MCP Server Quality Scores
Independent quality analysis of 30006 public MCP servers
Last updated 2 weeks, 6 days ago
Grade Distribution
Score Distribution
| # | Server | Score ↓ | ||||||||
|---|---|---|---|---|---|---|---|---|---|---|
| ◔ Limited Scores | ||||||||||
| 22951 |
meditation-recommender
Claim
|
D 45 2⁄4 | ||||||||
| 22952 |
caliper
Claim
Caliper is an MCP server that accepts 3D geometry files and returns structured …
|
D 45 2⁄4 | ||||||||
| 22953 |
UserGuiding
Claim
Manage users, track events, companies, and knowledge base articles in UserGuidi…
|
D 45 2⁄4 | ||||||||
| 22954 |
short-form-data
Claim
Short-form video analytics, trend intelligence, and creator research across Tik…
|
D 45 2⁄4 | ||||||||
| 22955 |
PYTHIA THE ORACLE
Claim
An oracle for machines that need to think sideways. Feed it a creative problem;…
|
D 45 2⁄4 | ||||||||
| 22956 |
# MCPHero Meta-MCP
Let your agent build its own tools. MCPHero Meta-MCP expose…
|
D 45 2⁄4 | ||||||||
| 22957 |
data-connector
Claim
# Ask AI Data Connector
Connect 18+ e-commerce and business data sources to …
|
D 45 2⁄4 | ||||||||
| 22958 |
Trading Signals
Claim
Live AI crypto trading signals for AI agents. Get real-time bullish/bearish sig…
|
D 45 2⁄4 | ||||||||
| 22959 |
HAPI MCP server: Dynamically exposes OpenAPI REST APIs as MCP tools for AI assi…
|
D 45 2⁄5 | ||||||||
| 22960 |
1Stay-hotel-booking
Claim
The first MCP server that completes real hotel reservations inside AI conversat…
|
D 45 2⁄4 | ||||||||
| 22961 |
kolmo construction
Claim
|
D 45 2⁄4 | ||||||||
| 22962 |
SudoMock
Claim
## SudoMock MCP Server
Render photorealistic product mockups from your AI assi…
|
D 45 2⁄4 | ||||||||
| 22963 |
## Find Books You'll Actually Finish
You know what you like in a book,\
You ju…
|
D 45 2⁄4 | ||||||||
| 22964 |
pictify-mcp
Claim
Generate images, GIFs, and PDFs using AI agents.
Pictify offers 31 tools acros…
|
D 45 2⁄4 | ||||||||
| 22965 |
Dingtalk MCP Server
|
D 45 3⁄4 | ||||||||
| 22966 |
MCP Server for agents to onboard, pay, and provision services autonomously with…
|
D 45 2⁄4 | ||||||||
| 22967 |
MCP server for agent authentication, signed API requests, API key replacement, …
|
D 45 2⁄4 | ||||||||
| 22968 |
AEO Scanner
Claim
AI search visibility audit for any website. Returns AEO Score and Agent Readine…
|
D 45 2⁄4 | ||||||||
| 22969 |
price-sentinel
Claim
Short Summary:
Real-time financial auditor for the AI landscape. Resolves live…
|
D 45 2⁄4 | ||||||||
| 22970 |
Open Video
Claim
AI-powered video publishing, channel management, and monetization via open.video
|
D 45 2⁄4 | ||||||||
| 22971 |
Ssemble AI Clipping
Claim
Create AI-powered short-form video clips from YouTube videos using any AI assis…
|
D 45 2⁄4 | ||||||||
| 22972 |
A Model Context Protocol server that enables Large Language Models to access an…
|
D 44 3⁄4 | ||||||||
| 22973 |
Date MCP Server
Claim
Provides AI assistants with accurate current date and day of week information t…
|
D 43 3⁄4 | ||||||||
| 22974 |
MCP Email Service
Claim
A Model Context Protocol service for comprehensive email management that suppor…
|
D 42 3⁄4 | ||||||||
| 22975 |
Knowledge MCP Service
