MCP Server Quality Scores

Independent quality analysis of 33641 public MCP servers

33641
Discovered
28801
Scored
2082
Verified
16957
Complete

Last updated 2 hours, 10 minutes ago

Grade Distribution

Score Distribution

# Server Score ↓ Visibility Schema Protocol Reliability Maint. Security Agent Lang
◉ Complete Scores
10701
peijun1700
Bluemouse Claim
Advanced AI Code Quality Gate
C 65 55 78 26 N/A 72 74 81
10702
tructranthanh
Enables users to fetch jokes from various categories including Chuck Norris and…
C 65 55 48 55 41 81 100
10703
trtd56
A Human-in-the-Loop MCP server that enables AI assistants to request informatio…
C 65 55 78 36 31 81 90
10704
Vortiago
A Model Context Protocol server that enables AI assistants to interact with Azu…
C 65 55 57 43 49 82 95
10705
robcerda
Connects Claude to the RentCast API to provide tools for accessing property val…
C 65 55 74 40 23 81 98
10706
PhialsBasement
MCP Server for the GitHub API, providing features for file operations, reposito…
C 65 55 69 56 20 81 86
10707
solenyaresearch0000
Enables interaction with Opinion.trade decentralized prediction markets on BNB …
C 65 66 96 76 0 24 82 100
10708
VibeJaro
A starter template for deploying Model Context Protocol (MCP) servers on Vercel…
C 65 66 86 73 0 48 83 99
10709
CyprianFusi
MCP Chess Server Claim
Provides Chess.com player data integration, enabling AI assistants to fetch rea…
C 65 55 60 37 44 83 100
10710
nikhil-grayscale
Enables searching the National Library Board Singapore catalogue by title, auth…
C 65 55 68 42 40 81 92
10711
jojodiaz
Test MCP Server Claim 1
A basic MCP server implementation for testing purposes. Communicates via stdio …
C 65 54 68 51 N/A 24 84 87
10712
da-okazaki
An MCP (Model Context Protocol) server that provides seamless integration betwe…
C 65 66 84 71 0 61 81 97
10713
MattiooFR
Majestic MCP Server Claim 1
An MCP server that provides access to the Majestic SEO API, allowing users to r…
C 65 55 57 65 27 80 91
10714
simon-77
DigiKey MCP Server Claim
Provides access to the DigiKey Product Search API v4, allowing users to search …
C 65 55 76 31 47 81 87
10715
Danushkumar-V
An MCP server that integrates with Discord to provide AI-powered features.
C 65 66 81 75 0 53 80 99
10716
WoodsGao
Trade MCP Server Claim
Provides real-time investment news, technical analysis via TA-Lib, and Binance …
C 65 55 72 50 25 81 87
10717
mudit14224
Enables users to preprocess, analyze, and visualize CSV data through comprehens…
C 65 54 72 33 N/A 21 95 97
10718
Python51888
PySqlitMCP Claim
Enables comprehensive SQLite database management through natural language inclu…
C 65 54 62 22 N/A 60 95 89
10719
pickstar-2002
Video Clip MCP Claim 2
A Model Context Protocol server that provides video manipulation capabilities, …
C 65 55 57 60 41 78 88
10720
Muhammadaffan05
MCP Crash Course Claim
A Python-based MCP (Model Context Protocol) server that enables weather alerts …
C 65 54 78 30 N/A 18 90 100
10721
khanhs-234
TOOL4LM Claim
A multi-tool MCP server that enhances local LLMs with web search, document read…
C 65 55 66 82 40 81 47
10722
ChavezAILabs
KSJ MCP Server Claim
Converts handwritten journal photos into a searchable, AI-powered local knowled…
C 65 54 72 33 N/A 30 92 91
10723
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
10724
le-yo
MCP Weather Server Claim
A simple server that implements the Model Context Protocol, allowing AI models …
C 65 55 48 66 26 81 100
10725
sakebomb
Early MCP Claim
Integrates with the EARLY (Timeular v4) API to manage activities, track time, a…
C 65 55 68 38 30 82 100
10726
tedlikeskix
Provides IP geolocation services using IP-API.com without requiring an API key,…
C 65 55 60 56 15 83 100
10727
evenli01
Provides tools for common file processing operations including reading files, l…
C 65 55 54 58 26 81 100
10728
cxt9
Neo4j MCP Claim 1
Enables LLMs to interact with Neo4j graph databases using natural language to e…
C 65 55 66 58 24 80 90
10729
mcp-s-ai
image-recognition-mcp Claim 1
MCP server for AI-powered image recognition and description using OpenAI vision…
C 65 54 51 50 N/A 41 83 100
10730
liveblocks
Create, modify, and delete different aspects of [Liveblocks](https://liveblocks…
C 65 55 56 82 49 81 49
10731
functicons
A backend service that provides accurate arithmetic calculation capabilities to…
C 65 55 66 43 34 81 96
10732
markswendsen-code
tacobell Claim 2
MCP server for Taco Bell - browse menu, customize orders, place pickup
C 65 54 51 61 N/A 21 89 99
10733
TitanmindAGI
A WhatsApp marketing and messaging service that handles both free-form messages…
C 65 55 72 42 44 81 84
10734
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
10735
basicbill
Provides real-time access to official aviation weather data including METARs, T…
C 65 55 72 41 25 82 96
10736
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
10737
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
10738
stucchi
Italy OpenData Claim
Italian open data: municipalities, provinces, regions, postal codes, coordinate…
C 65 54 66 33 N/A 29 95 99
10739
guanshilong
Extracts title, author, and content (in Markdown format) from WeChat official a…
C 65 55 72 53 19 81 90
10740
RenzoReccio
A demonstration implementation of Model Context Protocol (MCP) using NestJS fra…
C 65 55 80 52 21 81 80
10741
mohdhaji87
Exposes Nmap network scanning capabilities through a Model Context Protocol (MC…
C 65 55 66 82 N/A 29 95 40
10742
kiseki-technologies
A Model Context Protocol Server that enables language models to access and mani…
C 65 55 53 66 24 82 93
10743
sandraschi
Provides comprehensive monitoring and observability for MCP server ecosystems w…
C 65 55 60 62 26 81 87
10744
tesla0225
An MCP server that enables LLMs to interact with Agent-to-Agent (A2A) protocol …
C 65 55 63 100 25 81 39
10745
creating-cat
Utilizes the Google Gemini API to generate context-specific categories and dive…
C 65 55 66 67 62 81 43
10746
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
10747
neatobandit0
Qt Pilot Claim 1
An MCP server for headless Qt/PySide6 GUI testing that enables AI assistants to…
C 65 54 53 33 N/A 57 90 97
10748
RayaneChCh-dev
Enables intelligent academic paper discovery through ArXiv search and AI-powere…
C 65 55 76 53 21 81 80
10749
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
10750
fengzhongsen
short-url Claim
简单易用的短链接生成工具,完全开源、免费、无需登录,可私有化部署,链接永久有效!
C 65 64 80 71 0 52 95 94
Showing 10701–10750 of 33641 servers
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