MCP Server Quality Scores

Independent quality analysis of 30006 public MCP servers

30006
Discovered
24039
Scored
1224
Verified
16961
Complete

Last updated 2 weeks, 6 days ago

Grade Distribution

Score Distribution

# Server Score ↓ Visibility Schema Protocol Reliability Maint. Security Agent Lang
○ Unscored
24151
TikTok hashtag volume over time, with growth for any hashtag. Free key at trend…
67
24152
quality-qr
qr-code-mcp Claim
24153
lethanhbinh3920
personal Claim
N/A N/A 95
24154
My MCP Server Claim 2
Description of my MCP server
67
24155
useful-ai
Useful AI Claim
A fully dynamic MCP server exposing 200+ shared utility tools for AI agents. Th…
81
24156
sophia-blueprint
Navigate the Sophia Architecture Blueprint to discover comprehensive system des…
81
24157
arjunkmrm
Spotify Claim
Spotify Web API. Browse music, manage playlists, control playback, and explore …
24158
VapiAI
Integrate your applications with Vapi APIs through seamless function calling. E…
N/A N/A 95
24159
orchidautomation
Instantly Claim
This Model Context Protocol (MCP) server acts as a bridge between AI agents and…
N/A N/A 95
24160
Programmatic Tableau workbook (.twb/.twbx) generation � 47 MCP tools for charts…
N/A N/A
24161
ValkDB
dbdense Claim
Offline database schema context for LLM agents. Extract once, serve via MCP — n…
N/A N/A
24162
DispatchTickets is a powerful SaaS-based ticketing and dispatch management plat…
N/A N/A
24163
Reactive Resume is a free and open-source resume builder designed to simplify t…
24164
Your OctoData API key. Get free at api.octodamus.com/v1/signup or buy at api.oc…
N/A N/A
24165
Search CupShup's marketing knowledge base — services, case studies, and insight…
24166
Explore the World through Live Webcams Explore the World in Real-Time: 10,000+ …
24167
kinzen
linewhiz Claim
AI-powered MCP server for managing LINE Official Accounts. Send broadcasts, pus…
24168
moltarch Claim
Marketing intelligence API for AI agents. Get strategic recommendations, build …
24169
jbb1988
wheretohit Claim
81
24170
gaproll Claim
EU Directive 2023/970 (Pay Transparency) compliance tools for Polish employers.…
24171
smartdatabrokers
Slideforge Claim
Generate consulting-quality PowerPoint slides via AI. Real .pptx files, not web…
24172 N/A N/A 95
24173
nahdd123uosackr
nahdd123 Claim
N/A N/A 95
24174
patchorbit
domscribe Claim
Domscribe is a pixel-to-code development tool that bridges the gap between runn…
N/A N/A
24175
openmost
Enables AI models to interact with Matomo analytics through a complete MCP serv…
N/A N/A 95
24176
luminati-io
Discover, extract, and interact with the web - one interface powering automated…
81
24177
@praveenislive
weather_mcp Claim
N/A N/A 95
24178
kiyoung8
Provides comprehensive M/M/1 queuing system simulation capabilities including t…
N/A N/A 95
24179
Traia-IO
An MCP server that provides access to the Nager.Date API, enabling AI agents to…
24180
wooxogh
Automatically generates Architecture Decision Records (ADRs) from Claude Code c…
N/A N/A
24181
ddonathan
An MCP server that enables LLMs to interact with IT Glue documentation, includi…
81
24182
keremurat
JSON Compare Claim
Compare two JSON files deeply without worrying about key or array order. Detect…
N/A N/A 95
24183
docat0209
Turn any GraphQL API into MCP tools. Auto-introspection, flat schemas for LLM c…
N/A N/A 95
24184
isakskogstad
Enables searching and retrieving detailed information about Swedish companies, …
81
24185 N/A N/A 95
24186
@itskaransingh
docling-mcp-dev Claim
N/A N/A 95
24187
vidursharma202-del
threadline Claim
Persistent memory and context layer for AI agents. inject() before your LLM cal…
81
24188
wmde
WikidataMCP Claim
Model Context Protocol for Wikidata
N/A N/A
24189
manar.benkraouda
browserbase Claim
N/A N/A 95
24190
denio
test Claim
N/A N/A 95
24191
fildb
Enables AI agents to discover, purchase, and query blockchain-based datasets us…
81
24192
makimoto
Chess MCP Claim 1
A Model Context Protocol server that enables LLM agents and humans to play ches…
N/A N/A 95
24193
AnCode666
ine-esp-mcp Claim
N/A N/A 95
24194
McpCrypto
A backend service that executes transactions across multiple blockchains, enabl…
81
24195
kongyo2
Provides comprehensive development tools for FastMCP projects including documen…
81
24196 N/A N/A 95
24197
chestnutforty
Provides access to Google Trends search interest data with backtesting support,…
81
24198
Knowledge Raven Claim 1
Make your knowledge agent-ready. One MCP endpoint, 5 connectors, 3 search modes.
67
24199
Skynotdie
A system that localizes Model Context Protocol (MCP) functionality, integrating…
N/A N/A 95
24200
vedaterenoglu
Enables secure MCP server functionality with Clerk authentication and user-spec…
81
Showing 24151–24200 of 30006 servers
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