Claim
Enables AI-powered document analysis and querying for project documentation usi…
|
D 41 3⁄4 | ||||||||
| 22976 |
An MCP server that enables LLMs to evaluate Lisp expressions on a Symbolics Gen…
|
D 41 3⁄4 | ||||||||
| 22977 |
An MCP server that enables LLMs to evaluate Lisp expressions on a Symbolics Gen…
|
D 41 3⁄4 | ||||||||
| 22978 |
SAVORDISH
Claim
AI-powered recipe platform: 18 MCP tools for meal planning, grocery lists & Ins…
|
D 41 3⁄5 | ||||||||
| 22979 |
demo-mcp
Claim
Greet anyone with a friendly hello or a quintessential Dutch 'Ja daaaag'. Disco…
|
D 40 2⁄5 | ||||||||
| 22980 |
Kelnix Datamind Curator
Claim
Connect multiple data sources to query, clean, and standardize information for …
|
D 40 2⁄5 | ||||||||
| 22981 |
roundHR MCP
Claim
roundHR MCP
- Data Analysis report
- Get Candidate info
|
D 40 2⁄5 | ||||||||
| 22982 |
clpi-clp-mcp
Claim
Manage simple context workflows with quick init and add actions. Access the 'He…
|
D 40 2⁄5 | ||||||||
| 22983 |
Unreel
Claim
Create high-quality videos from natural language scripts. Track and manage mult…
|
D 40 2⁄5 | ||||||||
| 22984 |
Aleatoric
Claim
Aleatoric Engine is deterministic market simulation infrastructure for generati…
|
D 40 2⁄5 | ||||||||
| 22985 |
aksjah
Claim
|
D 40 2⁄5 | ||||||||
| 22986 |
One MCP for the Web. Easily search, crawl, navigate, and extract websites witho…
|
D 40 2⁄5 | ||||||||
| 22987 |
MisarMail
Claim
Full email marketing platform for AI assistants — 32 MCP tools for campaigns, c…
|
D 40 2⁄5 | ||||||||
| 22988 |
Schedule and manage Google Calendar events directly from your workspace. Check …
|
D 40 2⁄5 | ||||||||
| 22989 |
CouchLoop EQ
Claim
CouchLoop EQ provides behavioral governance for LLMs. It monitors AI responses …
|
D 40 2⁄5 | ||||||||
| 22990 |
SeizeData DaZoom
Claim
Categorize bank and card transactions automatically to streamline expense track…
|
D 40 2⁄5 | ||||||||
| 22991 |
ssss
Claim
|
D 40 2⁄5 | ||||||||
| 22992 |
CreateOS MCP
Claim
Deploy, manage, and scale full-stack applications directly from your AI assista…
|
D 40 2⁄5 | ||||||||
| 22993 |
CompetLab MCP Server
Claim
Competitive intelligence platform with 24 tools. Monitor competitor pricing, co…
|
D 40 2⁄5 | ||||||||
| 22994 |
lock-in-study-planner
Claim
Study planner for high school students. Manage tasks, deadlines, and schedules.
|
D 40 2⁄4 | ||||||||
| 22995 |
Freightgate
Claim
Calculate detention, demurrage, and local shipping charges for ports worldwide.…
|
D 40 2⁄5 | ||||||||
| 22996 |
BadRooBot-my_test_mcp
Claim
Get current weather for any city and create images from your prompts. Streamlin…
|
D 40 2⁄5 | ||||||||
| 22997 |
Search Ellen G. White’s writings by keyword to surface relevant quotations. Ret…
|
D 40 2⁄5 | ||||||||
| 22998 |
Zuplo Weather
Claim
Access U.S. National Weather Service alerts, forecasts, radar, and aviation adv…
|
D 40 2⁄5 | ||||||||
| 22999 |
StudioMeyer MCP Suite
Claim
8 MCP servers, 104+ tools: memory, social, PDF, email, images, calendar, schedu…
|
D 40 2⁄4 | ||||||||
| 23000 |
Powerly
Claim
Build and manage white-label EV charging mobile apps without writing code. Crea…
|
D 40 2⁄5 | ||||||||