MCP Server Quality Scores
Independent quality analysis of 67291 public MCP servers
Last updated 1 hour, 1 minute ago
Grade Distribution
Score Distribution
| # | Server | Score ↓ | ||||||||
|---|---|---|---|---|---|---|---|---|---|---|
| ○ Unscored | ||||||||||
| 62601 |
BioOpenMCP
Claim
BioOpenMCP enables users to run bioinformatics tools like FastQC, Cutadapt, and…
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| 62602 |
mcp-db-server
Claim
Enables LLM clients to query SQL databases via natural language with read-only,…
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| 62603 |
Basecamp MCP Server
Claim
Enables AI assistants to automate Basecamp operations including project managem…
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| 62604 |
YouTube MCP Server
Claim
Integrates YouTube with Claude Code, enabling video transcript retrieval, searc…
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| 62605 |
@tscafejr/mcp
Claim
A collection of MCP servers distributed as a single npm package, including mcp-…
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| 62606 |
Meraki MCP Server
Claim
Enables interaction with the Meraki Dashboard API for LLMs, allowing seamless i…
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| 62607 |
MCP Weather Server
Claim
Provides weather alerts and forecasts for US locations using the National Weath…
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| 62608 |
MCP Documents
Claim
A unified MCP server for document processing that enables creating, editing, an…
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| 62609 |
mcp-dbpedia
Claim
Enables querying DBpedia's structured knowledge graph using SPARQL and lookup t…
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| 62610 |
learn-mcp
Claim
A learning MCP server with tools, resources, prompts, and sampling for AI clien…
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| 62611 |
jscpd
Claim
Copy/paste detector for programming source code, supports 223 formats. AI-ready…
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| 62612 |
hut-reservation-mcp
Claim
Enables searching SAC huts, checking availability, and preparing booking or can…
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| 62613 |
Supabase Lite MCP Server
Claim
A lightweight MCP server that provides 8 essential Supabase database management…
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| 62614 |
ralph-wiggum-mcp
Claim
An enhanced Model Context Protocol (MCP) server implementing the Ralph Wiggum t…
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| 62615 |
Ares DevOps MCP Server
Claim
Enables seamless interaction with Azure DevOps for managing Git repositories, b…
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| 62616 |
screen-recorder-mcp
Claim
Enables AI agents to start and stop full-screen recordings on macOS using FFmpe…
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| 62617 |
cic-mcp-shared
Claim
Enables cross-session memory, weighting, and factory/PR/artifact linking for CI…
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| 62618 |
Enables healthcare benefits management by providing member eligibility verifica…
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| 62619 |
VideoGen Advisor
Claim
A unified MCP server for video generation that intelligently routes requests to…
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| 62620 |
swagger-petstore-mcp
Claim
OpenAPI-to-MCP example server generated with MCPForge. Demonstrates how REST AP…
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| 62621 |
Enables AI assistants to manage tasks with full lifecycle support including due…
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| 62622 |
mcp-mirage-brand-extract
Claim
Extracts brand identity (colors, typography, spacing) from any website and gene…
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| 62623 |
apple-books-mcp
Claim
Enables AI clients to read and write local Apple Books library, collections, an…
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| 62624 |
agent-comm-hub
Claim
Production-grade multi-agent communication infrastructure with real-time messag…
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| 62625 |
Enables safe, read-only interaction with Kubernetes clusters, allowing users to…
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| 62626 |
colab-fleet
Claim
Enables offloading heavy CPU/ML workloads to free Google Colab from any MCP cli…
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| 62627 |
mcp-compressor
Claim
A proxy that intercepts MCP responses to reduce token consumption by compressin…
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| 62628 |
AcuityScan MCP Server
Claim
Enables AI clients to run comprehensive website scans for security, accessibili…
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| 62629 |
paper-search
Claim
Enables searching, downloading, and exporting academic papers from 20+ scholarl…
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| 62630 |
Research MCP Server
Claim
Enables AI assistants to discover and manage arXiv papers by searching for pape…
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| 62631 |
vector-mcp
Claim
A production-grade MCP server for integrating RAG into AI agents, supporting mu…
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| 62632 |
Vestel Jira MCP Server
Claim
Connects AI assistants to Jira, enabling retrieval, search, creation, and updat…
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| 62633 |
Gmail MCP Server
Claim
Enables Claude to read, search, send, label, and trash emails in any Gmail acco…
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| 62634 |
dfxm-geo-mcp
Claim
MCP server for the dfxm-geo dark-field X-ray microscopy forward model
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| 62635 |
Adzuna Jobs MCP Server
Claim
Enables AI assistants to search jobs, analyze salary data, and research employe…
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| 62636 |
partiful-mcp
Claim
Enables AI agents to view Partiful events, RSVPs, hosted events, mutual connect…
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| 62637 |
airsstool
Claim
Enables AI agents to discover, fetch, and manage RSS feeds from 1500+ websites …
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| 62638 |
Testomat.io MCP Server
Claim
Enables AI assistants to interact with Testomat.io test management platform, al…
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| 62639 |
Pexels MCP Server
Claim
Enables AI models to search and retrieve photos, videos, and collections from P…
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| 62640 |
Eight Sleep MCP
Claim
Unofficial MCP server for Eight Sleep, reverse-engineered from observed mobile …
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| 62641 |
Solana Divers MCP Server
Claim
MCP server for searching an archive of Solana developer Telegram chats. Enables…
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| 62642 |
soldefi-mcp
Claim
Paid access to Solana DeFi risk intelligence — rug/honeypot scans, liquidity-po…
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| 62643 |
Kaiten MCP
Claim
MCP server and CLI tool for interacting with Kaiten project management API, opt…
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| 62644 |
Spotify MCP Server
Claim
Dual-mode tool server for controlling Spotify through terminal or AI assistants…
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| 62645 |
Self-Evolving MCP Brain
Claim
A self-updating MCP system that analyzes design and code inputs with an LLM, re…
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| 62646 |
cygnus-ssh-mcp
Claim
Enables AI assistants to manage remote servers via SSH with 43 specialized tool…
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| 62647 |
Generates stylized 3D symbol images with automatic background removal using mul…
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| 62648 |
LM Studio MCP Server
Claim
Enables AI assistants to manage LM Studio models, including listing, loading, a…
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| 62649 |
Docker MCP Server
Claim
A comprehensive MCP server that provides advanced Docker operations through a u…
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| 62650 |
Salesforce MCP Server
Claim
Enables AI assistants to interact with Salesforce data by listing objects, desc…
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