MCP Server Quality Scores

Independent quality analysis of 33449 public MCP servers

33449
Discovered
26182
Scored
1610
Verified
16957
Complete

Last updated 52 minutes ago

Grade Distribution

Score Distribution

# Server Score ↓ Visibility Schema Protocol Reliability Maint. Security Agent Lang
○ Unscored
31701
LENA-EE
simple_mcp Claim
MCP server for analyzing Perl code with Perl::Critic, enabling code quality che…
31702
TT-Wang
Persistent, self-evolving memory plugin for Claude Code. Background miner extra…
N/A N/A 95
31703
geeks-accelerator
inbed Claim
AI agent dating — personality matching, compatibility scoring, and real convers…
N/A N/A
31704
YounggheeJang
lmtd Claim
Compute log mean temperature difference for heat exchanger analysis. Choose Cel…
N/A N/A
31705
Gauraviitkgp
News MCP: real-time headlines & custom news search across 7 regions. Free, just…
31706
xiaobenyang-com
ai-persona Claim
An MCP protocol server that supports multi-AI personality summoning and collabo…
N/A N/A 95
31707
TheRealSeanDonahoe
TVControl Claim
MCP server that lets AI agents directly control and interact with the TradingVi…
N/A N/A
31708
Silbercue
High-performance MCP server for iOS development and test automation. Gives AI c…
N/A N/A
31709
wtronk
Geolocation tools (reverse geocoding, ip lookup, etc) using Jeleo Geolocation A…
N/A N/A
31710
anon-li
anon.li Claim
31711
ak123aryan
Dalal Street MCP server connects to Indian stock market data, delivering live N…
31712
ai-dev-dojoit
jeda-ai Claim
Visual AI for strategic thinking — SWOT, flowcharts, mindmaps, Gantt diagrams a…
31713
rapid
note_mcp Claim
N/A N/A 95
31714
tickstem
mcp Claim
Tickstem developer tools — manage cron jobs and verify emails from your AI codi…
N/A N/A
31715
tacticlaunch
dokploy-mcp Claim
N/A N/A
31716
echo3s
echo3s-mcp Claim
31717 N/A N/A 95
31718
thao12345310
Automates research workflows by collecting, summarizing, and categorizing AI te…
31719
syndicate-links
Attribution and commission infrastructure for AI agents. Track conversions, ver…
31720
letchupkt
Enables AI assistants to execute penetration testing commands and security tool…
81
31721
janwilmake
x-crm Claim
N/A N/A 95
31722
axel-belfort
URL shortening API for AI agents. Convert long URLs into compact short links wi…
N/A N/A
31723
Sndevore77
glp1search Claim
GLP-1 provider directory, peptide database, and medication comparison tools.
N/A N/A
31724
junct-bot
Hyperliquid - 2 tools for perpetuals, options, and position data
31725
vijaykrishnazpro
Enables deployment of MCP servers on Cloudflare Workers with OAuth authenticati…
81
31726
goodtoknow-online
goodtoknow Claim
N/A N/A 95
31727
MeirKaD
test123 Claim
N/A N/A 95
31728
madeinphantom
Generate visual AI automation workflows from any MCP client. No API key require…
N/A N/A
31729
k4nuck
Gergy AI MCP Claim
An intelligent assistant built on Model Context Protocol architecture that prov…
81
31730 N/A N/A 95
31731
qiq
QiQ Social Claim
AI-powered multi-platform content publishing. 25 tools to create posts, run aut…
31732
KyleAnthonyMcAdam
A simple Model Context Protocol server implemented in TypeScript that enables c…
N/A N/A 95
31733
BitingSnakes
pydantic-mcp Claim
An MCP server for inspecting and interacting with Pydantic models and Python ty…
31734
j4mesmorais
A server for managing financial accounting entries that provides utilities for …
81
31735
James-Chahwan
repo-graph Claim
Structural graph map of any codebase so LLMs navigate by structure, not guesswo…
N/A N/A
31736
bioanywhere
Connects AI assistants to GitLab projects, enabling natural language queries to…
81
31737
twohalves
Chemical safety and industrial regulatory intelligence MCP server. Check substa…
81
31738
ageorg06
mcp Claim
N/A N/A 95
31739
alpic-ai
skybridge Claim
Skybridge is a Full-Stack TypeScript framework for MCP Apps and ChatGPT Apps. T…
N/A N/A
31740
axel-belfort
JSON validation API for AI agents. Validate JSON syntax, check against JSON Sch…
N/A N/A
31741
danielealbano
An MCP Server for Android running on the phone, optmized for token usage, suppo…
N/A N/A
31742
productengineered
A read-only MCP server that enables Claude to audit Firewalla network security …
31743
jjunmomo
A Model Context Protocol server that enables Claude to help developers implemen…
81
31744
ehsanshahmoradi7276
esiomai Claim
N/A N/A 95
31745
Alice0416
Enables University of Toronto students to access academic data from ACORN and Q…
81
31746
S3bRR
Minimal stdio MCP server for parallel task execution by AI agents.
N/A N/A
31747
ravipesala
Exposes Spark History Server metrics and metadata as tools for LLM-based analys…
81
31748
ryansheppard
Enables AI assistants to access and analyze intervals.icu training data includi…
31749
ndeast
Provides Claude with SQL access to Hevy workout history and personal training c…
N/A N/A 95
31750
ravi8585
Expert MCP server for derma roller (microneedling) guidance. 4 tools: needle si…
Showing 31701–31750 of 33449 servers
« Prev 1 633 634 635 636 637 669 Next »