MCP Server Quality Scores

Independent quality analysis of 57160 public MCP servers

57160
Discovered
29794
Scored
2112
Verified
16953
Complete

Last updated 39 minutes ago

Grade Distribution

Score Distribution

# Server Score ↓ Visibility Schema Protocol Reliability Maint. Security Agent Lang
◉ Complete Scores
13451
thechandanbhagat
Demo MCP Server Claim
A demonstration server designed to showcase core Model Context Protocol (MCP) p…
C 58 55 60 25 24 83 93
13452
Jameswlepage
A Model Context Protocol server that provides AI assistants with comprehensive …
C 58 64 77 51 0 24 95 95
13453
kukapay
An MCP server that tracks newly created pools on Pancake Swap.
C 58 55 49 31 40 80 93
13454
RathodDarshil
A secure Model Context Protocol server that allows Claude to execute read-only …
C 58 55 54 58 20 80 69
13455
Stevekaplanai
Intelligently optimizes and enhances user prompts before execution using patter…
C 58 66 78 67 0 26 81 87
13456
abudhu
Hello MCP Server Claim
A simple greeting server that responds to messages, particularly answering 'how…
C 58 55 48 35 22 81 100
13457
GobinFan
支持查询主流agent框架技术文档的MCP server(支持stdio和sse两种传输协议), 支持 langchain、llama-index、autog…
C 58 55 78 23 N/A 28 81 74
13458
rhuanca
Enables AI-powered querying of PDF documents using hybrid retrieval (BM25 + vec…
C 58 54 42 31 N/A 27 95 92
13459
ahrefs
Ahrefs MCP Server Claim 1
A Model Context Protocol server that connects Claude desktop and other compatib…
C 58 64 77 62 0 35 95 72
13460
thijssmudde
AgentReacher Claim 1
Connect your AI to social media. Open-source platform for AI agents.
C 58 55 64 0 79 81 75
13461
LaraArias
MCP-Saptiva Claim 1
An MCP server for interacting with Saptiva AI's suite of models, offering capab…
C 58 66 69 70 0 30 81 93
13462
cogell
AssemblyAI MCP Server Claim 1
Enables AI assistants to transcribe audio files from URLs or local paths using …
C 58 66 72 75 0 18 80 98
13463
NguyenHuynhPhuVinh
GachaMCP Claim
A Python MCP server that helps AI interact with Gacha games through screenshot …
C 58 54 54 28 N/A 18 95 89
13464
sandovalmedeiros
MCP Agentic RAG Claim
Enables querying a vector database of machine learning FAQs and performing web …
C 58 54 48 27 N/A 24 95 96
13465
SpringMT
A Model Context Protocol (MCP) compliant server that allows Large Language Mode…
C 58 55 48 35 41 81 86
13466
pdogra1299
Jira MCP Server Claim
Enables AI assistants to interact with Jira Cloud instances for comprehensive i…
C 58 66 78 63 0 33 81 88
13467
netologist
Bear Notes MCP Server Claim 1
A Model Context Protocol server that provides Claude with access to search, ret…
C 58 54 47 31 N/A 21 95 92
13468
Pakvothe
i1n Claim
Agent-complete localization: extract strings, push keys, AI-translate, pull typ…
C 58 55 66 0 N/A 50 81 99
13469
futhgar
A minimal, well-structured starter template for building Model Context Protocol…
C 58 54 60 0 N/A 45 89 99
13470
Sunwood-ai-labs
Iris MCP Server Claim 2
A Model Context Protocol server that automatically generates structured release…
C 58 55 57 100 22 81 14
13471
narinzar
Handles SQL query execution for a natural language interface to SQLite database…
C 58 54 72 25 N/A 34 88 65
13472
ch1nhpd
An MCP server that integrates various penetration testing tools, enabling secur…
C 58 54 59 26 N/A 16 95 88
13473
Nathansnmmer
Enables AI image generation through LiblibAI API with natural language prompts.…
C 58 55 50 46 16 81 90
13474
laptou
