MCP Server Quality Scores

Independent quality analysis of 57580 public MCP servers

57580
Discovered
29834
Scored
2112
Verified
16953
Complete

Last updated 55 minutes ago

Grade Distribution

Score Distribution

# Server Score ↓ Visibility Schema Protocol Reliability Maint. Security Agent Lang
◉ Complete Scores
15101
pyroprompts
any-chat-completions-mcp Claim 1 2
Chat with any other OpenAI SDK Compatible Chat Completions API, like Perplexity…
F 30 54 86 66 N/A 65 87 70
15102
starlink-awaken
A multi-agent framework that models complex social systems through a coordinate…
F 30 55 80 56 41 80 87
15103
runbook-ai
Runbook AI MCP Server Claim 1 3
MCP server that provides browser automation capabilities through a Chrome exten…
F 30 54 71 52 N/A 51 90 90
15104
shariqriazz
Google AI Search MCP Claim 1 2
Provides AI-powered search and documentation tools using Google Vertex AI or Ge…
F 30 55 84 63 36 80 95
15105
longevity-genie
opengenes-mcp Claim 1 2
MCP server for a queryable database for aging and longevity research from the O…
F 30 55 53 36 51 80 99
15106
berrydev-ai
BerryRAG Claim 1 2
A local vector database RAG system that integrates with Playwright MCP for web …
F 30 54 84 53 N/A 24 87 92
15107
KlausAndrade
codewatch-memory Claim 1
An observational memory server that uses LLM agents to capture, compress, and r…
F 30 54 78 56 N/A 35 88 91
15108
SDGLBL
mcp-claude-code Claim 1
An implementation of Claude Code capabilities using MCP, enabling AI code under…
F 30 54 86 31 N/A 76 87 90
15109
huoshuiai42
huoshui-pdf-converter Claim 1 2
An MCP server that provides PDF file conversion
F 30 54 45 31 N/A 54 90 93
15110
jmh108
MD Webcrawl MCP Claim 1 2
A Python-based MCP server that crawls websites to extract and save content as m…
F 30 55 60 30 30 80 95
15111
Forge-Space
branding-mcp Claim 1
AI-powered brand identity generation via MCP with design tokens, typography, an…
F 30 54 60 43 N/A 90 88 87
15112
gerred
MCP Server Replicate Claim 1 2
A FastMCP server implementation that facilitates resource-based access to AI mo…
F 30 55 78 71 29 78 100
15113
rootflo
wavefront Claim 1
🔥🔥🔥 Enterprise AI middleware, alternative to unifyapps, n8n, lyzr
F 30 66 86 27 0 69 76 94
15114
KunihiroS
CoRT MCP Server Claim 1 2
An MCP server implementing the Chain-of-Recursive-Thoughts (CoRT) methodology t…
F 30 55 51 68 39 80 92
15115
lordstyled55
An MCP server that enables AI clients to delegate tasks to autonomous developer…
F 30 55 69 58 24 71 93
15116
osamadev
A custom Model Context Protocol server that provides real-time financial analys…
F 30 55 56 36 16 78 78
15117
devflowinc
trieve Claim 1
Crawl, embed, chunk, search, and retrieve information from datasets through [Tr…
F 30 55 100 66 82 76 90
15118
OctagonAI
Lightning-Fast, High-Accuracy Deep Research Agent
F 30 55 88 71 58 80 97
15119
narphorium
Memex Claim 1 2
A tool for Model Context Protocol (MCP) that allows you to analyze web content …
F 30 55 78 57 39 76 92
15120
mochow13
Provide academic paper search capabilities by querying Google Scholar through a…
F 30 66 96 10 0 15 80 96
15121
GroundNG
VibeShift Claim 1
[MCP Server] The Security Agent for AI assisted coding
F 30 54 72 31 N/A 48 85 90
15122
studio-mcp
Studio MCP Claim 1
Studio MCP transforms any CLI command into an AI tool by using a simple templat…
F 30 54 84 56 N/A 81 87 86
15123
PARS-DOE
An MCP server that automatically generates documentation, test plans, and code …
F 30 55 85 63 31 80 97
15124
shanejonas
openrpc-mpc-server Claim 1 2
A Model Context Protocol (MCP) server that provides JSON-RPC functionality thro…
