
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| 37562 |
office-mcp-server
Claim
MCP server for Office document automation, enabling AI assistants to create, re…
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| 37563 |
RabbitMQ MCP Server
Claim
Enables management of RabbitMQ clusters, queues, exchanges, bindings, users, an…
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| 37564 |
Decodo MCP Server
Claim
Enable your AI agents to scrape and parse web content dynamically, including ge…
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| 37565 |
temp-notes
Claim
Capture quick notes in a single workspace. Read, write, and append ideas effort…
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| 37566 |
switchyard
Claim
Routes coding tasks across multiple AI CLIs (Copilot, Claude Code, Gemini, etc.…
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| 37567 |
Anfisa OS MCP Server
Claim
A universal MCP layer for Russian-speaking America, enabling AI agents to acces…
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| 37568 |
MCP-Edge
Claim
Enables cloud LLM agents to discover and invoke physical hardware on edge and I…
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| 37569 |
Trilium MCP Server
Claim
Brings your Trilium Notes knowledge base into Claude Desktop, enabling full-tex…
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— | ||||||||
| 37570 |
CodexMCP
Claim
A FastMCP server that wraps OpenAI Codex CLI to provide AI-powered code generat…
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| 37571 |
vetsorcery-mcp
Claim
MCP server for VetSorcery — query problem lists, SOAP notes, and patient summar…
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| 37572 |
web-search-mcp
Claim
Enables real-time web search via DeepSeek's search-enhanced dialogue, providing…
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| 37573 |
mcp-buy123-vendor
Claim
Read-only MCP server for buy123 vendor portal, enabling AI assistants to query …
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| 37574 |
opendss-mcp-server
Claim
Connects Claude AI with EPRI's OpenDSS power system simulator, enabling convers…
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| 37575 |
mcp-slack
Claim
Enables Slack integration with tools to list channels, read messages, and post …
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| 37576 |
Pharos Sentinel
Claim
Evaluates on-chain risk for Pharos agents before executing transactions, provid…
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| 37577 |
Enables AI agents to query and record SOC analyst reasoning via a knowledge gra…
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| 37578 |
dataHill
Claim
Enables interactive data analysis using a real IPython kernel with session mana…
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| 37579 |
redmine-mcp
Claim
A stateless MCP server for Redmine that allows users to interact with issues, t…
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| 37580 |
Agent Ready
Claim
Agent Ready is an AI agent readability scanner — point it at any public URL and…
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| 37581 |
otg-mcp
Claim
Enables interaction with Open Traffic Generators (OTG) through a standardized A…
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| 37582 |
Garoon MCP Server
Claim
A Model Context Protocol (MCP) server that integrates Cybozu's Garoon groupware…
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| 37583 |
After Effects MCP Server
Claim
Enables AI assistants to control Adobe After Effects for composition, layer, ef…
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| 37584 |
openclaw-mcp
Claim
Enables Claude Code to communicate with an OpenClaw bot via Matrix, allowing yo…
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| 37585 |
Rechtspraak MCP Server
Claim
MCP server for searching and analyzing Dutch case law with advanced search, fac…
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| 37586 |
mcp_coordinator
Claim
A self-improving coding agent MCP server that enables code execution, semantic …
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— | ||||||||
| 37587 |
distill-mcp-v2
Claim
distill-mcp-v2 is a high-performance, network-dependency-free Python FastMCP se…
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| 37588 |
Honeypot MCP Server
Claim
Enables querying a honeypot threat-intelligence database via natural language t…
|
— | ||||||||
| 37589 |
mcp-scrumwise
Claim
MCP server that exposes the Scrumwise API as tools for managing projects, backl…
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| 37590 |
classScopusMCP
Claim
An MCP server that integrates Scopus, Crossref, and PubMed APIs to search acade…
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— | ||||||||
| 37591 |
Zuplo
Claim
Retrieve insurance profiles on demand to enrich customer workflows. Access up-t…
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| 37592 |
Enables querying Rubrik Security Cloud protection and threat data in Microsoft …
|
— | ||||||||
| 37593 |
agentfetch
Claim
An open-source web retrieval MCP server that fetches, crawls, and searches the …
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| 37594 |
perplexity-mcp-server
Claim
Enables interaction with Perplexity AI through MCP tools for chatting, searchin…
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| 37595 |
A Node.js server that enables LLMs to inspect GraphQL schemas and retrieve info…
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| 37596 |
telemcp
Claim
An MCP server that gives AI assistants read-only access to your personal Telegr…
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| 37597 |
NewsIQ MCP
Claim
An AI-powered news aggregator MCP server that fetches live news from multiple s…
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| 37598 |
gcal-mcp
Claim
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| 37599 |
Lazy Toggl MCP Server
Claim
Provides tools to start/stop time tracking, list workspaces, and view current e…
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| 37600 |
push-notification-mcp
Claim
Sends native macOS push notifications via a single MCP tool, using osascript fo…
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