An MCP server that provides AI tools with access to Rust documentation from doc…
C 58 55 39 60 23 80 83
13475
abckiran
MCP Server Deepdive Claim 1
A Model Context Protocol server implementation that provides mathematical opera…
C 58 55 39 82 N/A 22 95 40
13476
srogouski
MCP Server Demo Claim
A minimal tool server demonstrating Model Context Protocol (MCP) interactions v…
C 57 55 46 40 29 81 88
13477
ritvij14
crawl4ai-mcp Claim 1
An MCP Server for Web scraping and Crawling, built using Crawl4AI
C 57 54 39 33 N/A 26 91 95
13478
weinerac
Enables AI assistants to search properties, check availability, and manage book…
C 57 66 78 53 0 30 81 94
13479
jrmlhermitte
Greeter MCP Server Claim
A simple demonstration MCP server that provides a greeting functionality when i…
C 57 55 50 25 41 81 91
13480
y0zg
Enables Claude Desktop to connect directly to Elasticsearch clusters for intell…
C 57 55 60 38 16 81 84
13481
teilomillet
jiki Claim
C 57 64 72 28 0 54 95 98
13482
bscarberry
A production-ready MCP server built with Node.js and Express that supports remo…
C 57 55 66 0 35 83 100
13483
UpendraNath
Enables web search capabilities through the Tavily API, allowing users to searc…
C 57 55 60 28 26 81 86
13484
GabrielSantanaC
An educational repository designed to practice and understand the Model Context…
C 57 54 54 26 N/A 25 90 86
13485
WindoC
EasyOCR MCP Server Claim 1
An MCP server that provides OCR capabilities using the EasyOCR library, support…
C 57 55 45 26 47 80 92
13486
Tooflex
A Model Context Protocol server that enables AI assistants like Claude to inter…
C 57 54 45 28 N/A 24 95 93
13487
laksh-krishna-sharma
Weather MCP Server Claim
A Model Context Protocol (MCP) server that provides real-time weather alerts an…
C 57 55 60 31 24 81 86
13488
wearzdk
seedream-image-mcp Claim
🚀 PixelMCP | 为你的 Cursor、Claude Code 等集成AI绘画能力,让AI生成的页面不再单调!
C 57 66 78 68 0 41 81 72
13489
Klavis-AI
strata Claim 1
MCP server for progressive tool usage at any scale (see https://klavis.ai)
C 57 66 69 37 0 82 76 91
13490
SuxyEE
aliyun-sls-mcp Claim
Enables AI assistants to query and analyze Alibaba Cloud SLS logs using natural…
C 57 55 72 0 35 81 95
13491
summer521521
CONTAM MCP Claim
A Windows-based MCP server that exposes NIST's CONTAM simulation tools and Cont…
C 57 54 54 0 N/A 55 89 94
13492
Facets-cloud
Enables creation and management of Terraform modules for Facets.cloud infrastru…
C 57 66 86 41 0 46 76 91
13493
kenta-ja8
A minimal MCP server that enables searching through pre-scraped React documenta…
C 57 54 48 55 N/A 21 95 58
13494
szqshan
Provides powerful data analysis capabilities for AI systems with functions for …
C 57 55 54 43 25 81 78
13495
jordy33
Enables automated cryptocurrency trading on Binance and provides integration fo…
C 57 55 54 31 22 77 100
13496
tinjyuu
An MCP server that provides real-time delay information for JR East train lines…
C 57 55 33 82 N/A 41 95 27
13497
wgpsec
cloudsword Claim
一款帮助云租户发现和测试云上风险、增强云上防护能力的综合性开源工具
C 57 54 50 27 N/A 77 92 45
13498
mlaurel
A Context Engineering Framework that provides 9 battle-tested development workf…
C 57 64 54 65 0 42 95 89
13499
chaitanyaatlan
A demonstration MCP server providing basic tools for returning greetings and pe…
C 57 54 42 27 N/A 22 95 98
13500
CHOIJun-0613
A Model Context Protocol server that enables natural language querying of MySQL…
C 57 55 65 28 21 81 81
Showing 13451–13500 of 57160 servers
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