MCP Server Quality Scores

Independent quality analysis of 67226 public MCP servers

67226
Discovered
32320
Scored
2112
Verified
16953
Complete

Last updated 4 hours, 1 minute ago

Grade Distribution

Score Distribution

# Server Score ↓ Visibility Schema Protocol Reliability Maint. Security Agent Lang
◐ Assessed Scores
23901
MalikAqsa-cloud
Enables AI-powered task management with Google Gemini integration, providing CR…
C 56 43 48 53 N/A 19 95
23902
Peakviker
Enables ChatGPT to manage n8n workflows through the official REST API. Supports…
C 56 44 42 71 25 81
23903
jariass2
Enables Claude AI to analyze and access Odoo business data in real-time, includ…
C 56 44 42 71 25 81
23904
SuriyaKumar-HAIT
Enables LLMs to interact with OpenSearch clusters to monitor cluster health, ma…
C 56 33 46 N/A N/A 22 95
23905
mrorigo
Enables AI assistants to analyze codebases through semantic search, call graph …
C 56 44 56 50 32 80
23906
RCS-kz
bitrix24-mcp Claim
Bitrix24 Cloud MCP server — 45 tools across CRM, Tasks, Deals, Leads, Files, Di…
C 56 33 36 N/A N/A 36 95
23907
GibsonAI
GibsonAI Claim
AI-Powered Cloud databases: Empower your LLMs to build, migrate, and deploy dat…
C 56 33 50 N/A N/A 16 95
23908
lizTheDeveloper
Enables AI agents to download, index, and semantically search PDF research pape…
C 56 43 64 18 N/A 42 95
23909
spring-ai-community
Safe local execution layer for AI agent tools. Build, validate, and publish MCP…
C 56 43 60 17 N/A 48 95
23910
usmanbutt-dev
Unity MCP Server Claim
Enables AI agents to query and control the Unity Editor, supporting scene manag…
C 56 43 60 18 N/A 48 95
23911
Azure
azure-mcp Claim
Official Microsoft MCP server for Azure services including Storage, Cosmos DB, …
C 56 43 42 26 N/A 76 90
23912
zouxy111
Exposes a local biomedical literature pipeline as MCP tools for automated resea…
C 56 33 42 N/A N/A 27 95
23913
acnlabs
A multi-model task management system that enables intelligent task creation, de…
C 56 44 54 56 26 81
23914
adamanz
sendblue-mcp Claim
C 56 33 48 N/A N/A 19 95
23915
microsoft
mcp-dotnet-samples Claim 1
A comprehensive set of samples of creating and using MCP servers and clients wi…
C 56 33 29 N/A N/A 51 95
23916
Gagocode
mcp-server Claim
An educational MCP server that exposes system tools (like IP, hostname, file op…
C 56 33 32 N/A N/A 43 95
23917
ag2-mcp-servers
A Multi-Agent Conversation Protocol server that enables interaction with HubSpo…
C 56 44 60 57 21 76
23918
ruvnet
ruv-swarm Claim
Neural network swarm orchestration with WebAssembly acceleration and MCP integr…
C 56 43 54 26 N/A 69 80
23919
kvgork
Enables AI assistants to control Gazebo robot simulations through ROS2, includi…
C 56 44 84 12 32 84
23920
javascripto
MCP TODO Server Claim
Enables AI agents and automation tools to manage TODO tasks through full CRUD o…
C 56 44 42 62 35 82
23921
anrgct
HTTP-based server that provides semantic code search capabilities to IDEs throu…
C 56 44 58 31 51 84
23922
appcypher
Awesome MCP Servers - A curated list of Model Context Protocol servers
C 56 33 44 N/A N/A 25 95
23923 C 56 33 42 N/A N/A 28 95
23924
marcoeg
mcp-ntopng Claim 1
MCP Server for networl monitoring software ntopng.
C 56 44 59 43 44 76
23925
peikuo
A Multi-Call Protocol server providing comprehensive access to Chinese stock ma…
C 56 44 72 35 25 81
