MCP Server Quality Scores

Independent quality analysis of 66534 public MCP servers

66534
Discovered
31851
Scored
2112
Verified
16953
Complete

Last updated 18 minutes ago

Grade Distribution

Score Distribution

# Server Score ↓ Visibility Schema Protocol Reliability Maint. Security Agent Lang
○ Unscored
40951
sandraschi
A high-performance control plane for Ollama-based local LLM sessions with backg…
N/A N/A
40952
molpass
mcp-gwansang Claim
Extracts deterministic facial features from photos locally using MediaPipe, ret…
N/A N/A
40953
rodbland2021
Claw Recall Claim
Persistent, searchable memory for AI agents. Enables agents to recover context …
40954
K-Host
A local AI skill composer that reads, analyzes, compares, and combines SKILL.md…
N/A N/A
40955
HanzMaulwurf
TEX is an MCP server that enables Claude Code to perform browser tasks using pl…
N/A N/A
40956
portalsprotocol
Connects AI agents to decentralized, community-built APIs on Solana, enabling a…
N/A N/A
40957
Baneado98
Enables blockchain mempool analysis with a free tier for basic queries and a pr…
40958
thomasbillen-netizen
vibedeploy Claim
Deploy and host AI-built websites on EU infrastructure, straight from your AI a…
40959
danjam
MCP Govee Claim
Enables AI assistants to control Govee smart devices, including lights, via nat…
40960
thatfactory
MCP server for managing Xcode Cloud workflows, builds, and test artifacts via t…
40961
ies86
Provides AI agents with verified, monthly software pricing data for categories …
40962
jayesh-bansal
apitype Claim
Enables AI assistants to generate TypeScript types, Zod schemas, TypeBox, and J…
40963
bluematador
Enables natural language management of Bluematador monitoring, including cloud …
N/A N/A
40964
Samagra001
graphdb Claim
Indexes Ruby on Rails codebases into a queryable graph of associations, routes,…
N/A N/A
40965
Cris-0k
A streamlined foundation for building Model Context Protocol servers in Python,…
81
40966
sebastienrousseau
Model Context Protocol server exposing the bankstatementparser library as first…
40967
topoftheblock
This server enables AI models to access the Städel Museum's digital collection …
40968
PhelanShao
Enables AI-driven first-principles calculations for quantum chemistry and mater…
N/A N/A
40969
adu3110
flowindex Claim
Enables AI coding agents to analyze codebase behavior through entrypoints, call…
N/A N/A 95
40970 N/A N/A 95
40971
orthosie
Give your AI agent access to 150+ translators covering fictional languages, pop…
81
40972
alexadler9
A small MCP server for course experiments that provides tools to read recent co…
40973
AIWerk
Wise Personal API: profiles, balances, multi-currency rates, transfers, recipie…
N/A N/A
40974
l3wi
homekit-cli Claim
An MCP server that provides tools for inspecting and controlling Apple HomeKit …
N/A N/A
40975
respira-press
MCP server for AI-assisted WordPress editing across 12 page builders. 172 tools…
40976
huppugo1
OmniFlow Claim
Enables AI clients to automate Windows desktop applications through window mani…
N/A N/A
40977
sddiv
Enables AI agents to parse, create, update, delete, and search natural language…
N/A N/A
40978
MatheusLarcher
MCP server for managing WhatsApp instances and sending messages through Evoluti…
40979
yihan2099
apple-fm-mcp Claim
MCP server that enables local Apple on-device Foundation Model access via any M…
N/A N/A
40980
junter1989k-ai
Peru payments for AI agents — Yape / PagoEfectivo via Mercado Pago. Never holds…
40981
cleverbrush
Xpenser Claim
xpenser.cleverbrush.com is a ln open-source, self-hostable personal expense and…
40982
GoDavaii Health AI — Indian medicine DB, drug interactions, pregnancy safety, d…
N/A N/A 81
40983
lightblink
An MCP server that enables AI-assisted Cocos Creator asset production, generati…
N/A N/A
40984
Endeavor-DoxiDoxi
klattsch-mcp Claim
Enables AI models to speak and sing using retro-style formant speech synthesis,…
N/A N/A
40985
alienmind
mcp-strudel Claim
Enables conversion between Strudel mini-notation patterns and MIDI notes, allow…
N/A N/A
40986
pipeworx-io
Provides access to live news and media data via the Mediastack API, enabling qu…
40987
attaelahi
An MCP server that preserves and recalls work context, enabling users to log se…
N/A N/A
40988
hrshx3o5o6
brocogni Claim
semantic browser observation for AI agents via MCP, 100% local, zero telemetry
N/A N/A
40989
wookat
HonestQR Claim
Generate static QR codes (URL, WiFi, vCard, pixel art) and decode QR images. Co…
40990
johnmives
Provides 17 developer utility tools for AI agents, including free tools like JS…
N/A N/A 95
40991
ethereumfollowprotocol
Provides read-only access to Google Drive meeting transcripts and Google Calend…
N/A N/A
40992
mattshu0410
An MCP plugin that provides access to NCBI's dbSNP database, allowing developer…
N/A N/A 95
40993
elliot-evno
A basic MCP server template built with FastMCP framework that provides example …
N/A N/A 95
40994
susancodes55
A Model Context Protocol server that enables AI assistants to fetch Reddit cont…
N/A N/A 95
40995
mdlopresti
stoat-mcp Claim
Enables AI assistants to read and write messages, manage channels, and interact…
40996
geerdwedda-create
Provides AI agents with trust scoring and reputation management capabilities fo…
81
40997
planetabhi
Enables integrating Figma with AI assistants like Claude Desktop and Gemini CLI…
N/A N/A
40998
lomartins
Cadence Claim
Detects your work mode and plays Spotify music matched to the task, learning yo…
N/A N/A
40999
roarkhq
Enables AI assistants to interact with the Roark REST API, allowing them to exp…
41000
nmattox
Enables interaction with mParticle's Data Planning API to manage data plans, re…
N/A N/A
Showing 40951–41000 of 66534 servers
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