MCP Server Quality Scores

Independent quality analysis of 33379 public MCP servers

33379
Discovered
24959
Scored
1398
Verified
16957
Complete

Last updated 3 hours, 5 minutes ago

Grade Distribution

Score Distribution

# Server Score ↓ Visibility Schema Protocol Reliability Maint. Security Agent Lang
◉ Complete Scores
14001
chronis10
Enables interaction with Google Docs through a FastMCP server, allowing users t…
C 55 55 48 25 22 80 98
14002
supavec
Supavec MCP Server Claim
Enables fetching relevant content and embeddings from Supavec via the Model Con…
C 55 66 78 37 0 51 81 88
14003
patternstack-ai
PatternStack Claim 1
Provides crowdsourced package intelligence and security alerts for AI coding as…
C 55 66 86 68 0 52 82 35
14004
jeweis
Converts OpenAPI specifications into MCP services with HTTP header passthrough …
C 55 55 42 22 30 81 100
14005
Codeshark-NET
Enables users to search and filter open source issues related to climate change…
C 55 66 66 65 0 20 81 94
14006
cdryampi
A Python server implementing the Model Context Protocol that exposes tools for …
C 55 55 42 38 21 81 92
14007
YuHuanHsu
A Cloudflare Workers-based service that enables intelligent searching, automati…
C 55 66 84 46 0 18 81 92
14008
lipeng9401222
M8 Codex MCP Claim
An AI-powered toolkit for the M8 mobile development framework that enables auto…
C 55 55 54 52 29 67 68
14009
regenrek
Deepwiki MCP Server Claim 1
An MCP server that fetches and converts Deepwiki documentation into Markdown, a…
C 55 66 45 58 0 69 81 90
14010
shaynemeyer
Enables AI assistants to retrieve and access Google Calendar events by date thr…
C 55 55 54 70 25 81 35
14011
Narasimhakatta
JMeter MCP Server Claim 1
A Model Context Protocol server that enables execution of JMeter performance te…
C 55 54 33 33 N/A 18 95 93
14012
aryankeluskar
Canvas Claim
Canvas MCP is a collection of Canvas LMS tools for the model context protocol. …
C 55 66 94 10 0 47 81 99
14013
skerishKang
Enables comprehensive control of Hangul (HWP) documents through an MCP server, …
C 55 54 56 28 N/A 17 89 77
14014
nirholas
PumpFun Claims Bot Claim 1
MCP server for PumpFun on-chain intelligence — tokens, claims, holders, and bun…
C 55 55 49 0 N/A 70 70 99
14015
aliafsahnoudeh
shahnameh-mcp-server Claim 1
MCP server for accessing the Shahnameh (Book of Kings) Persian epic poem by Fer…
C 55 54 43 25 N/A 22 92 90
14016
YinTokey
mcp_hackernews Claim
MCP server exposing a simple Hacker News search tool (top stories).
C 55 54 24 30 N/A 28 95 100
14017
amarisaster
Tempo Claim 1
An MCP server for Spotify control and synchronized lyrics retrieval that enable…
C 55 66 57 66 0 35 77 96
14018
minji337
MCP Slack Python Claim 1
An MCP server that enables interaction with Slack workspaces through tools for …
C 55 55 39 62 30 81 58
14019
mcpmessenger
Provides browser automation capabilities via HTTP endpoints by wrapping the off…
C 55 66 78 46 0 36 80 88
14020
joshndala
Enables users to generate AI-powered music videos by analyzing visual content t…
C 55 64 72 42 0 27 95 91
14021
Nekzus
npm-sentinel-mcp Claim
NPM Sentinel MCP - AI-powered NPM package analysis for security, dependencies, …
C 55 66 78 31 0 78 86 63
14022
xiaobenyang-com
AI-Persona Claim
An MCP protocol server that supports multi-AI personality summoning and collabo…
C 55 64 72 62 0 45 95 51
14023
kcbabo
my-mcp-server Claim 1
A Model Context Protocol server built with FastMCP that enables dynamic tool lo…
C 55 55 45 25 24 82 100
14024
Nikh7l
PuchAI MCP Starter Claim
A starter template for creating Model Context Protocol servers that work with P…