23926
matiasngf
MCP Fetch Claim
Enables browser automation using Puppeteer through the MCP interface. Allows la…
C 56 43 48 50 N/A 25 95
23927
emicklei
MCP server proxy that offers a Web UI to the full message flow
C 56 43 60 22 N/A 63 80
23928
eazybytes
spring-ai Claim
From Java Dev to AI Engineer: Spring AI Fast Track
C 56 33 44 N/A N/A 24 95
23929
QuantuLabs
hivemind Claim
Query multiple AI models (OpenAI, Anthropic, Google) for consensus responses.
C 56 43 56 36 N/A 58 75
23930
ag2-mcp-servers
IX-API MCP Server Claim
An auto-generated Multi-Agent Conversation Protocol Server that enables interac…
C 56 43 60 40 N/A 21 95
23931
CaptainCrouton89
A starter template for building Model Context Protocol servers that can integra…
C 56 44 54 58 23 81
23932
huazhengwang
Resend MCP Server Claim
An MCP (Multi-Agent Conversation Protocol) Server for interacting with Resend's…
C 56 44 60 55 21 78
23933
ParthKapoor-dev
AI-powered cloud development IDE, so you can run AI to surf in a secure sandbox…
C 56 44 54 38 50 81
23934
QuartzUnit
Snapgrab Claim
URL to screenshot with metadata. Python MCP server. Claude Vision optimized.
C 56 43 72 0 N/A 60 89
23935
blahkheart
Unlock-MCP Claim 2
An MCP server providing comprehensive access to Unlock Protocol on Base and Bas…
C 56 44 57 53 24 82
23936
seanmichaelmcgee
Provides semantic search capabilities over PyTorch documentation, enabling user…
C 56 43 60 43 N/A 20 90
23937
shiharuharu
CLI Agent MCP Claim
Provides unified access to multiple CLI AI agents (Codex, Gemini, Claude, and O…
C 56 43 48 31 N/A 50 95
23938
irab
OrgBrain MCP Server Claim 1
Provides knowledge extraction and cross-repo analysis tools for multi-repositor…
C 56 44 60 28 55 80
23939
IvanMurzak
Enable seamless integration of AI capabilities within Unity Editor and Unity ga…
C 56 55 88 38 0 69 81
23940
r-huijts
firstcycling-mcp Claim
Access cycling race data, results, and statistics through natural language. Fea…
C 56 44 64 25 52 82
23941
lgndluke
Enables AI assistants to create tickets and worklog entries in REI3 ticket mana…
C 56 44 64 37 41 76
23942
liueic
Enables users to retrieve chemical safety information including compound proper…
C 56 44 42 58 43 81
23943
sesme100
Example MCP server for Microsoft Copilot Studio, providing echo (repeat input 3…
C 56 33 42 N/A N/A 27 95
23944
pmhw
WinAutoWx Claim
Enables automated WeChat operations on Windows through pywinauto, allowing user…
C 56 43 50 52 N/A 22 95
23945
Andrew82106
docx-mcp Claim 1
Enables comprehensive management of Microsoft Word documents with 30+ tools for…
C 56 43 42 38 N/A 53 92
23946
mrgulshanyadav
Publish and manage blog posts, articles, and series on Misar.Blog from your AI …
C 56 33 40 47 83
23947
happy-shine
Provides AI models with secure access to Interactive Brokers trading data and f…
C 56 43 50 32 N/A 44 95
23948
sancovp
Enables context capture and reinforcement learning by recording successful work…
C 56 43 60 36 N/A 24 95
23949
KagaJiankui
MCP Jieba Server Claim
Provides high-performance Chinese text segmentation, POS tagging, and keyword e…
C 56 44 54 31 57 81
23950
lzw12123
An AI-centric MCP server that enables automated Xilinx Vivado workflows, includ…
C 56 33 42 N/A N/A 29 95
Showing 23901–23950 of 67226 servers
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