MCP Server Quality Scores

Independent quality analysis of 66495 public MCP servers

66495
Discovered
31823
Scored
2112
Verified
16953
Complete

Last updated 50 minutes ago

Grade Distribution

Score Distribution

# Server Score ↓ Visibility Schema Protocol Reliability Maint. Security Agent Lang
◉ Complete Scores
10601
mikeysrecipes
An MCP server that enables highly personalized music recommendations from TIDAL…
C 65 55 57 46 43 81 98
10602
rncz
Let the LLM's do the heavy work while creating and managing your Nextcloud Note…
C 65 54 60 35 N/A 43 87 100
10603
hemangbhavasar
Enables LLMs to interact with Oracle Databases by providing specific table and …
C 65 55 84 28 41 71 98
10604
dkb12138ggg
A powerful AI service platform that provides complete MCP tool calling capabili…
C 65 55 74 33 41 81 93
10605
Xsaven
Vector Memory MCP Claim 1
A secure vector-based memory server that provides persistent semantic memory fo…
C 65 54 60 36 N/A 48 90 90
10606
panz2018
FastAPI MCP SSE Claim 1
A Server-Sent Events implementation using FastAPI framework that integrates Mod…
C 65 55 76 26 45 81 94
10607
keyurgolani
MCP Color Server Claim 1
Enables comprehensive color manipulation, conversion between 22+ formats (HEX, …
C 65 55 84 57 52 81 41
10608
Tech-curator
Korean Patent MCP Claim
Enables searching and analyzing Korean patents through the KIPRIS API using nat…
C 65 55 66 46 50 81 82
10609
accelizero
Provides real-time cryptocurrency market data and technical indicators (EMA, MA…
C 65 55 72 58 19 81 81
10610
gunjankum06
MyPostmanServer Claim 1
A lightweight Node.js-based MCP server that exposes custom tools via HTTP and S…
C 65 54 54 52 N/A 30 94 88
10611
onepunchtechnology
@tinify-ai/mcp-server Claim 1
MCP server for tinify.ai image optimization. AI-powered upscaling, resizing/cro…
C 65 64 69 71 0 65 95 98
10612
accelizero
Provides stock market data and computes technical indicators like EMA, MACD, an…
C 65 55 72 61 19 82 79
10613
moma1992
Enables access to Yaizu City's open data and smart city APIs through Claude Des…
C 65 55 84 43 26 80 80
10614
ricleedo
A starter template for building custom MCP servers that can integrate with Clau…
C 65 55 60 56 28 76 97
10615
hydavinci
Formula 1 Schedule Claim
Provide up-to-date and historical Formula 1 race schedules for any specified ye…
C 65 54 60 32 N/A 44 92 100
10616
jimfilippou
things-mcp Claim 1
A Model Context Protocol (MCP) server that provides seamless integration with t…
C 65 54 78 35 N/A 29 95 80
10617
aidityasadhakim
A serverless Model Context Protocol (MCP) implementation for Cloudflare Workers…
C 65 54 48 68 N/A 21 95 84
10618
flowzap-xyz
flowzap-mcp Claim 1
Create workflow, sequence, and architecture diagrams using FlowZap Code DSL. 7 …
C 65 66 94 67 0 50 82 92
10619
nxGnosis
Provides tools to fetch up-to-date visa and immigration information for various…
C 65 55 60 100 28 81 39
10620
saurabhsharma2u
search-console-mcp Claim 1
An MCP server to interact with Google Search Console and Bing Webmasters.
C 65 54 49 38 N/A 80 83 87
10621
Comzee
A comprehensive MCP server that provides Claude AI with full access to YouTube …
C 65 66 84 71 0 64 81 91
10622
leejersey
Hexo Blog MCP Server Claim 1
Enables AI clients to manage Hexo blogs by providing tools for article CRUD ope…
C 65 54 54 56 N/A 35 90 86
10623
Sadaf987
Enables managing school attendance records and interacting with GitHub reposito…
C 65 55 90 22 24 78 100
10624
Devansh-365
A Python-based MCP server that enables AI assistants to search for infographics…
