MCP Server Quality Scores

Independent quality analysis of 67291 public MCP servers

67291
Discovered
32348
Scored
2112
Verified
16953
Complete

Last updated 1 hour, 1 minute ago

Grade Distribution

Score Distribution

# Server Score ↓ Visibility Schema Protocol Reliability Maint. Security Agent Lang
○ Unscored
62601
JesKwek
BioOpenMCP Claim
BioOpenMCP enables users to run bioinformatics tools like FastQC, Cutadapt, and…
N/A N/A
62602
rudraraval4
Enables LLM clients to query SQL databases via natural language with read-only,…
62603
vapvarun
Enables AI assistants to automate Basecamp operations including project managem…
N/A N/A
62604
wynandw87
Integrates YouTube with Claude Code, enabling video transcript retrieval, searc…
N/A N/A
62605
TScafeJR
A collection of MCP servers distributed as a single npm package, including mcp-…
N/A N/A
62606
yujiterada
Enables interaction with the Meraki Dashboard API for LLMs, allowing seamless i…
62607
jcottam
Provides weather alerts and forecasts for US locations using the National Weath…
62608
rofiqcp
A unified MCP server for document processing that enables creating, editing, an…
N/A N/A
62609
pipeworx-io
mcp-dbpedia Claim
Enables querying DBpedia's structured knowledge graph using SPARQL and lookup t…
62610
eik-1
learn-mcp Claim
A learning MCP server with tools, resources, prompts, and sampling for AI clien…
N/A N/A
62611
kucherenko
jscpd Claim
Copy/paste detector for programming source code, supports 223 formats. AI-ready…
N/A N/A
62612
domwoe
Enables searching SAC huts, checking availability, and preparing booking or can…
N/A N/A
62613
krwhynot
A lightweight MCP server that provides 8 essential Supabase database management…
62614
cbuntingde
An enhanced Model Context Protocol (MCP) server implementing the Ralph Wiggum t…
81
62615
MCP-Mirror
Enables seamless interaction with Azure DevOps for managing Git repositories, b…
81
62616
jakubkrzysztofsikora
Enables AI agents to start and stop full-screen recordings on macOS using FFmpe…
N/A N/A
62617
CentralInfraCore
Enables cross-session memory, weighting, and factory/PR/artifact linking for CI…
N/A N/A
62618
unnimk75-web
Enables healthcare benefits management by providing member eligibility verifica…
81
62619
m2ai-mcp-servers
A unified MCP server for video generation that intelligently routes requests to…
62620
MCPForgeHQ
OpenAPI-to-MCP example server generated with MCPForge. Demonstrates how REST AP…
62621
aiarghya1
Enables AI assistants to manage tasks with full lifecycle support including due…
N/A N/A
62622
m2ai-mcp-servers
Extracts brand identity (colors, typography, spacing) from any website and gene…
N/A N/A
62623
ragmha
Enables AI clients to read and write local Apple Books library, collections, an…
N/A N/A
62624
liuboacean
Production-grade multi-agent communication infrastructure with real-time messag…
N/A N/A
62625
vijaykodam
Enables safe, read-only interaction with Kubernetes clusters, allowing users to…
62626
yazzang-homelab
colab-fleet Claim
Enables offloading heavy CPU/ML workloads to free Google Colab from any MCP cli…
N/A N/A
62627
zakkii-k
A proxy that intercepts MCP responses to reduce token consumption by compressin…
N/A N/A
62628
AcuityScan
Enables AI clients to run comprehensive website scans for security, accessibili…
62629
its-antony
paper-search Claim
Enables searching, downloading, and exporting academic papers from 20+ scholarl…
62630
spalit2025
Enables AI assistants to discover and manage arXiv papers by searching for pape…
N/A N/A
62631
Knuckles-Team
vector-mcp Claim
A production-grade MCP server for integrating RAG into AI agents, supporting mu…
62632
thehavays
Connects AI assistants to Jira, enabling retrieval, search, creation, and updat…
62633
ryantorno-arch
Enables Claude to read, search, send, label, and trash emails in any Gmail acco…
N/A N/A
62634
borgi-s
dfxm-geo-mcp Claim
MCP server for the dfxm-geo dark-field X-ray microscopy forward model
N/A N/A
62635
Jayesh-Kr
Enables AI assistants to search jobs, analyze salary data, and research employe…
62636
mrh-is
partiful-mcp Claim
Enables AI agents to view Partiful events, RSVPs, hosted events, mutual connect…
62637
heqi201255
airsstool Claim
Enables AI agents to discover, fetch, and manage RSS feeds from 1500+ websites …
N/A N/A 95
62638
MCP-Mirror
Enables AI assistants to interact with Testomat.io test management platform, al…
81
62639
CaullenOmdahl
Enables AI models to search and retrieve photos, videos, and collections from P…
62640
atfinke
Unofficial MCP server for Eight Sleep, reverse-engineered from observed mobile …
N/A N/A
62641
Leevandr
MCP server for searching an archive of Solana developer Telegram chats. Enables…
62642
thomenz
soldefi-mcp Claim
Paid access to Solana DeFi risk intelligence — rug/honeypot scans, liquidity-po…
62643
tyunn
Kaiten MCP Claim
MCP server and CLI tool for interacting with Kaiten project management API, opt…
N/A N/A
62644
vinay1359
Dual-mode tool server for controlling Spotify through terminal or AI assistants…
62645
raaaas
A self-updating MCP system that analyzes design and code inputs with an LLM, re…
N/A N/A
62646
cygnussystems
Enables AI assistants to manage remote servers via SSH with 43 specialized tool…
N/A N/A
62647
geochilmaru
Generates stylized 3D symbol images with automatic background removal using mul…
62648
portertech
Enables AI assistants to manage LM Studio models, including listing, loading, a…
62649
0xshariq
A comprehensive MCP server that provides advanced Docker operations through a u…
N/A N/A
62650
aiyanbo
Enables AI assistants to interact with Salesforce data by listing objects, desc…
Showing 62601–62650 of 67291 servers