MCP Server Quality Scores

Independent quality analysis of 66495 public MCP servers

66495
Discovered
31823
Scored
2112
Verified
16953
Complete

Last updated 16 minutes ago

Grade Distribution

Score Distribution

# Server Score ↓ Visibility Schema Protocol Reliability Maint. Security Agent Lang
◉ Complete Scores
10501
commercetools
Enables AI agents to interact with commercetools APIs to manage products, categ…
C 65 55 84 45 51 81 57
10502
sapientpants
DeepSource MCP Server Claim 1
A Model Context Protocol server that integrates with DeepSource to provide AI a…
C 65 55 81 41 79 84 40
10503
xander557
A template for deploying unauthenticated MCP servers on Cloudflare Workers that…
C 65 54 48 68 N/A 27 95 82
10504
BACH-AI-Tools
Calculator MCP Claim
Provides mathematical computation capabilities including basic arithmetic opera…
C 65 55 80 36 27 81 91
10505
stucchi
Italy OpenData Claim
Italian open data: municipalities, provinces, regions, postal codes, coordinate…
C 65 54 66 33 N/A 29 95 99
10506
pedrohzwang
An MCP server that enables integration with Google Drive through a service acco…
C 65 55 57 62 27 80 95
10507
yarnovo
Enables intelligent exploration of Unreal Engine documentation through a Neo4j-…
C 65 55 54 62 46 83 77
10508
zeph-gh
A comprehensive Model Context Protocol server that processes Microsoft Word doc…
C 65 54 54 56 N/A 25 87 100
10509
vgnshiyer
Apple Books MCP Server
C 65 54 62 15 N/A 62 95 100
10510
geowa4
Enables AI agents to search through OpenShift service notification logs using s…
C 65 55 76 30 45 80 94
10511
SarthakRay26
Open Meteo MCP Server Claim 2
A comprehensive MCP server providing tools for real-time, forecast, and histori…
C 65 55 78 75 29 82 43
10512
yonaka15
Enables parsing, downloading, and converting HLS (m3u8) streaming media through…
C 65 55 72 43 25 81 98
10513
PrateekKumar1709
PolicyGuard Claim
Provides policy-based access control, incident tracking, and compliance monitor…
C 65 55 84 33 29 82 88
10514
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
10515
pinnaclesoft-ko
Provides access to Seoul public data including subway passenger statistics and …
C 65 55 78 66 38 78 54
10516
berlinbra
A Model Context Protocol server for reading and analyzing binary files, with in…
C 65 54 75 41 N/A 16 95 87
10517
dan24ou-cpu
palate-mcp-server Claim 2
MCP server for Palate Network — query trust-weighted venue recommendations from…
C 65 55 45 68 32 80 96
10518
doubleA411
Extracts text nodes from Figma designs and organizes them into structured JSON …
C 65 55 66 100 26 80 38
10519
IBM
Enables AI agents to integrate with IBM Storage Insights for seamless observabi…
C 65 55 66 38 49 80 92
10520
fabiovige
An MCP server for MySQL that enables users to execute SQL queries, inspect tabl…
C 65 55 57 60 31 80 91
10521
knishioka
Cost Management MCP Claim 1
An MCP server for unified cost tracking and analysis across AWS, OpenAI, and An…
C 65 55 85 57 60 81 36
10522
DavidSirota
rollin-mcp-server Claim
Wheelchair accessibility scores for 70,000+ US restaurants. Search, filter, and…
C 65 64 88 70 0 54 83 94
10523
tcpipuk
MCP Server Claim 1
A server that enables AI assistants like Claude to safely run Python code and a…
C 65 55 90 32 43 82 72
10524
TGM-Ventures
Enables AI agents to interact with BeeBoo's human-in-the-loop infrastructure fo…
C 65 55 96 0 46 82 100
10525
LordMendes
lgpd-mcp Claim 2
MCP Server para conformidade LGPD. Ferramentas de bases legais, consentimento, …
