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
◔ Limited Scores
22951 D 45 24 10 81
22952
caliper
caliper Claim
Caliper is an MCP server that accepts 3D geometry files and returns structured …
D 45 24 10 81
22953
userguiding
UserGuiding Claim
Manage users, track events, companies, and knowledge base articles in UserGuidi…
D 45 24 10 81
22954
virlo
Short-form video analytics, trend intelligence, and creator research across Tik…
D 45 24 10 81
22955
dexigo
An oracle for machines that need to think sideways. Feed it a creative problem;…
D 45 24 10 81
22956
mcphero
# MCPHero Meta-MCP Let your agent build its own tools. MCPHero Meta-MCP expose…
D 45 24 10 81
22957
ask-ai
# Ask AI Data Connector Connect 18+ e-commerce and business data sources to …
D 45 24 10 81
22958
roman-rr
Live AI crypto trading signals for AI agents. Get real-time bullish/bearish sig…
D 45 24 10 81
22959
larebelion
HAPI MCP Server Claim 1
HAPI MCP server: Dynamically exposes OpenAPI REST APIs as MCP tools for AI assi…
D 45 25 0 90
22960
Stayker
The first MCP server that completes real hotel reservations inside AI conversat…
D 45 24 10 81
22961 D 45 24 10 81
22962
sudomock
SudoMock Claim
## SudoMock MCP Server Render photorealistic product mockups from your AI assi…
D 45 24 10 81
22963
catalo-ai
## Find Books You'll Actually Finish You know what you like in a book,\ You ju…
D 45 24 10 81
22964
pictify
pictify-mcp Claim
Generate images, GIFs, and PDFs using AI agents. Pictify offers 31 tools acros…
D 45 24 10 81
22965
open-dingtalk
dingtalk-mcp Claim
Dingtalk MCP Server
D 45 34 36 12 81
22966
inflowpay
inflow Claim 1
MCP Server for agents to onboard, pay, and provision services autonomously with…
D 45 24 10 81
22967
authproof
Authproof Claim 1
MCP server for agent authentication, signed API requests, API key replacement, …
D 45 24 10 81
22968
convrgent
AEO Scanner Claim
AI search visibility audit for any website. Returns AEO Score and Agent Readine…
D 45 24 10 81
22969
krugex
Short Summary: Real-time financial auditor for the AI landscape. Resolves live…
D 45 24 10 81
22970
ezoic
Open Video Claim
AI-powered video publishing, channel management, and monetization via open.video
D 45 24 10 81
22971
ssemble
Create AI-powered short-form video clips from YouTube videos using any AI assis…
D 45 24 10 81
22972
tapdata
A Model Context Protocol server that enables Large Language Models to access an…
D 44 34 33 15 81
22973
GaryRogers
Provides AI assistants with accurate current date and day of week information t…
D 43 34 30 16 81
22974
leeguooooo
A Model Context Protocol service for comprehensive email management that suppor…
D 42 34 30 12 81
22975
vietnama10
Enables AI-powered document analysis and querying for project documentation usi…
D 41 34 26 13 81
22976
hanshuebner
symbolics-mcp Claim 1
An MCP server that enables LLMs to evaluate Lisp expressions on a Symbolics Gen…
D 41 34 21 21 81
22977
hanshuebner
symbolics-mcp Claim 1
An MCP server that enables LLMs to evaluate Lisp expressions on a Symbolics Gen…
D 41 34 21 21 81
22978
savordish
SAVORDISH Claim
AI-powered recipe platform: 18 MCP tools for meal planning, grocery lists & Ins…
D 41 35 10 33 81
22979
lama
demo-mcp Claim
Greet anyone with a friendly hello or a quintessential Dutch 'Ja daaaag'. Disco…
D 40 25 0 81
22980
kelnix
Connect multiple data sources to query, clean, and standardize information for …
D 40 25 0 81
22981
GoodGoodCo
roundHR MCP Claim
roundHR MCP - Data Analysis report - Get Candidate info
D 40 25 0 81
22982
clpi
clpi-clp-mcp Claim
Manage simple context workflows with quick init and add actions. Access the 'He…
D 40 25 0 81
22983
lekt9
Unreel Claim
Create high-quality videos from natural language scripts. Track and manage mult…
D 40 25 0 81
22984
aleatoric
Aleatoric Claim
Aleatoric Engine is deterministic market simulation infrastructure for generati…
D 40 25 0 81
22985
mybytecode
aksjah Claim
D 40 25 0 81
22986
brightdata
One MCP for the Web. Easily search, crawl, navigate, and extract websites witho…
D 40 25 0 81
22987
misarmail
MisarMail Claim
Full email marketing platform for AI assistants — 32 MCP tools for campaigns, c…
D 40 25 0 81
22988
mayla-debug
Schedule and manage Google Calendar events directly from your workspace. Check …
D 40 25 0 81
22989
couchloop
CouchLoop EQ Claim
CouchLoop EQ provides behavioral governance for LLMs. It monitors AI responses …
D 40 25 0 81
22990
seizedata
Categorize bank and card transactions automatically to streamline expense track…
D 40 25 0 81
22991
osamah96
ssss Claim
D 40 25 0 81
22992
nodeops
CreateOS MCP Claim
Deploy, manage, and scale full-stack applications directly from your AI assista…
D 40 25 0 81
22993
competlab
Competitive intelligence platform with 24 tools. Monitor competitor pricing, co…
D 40 25 0 81
22994
lockinplanner
Study planner for high school students. Manage tasks, deadlines, and schedules.
D 40 24 0 81
22995
vinaybhosle
Freightgate Claim
Calculate detention, demurrage, and local shipping charges for ports worldwide.…
D 40 25 0 81
22996
BadRooBot
Get current weather for any city and create images from your prompts. Streamlin…
D 40 25 0 81
22997
pythondev-pro
Search Ellen G. White’s writings by keyword to surface relevant quotations. Ret…
D 40 25 0 81
22998
emmanuel
Access U.S. National Weather Service alerts, forecasts, radar, and aviation adv…
D 40 25 0 81
22999
studiomeyer
8 MCP servers, 104+ tools: memory, social, PDF, email, images, calendar, schedu…
D 40 24 0 81
23000
powerly
Powerly Claim
Build and manage white-label EV charging mobile apps without writing code. Crea…
D 40 25 0 81
Showing 22951–23000 of 30006 servers
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