C 55 66 62 50 0 42 81 97
14025
lichman0405
An MCP server for deconstructing and analyzing Metal-Organic Framework (MOF) st…
C 55 54 39 25 N/A 30 92 89
14026
abbasnosrat
Enables AI agents to interact with a retail cars database using SQL queries. Su…
C 55 54 52 17 N/A 16 95 88
14027
edge-claw
ERC-8004 AI Agent: uplifting messages, USDC tipping, and on-chain reputation fe…
C 55 66 60 62 0 36 81 91
14028
Jacobngai
Enables high-performance audio transcription using Faster Whisper with CUDA acc…
C 55 54 66 17 N/A 32 95 58
14029
Medinios
SuricataMCP Claim
SuricataMCP is a Model Context Protocol Server that allows MCP clients to auton…
C 55 54 48 28 N/A 20 87 87
14030
ag2-mcp-servers
An MCP server for interacting with the Tripura State Board of Secondary Educati…
C 55 55 45 57 21 76 71
14031
Kanta-Inc
Enables the management of document requests through the DocDocDoc API, allowing…
C 55 66 76 52 0 25 81 93
14032
D-Diaa
Gemini MCP Server Claim 1
A Model Context Protocol server that enables Claude to interact with Google's G…
C 55 55 45 33 18 80 97
14033
elleys
Enables automated collection and downloading of multimedia content (images, GIF…
C 55 54 42 36 N/A 23 95 77
14034
ag2-mcp-servers
An MCP server that enables interaction with OnSched's consumer-facing appointme…
C 55 55 45 56 21 83 64
14035
jk7g14
Gemini Image MCP Claim 1
Enables image generation and multi-turn editing sessions using the Gemini API w…
C 55 55 48 57 32 80 54
14036
bhuvnsh
mcp-mapmyindia Claim 1
MCP server for India maps - place search, nearby discovery, & directions powere…
C 55 54 51 0 N/A 62 76 97
14037
akari2600
FogBugz MCP Server Claim 1
A Model Context Protocol server that enables Language Learning Models to intera…
C 55 66 81 43 0 30 80 90
14038
katpyeon
A FastMCP-based tool that allows users to scan and filter AWS DynamoDB tables t…
C 55 55 54 25 19 80 91
14039
daishir0
Enables Claude.ai to interact with the Papernote cloud-based note management sy…
C 55 66 76 38 0 43 82 91
14040
ashwanth1109
Spotify MCP Claim 1
A FastMCP tool that enables control of Spotify through natural language command…
C 55 55 58 23 19 81 90
14041
gaupoit
Enables AI assistants to manage WordPress sites through natural conversation, s…
C 55 66 76 37 0 43 81 97
14042
Guid-Lab
cv-forge-mcp Claim 1
MCP server for generating professional ATS-friendly CVs as PDF/DOCX from AI con…
C 55 64 57 31 0 72 95 91
14043
hatimitu76
mcp-shoten-url Claim
Enables creation of shortened URLs using the x.gd URL shortening service throug…
C 55 66 54 63 0 42 81 94
14044
vishal84
A secure MCP server example that demonstrates how to deploy to Google Cloud Run…
C 55 55 60 15 24 81 92
14045
danpeig
Plutocalc Designer is a software suite for water and wastewater treatment plant…
C 55 66 80 35 0 35 82 99
14046
sofianhamiti
s3-tools Claim 2
An MCP server that provides tools for interacting with AWS S3 buckets, enabling…
C 55 55 57 23 20 81 91
14047
Dbuzek
Anonymix MCP Claim
Provides local anonymization of Czech legal documents by replacing sensitive en…
C 55 54 60 0 N/A 27 91 94
14048
jenstangen1
A Model Context Protocol server that enables AI models to create and manipulate…
C 55 55 57 31 25 81 78
14049
aiopinions
A production-ready Model Context Protocol server implementation that connects A…
C 55 55 48 25 37 82 85
14050
DaSheng1994
Monitors and analyzes mobile application performance data to detect severe issu…
C 55 55 48 37 24 81 80
Showing 14001–14050 of 33379 servers
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