C 65 55 60 82 N/A 39 95 37
10526
gotalab
A server that enables executing and validating SQL queries against Google BigQu…
C 65 55 60 100 20 81 47
10527
shazaaly
A basic MCP server template built with FastMCP that provides simple tools for g…
C 65 55 68 82 N/A 23 95 42
10528
Supermaxman
OpenAI MCP Server Claim
Provides tools to manage OpenAI API keys and spending through the OpenAI API. R…
C 65 55 54 100 43 81 38
10529
tadas-github
a2asearch-mcp Claim 1
MCP server to search 4,800+ MCP servers, AI agents, CLI tools and agent skills.…
C 65 55 94 0 49 81 99
10530
atikant-sql
Enables Claude to access and analyze your Strava activities through OAuth authe…
C 65 54 66 38 N/A 25 95 94
10531
terasum
A Model Context Protocol server that provides color conversion between multiple…
C 65 54 57 60 N/A 16 94 90
10532
Simon006
Enables AI models to interact with Confluence knowledge bases by searching, rea…
C 65 55 72 41 25 81 99
10533
chirag127
Provides systematic thinking tools including mental models, design patterns, de…
C 65 55 78 82 31 81 34
10534
jacepark12
A MCP server for TickTick that enables interacting with your TickTick task mana…
C 65 55 69 43 26 82 99
10535
itsPatH
A simple educational MCP server implemented in Node.js that allows users to fet…
C 65 55 60 50 38 81 93
10536
qiao-925
Enables AI agents to recognize and extract text from images using PaddleOCR, su…
C 65 55 72 70 N/A 32 95 44
10537
riteshtk
Notion MCP Server Claim 1
Enables interaction with Notion workspaces through the Notion API, allowing use…
C 65 55 92 65 44 81 30
10538
w2xi
ECharts MCP Server Claim 1
A Model Context Protocol server that generates beautiful chart images from ECha…
C 65 54 51 56 N/A 28 95 90
10539
Wunrry
Enables secure interaction with multiple SQL database engines (MySQL, PostgreSQ…
C 65 55 60 41 42 81 99
10540
mhoshdev
Prompt Store MCP Claim
A local-only MCP server that uses SQLite to store, search, and manage a persona…
C 65 55 60 82 N/A 48 95 29
10541
mayronjr
Enables task management and Kanban board tracking using Google Sheets as a data…
C 65 55 54 62 29 82 91
10542
adetxt
SQL MCP Server Claim 1
A Model Context Protocol server that provides a standardized interface for inte…
C 65 55 63 82 N/A 22 95 46
10543
shengshu-ai
Vidu MCP Claim
Provides access to Vidu's video generation models for creating high-quality vid…
C 65 55 72 43 45 80 81
10544
rang501
speclib-mcp Claim 1
An MCP server that enables AI agents to search, discover, and retrieve technica…
C 65 55 45 71 35 80 94
10545
alexandru2882
Enables fetching visible text content and extracting all links from web pages t…
C 65 55 66 82 N/A 18 95 45
10546
ankitpal181
toon-parse-mcp Claim
MCP server that reduces LLM context by removing code comments and converting da…
C 65 54 60 27 N/A 50 95 96
10547
TermiX-official
Binance MCP Server Claim
A backend service that enables interaction with the Binance exchange API, allow…
C 65 55 54 71 27 81 85
10548
Ijongwon
MCP Practice Claim
A Model Context Protocol (MCP) server that demonstrates how to build and implem…
C 65 55 54 100 N/A 23 95 37
10549
sam-david
postgres-safe-mcp Claim
A PostgreSQL MCP server that automatically detects and obfuscates personally id…
C 65 55 82 30 30 81 92
10550
fablefang
Enables AI assistants to automatically log and manage conversation history with…
C 65 55 80 83 22 81 39
Showing 10501–10550 of 66495 servers
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