MCP Server Quality Scores

Independent quality analysis of 66534 public MCP servers

66534
Discovered
31851
Scored
2112
Verified
16953
Complete

Last updated 1 hour, 45 minutes ago

Grade Distribution

Score Distribution

# Server Score ↓ Visibility Schema Protocol Reliability Maint. Security Agent Lang
◔ Limited Scores
27851
ErikEJ
Analyze T-SQL scripts for design, naming, and performance issues and prevent ba…
C 67 34 54 N/A N/A 72 81
27852
itsalissonsilva
ModelSafetyMCP Claim
MCP server for scanning machine learning model artifacts for unsafe serializati…
C 67 34 68 N/A N/A 46 81
27853
nicholasemccormick
LoopIn MCP Server Claim
Enables AI agents to pause execution at critical decision points and request hu…
C 67 34 78 30 81
27854
barflotek
Bellink MCP Server Claim
Connects AI assistants to over 30 business tools like Gmail, Slack, and Airtabl…
C 67 34 64 53 81
27855
bhayanak
It Integration for MinIO / S3-compatible object storage, providing AI assistant…
C 67 34 66 51 81
27856
manuelariasfz
soulprint Claim
Decentralized KYC identity protocol for AI agents. Proves there's a verified hu…
C 67 34 72 40 81
27857
raydollete
Integrates Google's Gemini AI models into Claude Code and other MCP clients to …
C 67 34 60 62 81
27858
latesh-munde
MCP server integrating Autodesk Platform Services, exposing tools for LLM clien…
C 67 34 74 35 81
27859
heocoi
mailsink Claim 1
MailSink is an MCP server for temporary, TTL-based email inboxes.
C 67 34 66 49 81
27860
chayan-1906
GitHub MCP Server Claim
Enables AI agents to manage GitHub repositories, branches, issues, pull request…
C 67 34 72 41 81
27861
frenoid
A Model Context Protocol (MCP) server that interfaces with the Apache YuniKorn …
C 67 34 64 53 81
27862
IcedVodka
A pluggable and observable Retrieval-Augmented Generation framework that expose…
C 67 34 78 32 81
27863
JobXDubai
MCP server for BubblyPhone that lets AI assistants make real phone calls, manag…
C 67 34 67 48 81
27864
memsolus
Provides persistent long-term memory for AI agents through semantic search and …
C 67 34 64 53 81
27865
CustifyOfficial
Custify MCP Server Claim
Connects AI assistants to Custify customer success data for querying account me…
C 67 34 60 59 81
27866
Daftgoldens
Kronvex Claim
Persistent memory API for AI agents — store, recall, and inject semantically-se…
C 67 34 60 62 81
27867
ClawHub-core
5min BTC trading signals for polymarket and other prediction markets
C 67 34 72 39 81
27868
billy-yoyo
A React single-page application served as an MCP server that renders different …
C 67 34 78 30 81
27869
urtworkmail
Enables AI assistants to search the web, fetch news, and retrieve page content …
C 67 34 76 35 81
27870
congdinh2008
Provides secure, read-only PostgreSQL database access via MCP tools like query_…
C 67 34 78 30 81
27871
alejoacelas
antientropy-mcp Claim
Provides access to over 140 articles from the AntiEntropy Resource Portal cover…
C 67 34 76 35 81
27872
xfn-jjw
Aggregates multiple shared MCP servers into a single HTTP gateway, providing a …
C 67 34 78 32 81
27873
thitiph0n
Tracks daily calorie intake with accurate BMR/TDEE calculations, food logging, …
C 67 34 78 31 81
27874
devinshawntripp
Enables AI assistants to perform vulnerability scanning on Docker/OCI images, c…
C 67 34 76 35 81
27875
hkopenai
MCP server that provides access to Hong Kong government city data, including am…
C 67 34 70 42 81
27876
YosoAgents
Enables AI assistants to interact with the YOSO marketplace for hiring agents, …
C 67 34 68 47 81
27877
BarackNdenga
AI Optimizer MCP Claim 1
A multi-task MCP server for AI code optimization and testing that integrates wi…
C 67 34 66 50 81
27878
bongartzdiaz
An MCP server that provides AI image generation and editing capabilities using …
C 67 34 69 47 81
27879
brobin002
Create disposable email inboxes, extract OTP codes in 15 languages, and receive…
C 67 34 78 30 81
27880
McSheaD
sendameal-mcp Claim 1
MCP server for SendaMeal.com enabling AI assistants to search gift meal product…
C 67 34 55 67 81
27881
chriswu727
Sibyl Claim
AI-powered deep research agent with multi-source search (DuckDuckGo, Google New…
C 67 34 70 45 81
27882
Fuse Network Claim 2
MCP server for Fuse Network: balances, tokens, staking, DeFi data, swaps and on…
C 67 25 67 67
27883
socialintel
socialintel-mcp Claim
Instagram influencer search API for AI agents — search by niche, country, demog…
C 67 34 70 45 81
27884
wbf-solutions
Open-source MCP server for managing Hetzner Cloud infrastructure with two manag…
C 67 34 58 62 81
27885
boranesn
devflow-mcp Claim
A production-ready MCP server that provides AI assistants with comprehensive Gi…
C 67 34 72 40 81
27886
Zandiexoder
Enables CODESYS development assistance via MCP, including curated guidance, Str…
C 67 34 66 50 81
27887
slideless-ai
Slideless Claim 1
List, share, upload, and manage Slideless HTML presentations from any MCP host.
C 67 34 78 30 81
27888
mikhashev
Enables AI assistants to access and update personalized context data, creating …
C 67 34 72 41 81
27889
DevinChen2014
Read-only MCP bridge for Xiaohongshu / XHS / RedNote social media insights: sea…
C 67 34 64 53 81
27890
jgabriellacerda
MCP Chat Claim
A command-line interface application for interactive chat with AI models via th…
C 67 34 78 32 81
27891
ekfaktldk11
MCP News Server Claim
Fetches, summarizes, and translates news headlines and articles using the News …
C 67 34 80 25 81
27892
xanderscannell
A GitHub template designed to package Model Context Protocol (MCP) servers as i…
C 67 34 72 42 81
27893
kalraakshit042
ai-compass Claim
Describe your AI use case in plain English, get ranked model recommendations wi…
C 67 34 66 52 81
27894
profikid
Soulseek MCP Claim
Enables interaction with the Soulseek peer-to-peer file sharing network for sea…
C 67 34 74 38 81
27895
mitchmolstad
Household-aware kitchen brain for AI agents: manage pantry inventory with fresh…
C 67 34 54 69 81
27896
danielrosehill
MetaMCP Admin MCP Claim
Enables AI agents to administer MetaMCP instances by managing servers, namespac…
C 67 34 76 35 81
27897
paulplee
ppb-mcp Claim
Exposes queryable GPU inference benchmark data (quantization, throughput, VRAM,…
C 67 34 64 53 81
27898
sonuji8252-creator
Enables AI-powered translation of YouTube videos into localized versions with s…
C 67 34 80 25 81
27899
chrischall
infinitecampus-mcp Claim 1
Infinite Campus (Campus Parent) for Claude — grades, attendance, assignments, m…
C 67 34 63 N/A N/A 56 81
27900
ralphcorleone
clevertap-mcp Claim 2
An MCP server that enables AI assistants to interact with the CleverTap REST AP…
C 67 34 69 47 81
Showing 27851–27900 of 66534 servers
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