F 30 55 96 100 50 74 74
15125
burconsult
A comprehensive server that enables AI applications to interact with Microsoft …
F 30 55 84 62 36 76 99
15126
marcopesani
Serper Search and Scrape Claim 1 2
A TypeScript-based MCP server that provides web search and webpage scraping cap…
F 30 54 100 61 N/A 48 92 93
15127
jsuryanm
An AI-powered job recommender built on the Model Context Protocol that provides…
F 30 55 60 17 45 78 85
15128
tkc
Tiny TODO MCP Claim 1 2
A Model Context Protocol server that provides persistent task management capabi…
F 30 54 51 58 N/A 26 89 94
15129
harshpreet931
Implements Chain of Thought methodology for extended sequential thinking on com…
F 30 55 78 33 44 80 91
15130
caroline-davis
MCP Basics Claim 1 2
A centralized Model Context Protocol server that provides common development to…
F 30 54 78 56 N/A 28 82 88
15131
adam-paterson
MCP Crew AI Server Claim 1
A lightweight Python-based server designed to run, manage and create CrewAI wor…
F 30 54 76 32 N/A 30 90 91
15132
emekaokoye
RDF Explorer Claim 1
The Model Context Protocol (MCP) server provides a conversational interface for…
F 30 55 72 33 42 76 99
15133
Garoth
Enables querying WolframAlpha's LLM API for natural language questions, providi…
F 30 55 90 56 25 80 92
15134
brightdata
browserai-mcp Claim 1
A powerful Model Context Protocol (MCP) server that provides an access to serve…
F 30 54 76 70 N/A 45 90 91
15135
lewis-king
FPL MCP Server Claim 1 2
Connects LLMs to the Fantasy Premier League API for intelligent team management…
F 30 55 72 41 45 80 100
15136
sportsanalytics-world
Provides intelligent access to OPTA football API documentation with automatic a…
F 30 55 90 68 29 76 96
15137
Protogenus
Natural Voice MCP Claim 1 2
Provides tools and resources to detect AI-generated writing patterns and refine…
F 30 54 90 45 N/A 53 90 97
15138
HundunOnline
dingding webhook mcp server
F 30 55 68 58 68 80 100
15139
falahgs
An MCP server that enables advanced CSV analysis and data visualization using G…
F 30 55 63 70 20 76 89
15140
upJiang
Claude Stats MCP Claim 1 2
Provides statistical analysis and usage tracking for Claude Code, enabling user…
F 30 55 78 62 34 81 72
15141
r3-yamauchi
Enables secure interaction with kintone through OAuth authentication, supportin…
F 30 55 66 70 41 80 92
15142
Laz1mov
mcp-inscription Claim 1 2
Enable AI assistants to interact directly with Bitcoin Ordinals inscriptions. S…
F 30 55 100 61 39 77 80
15143
peterfei
ai-agent-team Claim 1
AI Agent Team-拥有24/7专业AI开发团队:产品经理、前端开发、后端开发、测试工程师、DevOps工程师、技术负责人。一键安装,支持中英文命令,…
F 30 54 84 28 N/A 82 90 100
15144
henry2craftman
Enables Claude to collaborate with Gemini for code reviews, second opinions, an…
F 30 55 78 56 44 78 87
15145
dennismartis
MCP SQL Server Claim 1
A FastMCP server that provides natural language interaction with MS SQL databas…
F 30 54 66 31 N/A 23 82 96
15146
dbankscard
Jamf Pro MCP Server Claim 1 2
Enables AI assistants to interact with Jamf Pro for comprehensive Apple device …
F 30 66 100 68 0 60 80 86
15147
BlockRunAI
@blockrun/alpha Claim 1 3
An AI-powered crypto trading MCP server providing technical analysis, market se…
F 30 66 96 66 95 34 74 81
15148
cashfree
cashfree-mcp Claim 1 4
Cashfree MCP server for cashfree docs and APIs
F 30 55 78 82 N/A 58 65 41
15149
kukapay
mcp-test-server Claim 1
A lightweight MCP test server for verifying client connectivity, providing tool…
F 30 66 100 76 95 26 82 100
15150
Imsxm15
awesome-ai-apps Claim 1
F 30 54 90 55 N/A 51 89 91
Showing 15101–15150 of 57580 servers
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