C 65 55 72 46 27 81 93
10625
benhaotang
A server that provides access to Mathematica documentation through FastMCP, ena…
C 65 54 66 35 N/A 36 95 88
10626
Jannled
Doorstop MCP Claim
Enables interaction with the Doorstop requirements management framework, allowi…
C 65 54 60 37 N/A 45 90 95
10627
uddin-rajaul
Analyzes SQL queries for performance issues, provides optimization suggestions …
C 65 55 76 30 40 84 90
10628
stockmcp
Provides comprehensive data for A-shares, Hong Kong, and US stocks alongside cr…
C 65 55 66 31 70 81 84
10629
grafana
Grafana UI MCP Server Claim
Provides AI assistants with comprehensive access to Grafana's React component l…
C 65 66 90 76 0 59 76 91
10630
mashhurs
A Model Context Protocol server that provides comprehensive tools for monitorin…
C 65 55 63 56 16 81 100
10631
edisoncruz
Provides structured access to actionable insights, frameworks, and leadership a…
C 65 54 70 22 N/A 45 92 95
10632
RafaelCartenet
Model Context Protocol (MCP) server for Databricks that empowers AI agents to a…
C 65 55 76 23 N/A 52 81 92
10633
rickyb30
DataPilot MCP Server Claim 2
A Model Context Protocol server that enables natural language interaction with …
C 65 55 63 82 39 81 52
10634
Three-Little-Birds
Enables control system analysis and testing through PID controller evaluation a…
C 65 55 48 70 45 81 79
10635
marcoeg
mcp-nvd Claim 1
A Model Context Protocol server implementation to query the NIST National Vulne…
C 65 55 67 38 46 81 92
10636
fegizii
Enables access to the Semantic Scholar Academic Graph API for searching and ret…
C 65 55 62 43 44 82 93
10637
mudit14224
Enables users to preprocess, analyze, and visualize CSV data through comprehens…
C 65 54 72 33 N/A 21 95 97
10638
kukapay
ens-mcp Claim
About An MCP server that resolves, analyzes, and contextualizes ENS domain acti…
C 65 55 70 35 38 81 100
10639
kpetrovsky
Enables Claude to search and analyze Obsidian vault content using ripgrep with …
C 65 54 60 38 N/A 45 95 86
10640
pgiles
Enables weather lookups, mathematical calculations, and context-aware operation…
C 65 55 60 57 18 81 99
10641
atilaahmettaner
AI-powered trading toolkit with backtesting, live sentiment, Yahoo Finance data…
C 65 54 66 33 55 84 89
10642
Leivoo
An MCP server that crawls and parses OpenAPI JSON or Swagger UI URLs to provide…
C 65 55 45 62 35 82 98
10643
j1c4b
Enables algorithmic stock trading analysis by combining ARIMA, ARIMA-GARCH, and…
C 65 55 96 26 19 81 90
10644
JPFrancoia
Jopmcp Claim 1
A MCP server for Joplin note-taking application that enables interaction with J…
C 65 54 39 63 N/A 23 95 100
10645
limehawk
Dokploy MCP Server Claim
Enables AI models to interact programmatically with Dokploy servers to manage p…
C 65 55 48 58 39 82 99
10646
tigrisdata
Tigris MCP Server Claim
Tigris MCP Server
C 65 66 88 52 0 71 86 100
10647
aktsmm
Saiten MCP Server Claim
Automates the evaluation of GitHub hackathon submissions by providing tools to …
C 65 54 52 56 N/A 35 89 91
10648
Voidious
A lightweight, multi-tenant blob storage and diff server that helps LLM coding …
C 65 55 72 37 37 82 95
10649
Noveum
API-Market MCP Server Claim 4
A Model Context Protocol server that exposes over 200+ APIs from API.market as …
C 65 55 77 82 41 76 36
10650
albertlab0
ghidraMCP Claim
An Model Context Protocol server that enables LLMs to autonomously reverse engi…
C 65 54 66 31 N/A 46 90 92
Showing 10601–10650 of 66495 servers
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