MCP Server Quality Scores

Independent quality analysis of 67197 public MCP servers

67197
Discovered
32318
Scored
2112
Verified
16953
Complete

Last updated 3 hours, 55 minutes ago

Grade Distribution

Score Distribution

# Server Score ↓ Visibility Schema Protocol Reliability Maint. Security Agent Lang
◔ Limited Scores
29201
kelnix
Connect multiple data sources to query, clean, and standardize information for …
D 40 25 0 81
29202
data-transform-agent
Convert data between over 40 formats including JSON, CSV, Excel, and PDF. Restr…
D 40 25 0 81
29203
aparajithn
Web Scraper Claim
Extracts clean text, structured data, and metadata from any website. Captures f…
D 40 25 0 81
29204
KoursarosA
Younanix Memory MCP gives autonomous AI agents access to real-world engineering…
D 40 25 0 81
29205
supernova
Core Claim
Provides essential system utilities and file management capabilities. Streamlin…
D 40 25 0 81
29206
useful-ai
Useful AI Claim
A fully dynamic MCP server exposing 200+ shared utility tools for AI agents. Th…
D 40 25 0 81
29207
EngageLab
EngageLab Claim
Deliver professional email campaigns with advanced tracking, scheduling, and pe…
D 40 25 0 81
29208
AssetJay
assetjay Claim
Track company equipment, attach receipts, and know who has what. Built for smal…
D 40 25 0 81
29209
info-kk33
AskMia eSIM API - Search, browse, and purchase prepaid eSIM data plans for 190+…
D 40 25 0 81
29210
aleatoric
Aleatoric Claim
Aleatoric Engine is deterministic market simulation infrastructure for generati…
D 40 25 0 81
29211
euclid
Euclid Claim
AI models do not calculate. They predict the most probable next token. When the…
D 40 25 0 81
29212
vivid
Vivid MCP Claim
Connect Vivid to Claude, ChatGPT, or any MCP client and open a business account…
D 40 25 0 81
29213
businesshotelsdeveloper
Real-time "Bleisure" travel booking and discovery. This MCP server provides AI …
D 40 25 0 81
29214
iamnortey
Operate and audit your Circle.so community from Claude with tools for spaces, p…
D 40 25 0 81
29215
brunosan
Not a news feed. A signal verification system. 68,000+ AI & tech articles from…
D 40 25 0 81
29216
GoodGoodCo
roundHR MCP Claim
roundHR MCP - Data Analysis report - Get Candidate info
D 40 25 0 81
29217
mcp-server
Quanti Claim
Access BigQuery data warehouses to explore projects and generate schema-aware S…
D 40 25 0 81
29218
hexiaochun
xSkill AI Claim
AI content generation with 50+ models: image, video, TTS, voice cloning, and mo…
D 40 25 0 81
29219
hjsh200219
Look up Korean drug ingredient and product data by HIRA component and product c…
D 40 25 0 81
29220
delx
Agent operations platform with 20+ tools for AI agents. Dual-protocol MCP + A2A…
D 40 25 0 81
29221
artvepa80
HefestoAI Claim
Analyze code snippets for quality issues and semantic drift to maintain high so…
D 40 25 0 81
29222
mayla-debug
Schedule and manage Google Calendar events directly from your workspace. Check …
D 40 25 0 81
29223
Global-InTech-AS
kultur-dev Claim
Cultural intelligence for AI: protect brands from reputational damage across 19…
D 40 25 0 81
29224
glmarket2007-m1qh
Sashimi-grade flash-frozen fish from Hua Hin, Thailand. Search inventory, check…
D 40 25 0 81
29225
seahbk1006
MCP for public datasets on BNM Open Data API (Developed by Seah Boon Keong) Al…
D 40 25 0 81
29226
figmatoazure
Get product information, features, pricing, workflow guides, and FAQs for Figma…
D 40 25 0 81
29227
eliu243
Connect your Oura Ring account securely in minutes. Enable authorized access to…
D 40 25 0 81
29228
zoro
wealth Claim
Wealth MCP wraps the wealth experience routes (`/expenses`, `/income`, `/assets…
D 40 25 0 81
29229
nitrosend
nitrosend Claim
AI-native email marketing platform built for agents like Claude, ChatGPT and Co…
D 40 25 0 81
29230
lexq-io
LexQ Claim
LexQ is a rule engine with built-in simulation. Define, test, and deploy busine…
D 40 25 0 81
29231
florian
Weavely is an AI-native form builder. This MCP server exposes 13 tools that cov…
D 40 25 0 81
29232
intake-triage
Classifier Claim
Classify raw text into structured triage objects with intent, urgency, category…
D 40 25 0 81
29233
BadRooBot
Get current weather for any city and create images from your prompts. Streamlin…
D 40 25 0 81
29234
dexterpoh28
Freebeat AI Claim 1
MCP server for Freebeat creative workflows. Use it from MCP clients such as Cl…
D 40 25 0 81
29235
datmay-dot
streambridge Claim
Search Chinese TV drama scenes with second-level timestamps by character, emoti…
D 40 24 0 81
29236
boar-network
Free, keyless MCP server with 50 read-only blockchain tools for Bitcoin, Ethere…
D 40 25 0 81
29237 D 40 25 0 81
29238
data-mindset
Create and manage Google Forms to run surveys and collect data. Add text and mu…
D 40 25 0 81
29239
vettly
Vettly Claim
Moderate text, image, and video content against custom safety policies to ensur…
D 40 25 0 81
29240
theconstructionstandard
Get product information, features, pricing, licensing FAQs, and role-specific b…
D 40 25 0 81
29241
speakmanai
speakmanai Claim
# SpeakmanAI MCP Server Generate professional **Solution Architecture Document…
D 40 25 0 81
29242
lightpaper
Lightpaper Claim
Publish and manage high-quality markdown documents with automated quality feedb…
D 40 25 0 81
29243
vinodkrishnan92
Discover capabilities and configuration, and learn about the organization behin…
D 40 25 0 81
29244
santiago.blanco.vilchez
Create new tenants and seed or update their document templates. Sign in securel…
D 40 25 0 81
29245
NewsHUb-MCP
NewHUB Claim
Real-time news aggregation, search, NLP sentiment analysis, and personalized pr…
D 40 25 0 81
29246
janwilmake
Produce a comprehensive competitive landscape report that compares rivals, posi…
D 40 25 0 81
29247
mefta.sadat2
pcx Claim
Search Loblaw’s grocery catalog to quickly find products. Run multiple keyword …
D 40 25 0 81
29248
kaimeilabs
Guardian Claim
Verifies cooking recipes against professional master standards to ensure techni…
D 40 25 0 81
29249
namewhisper
Name Whisper Claim
34 MCP tools to search, register, manage, value, and trade ENS names. AI-powere…
D 40 25 0 81
29250
powerly
Powerly Claim
Build and manage white-label EV charging mobile apps without writing code. Crea…
D 40 25 0 81
Showing 29201–29250 of 67197 servers
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