MCP Server Quality Scores

Independent quality analysis of 69261 public MCP servers

69261
Discovered
→
33926
Scored
→
2112
Verified
→
16953
Complete

Last updated 41 minutes ago

Grade Distribution

Score Distribution

# Server Score ↓ Visibility Schema Protocol Reliability Maint. Security Agent Lang
◐ Assessed Scores
23851
eazybytes
spring-ai Claim
From Java Dev to AI Engineer: Spring AI Fast Track
C 56 3⁄3 ◐ ⏳ 44 N/A N/A 24 95 —
23852
sudhans18
docker Claim
sapne dekha ache baat hai sapna ke so jaana wo sahi nahi hai
C 56 4⁄4 ◐ ⏳ 48 66 — 21 81 —
23853
dankniight
api-football ⚡ Claim
C 56 3⁄3 ◐ ⏳ 48 N/A N/A 18 95 —
23854
keides2
A Model Context Protocol server that enables natural language interaction with …
C 56 4⁄4 ◐ ⏳ 43 35 — 73 81 —
23855
blahkheart
Unlock-MCP ⚡ Claim 2
An MCP server providing comprehensive access to Unlock Protocol on Base and Bas…
C 56 4⁄4 ◐ ⏳ 57 53 — 24 82 —
23856
pierre3
MCP server for OWASP ZAP vulnerability scanning with Docker management
C 56 3⁄3 ◐ ⏳ 39 N/A N/A 47 83 —
23857
pragaurav44
WeatherMCP ⚡ Claim 1
An MCP server providing US National Weather Service data with tools to fetch we…
C 56 3⁄3 ◐ ⏳ 45 N/A N/A 21 95 —
23858
shadabsayani
Sticky Note Demo MCP-B
C 56 3⁄3 ◐ ⏳ 40 N/A N/A 30 95 —
23859
ag2-mcp-servers
MCP Server that enables interaction with GoDaddy's Orders API using natural lan…
C 56 4⁄4 ◐ ⏳ 60 57 — 21 76 —
23860
usmanbutt-dev
Unity MCP Server ⚡ Claim
Enables AI agents to query and control the Unity Editor, supporting scene manag…
C 56 4⁄3 ◐ ⏳ 60 18 N/A 48 95 —
23861
hlaueriksson
GEmojiSharp Claim
:octocat: GitHub Emoji for C#, dotnet and beyond
C 56 4⁄3 ◐ ⏳ 56 12 N/A 65 95 —
23862
seanmichaelmcgee
Provides semantic search capabilities over PyTorch documentation, enabling user…
C 56 4⁄3 ◐ ⏳ 60 43 N/A 20 90 —
23863
zgh2hh
MCP Test Server ⚡ Claim
A TypeScript-based test implementation for the Model Context Protocol (MCP) wit…
C 56 4⁄3 ◐ ⏳ 60 22 N/A 43 95 —
23864
SuriyaKumar-HAIT
Enables LLMs to interact with OpenSearch clusters to monitor cluster health, ma…
C 56 3⁄3 ◐ ⏳ 46 N/A N/A 22 95 —
23865
QuartzUnit
Snapgrab ⚡ Claim
URL to screenshot with metadata. Python MCP server. Claude Vision optimized.
C 56 4⁄3 ◐ ⏳ 72 0 N/A 60 89 —
23866
peikuo
A Multi-Call Protocol server providing comprehensive access to Chinese stock ma…
C 56 4⁄4 ◐ ⏳ 72 35 — 25 81 —
23867
Livia-Zaharia
Automates Facebook Page management through the Graph API, enabling content post…
C 56 4⁄4 ◐ ⏳ 66 30 — 43 81 —
23868
pablicio
A personal MCP server for Claude Desktop that enables task management, note-tak…
C 56 4⁄3 ◐ ⏳ 66 30 N/A 22 95 —
23869
priyansh4320
An MCP (Multi-Agent Conversation Protocol) server that enables natural language…
C 56 4⁄3 ◐ ⏳ 60 40 N/A 21 95 —
23870
h7lu
RiMCP_hybrid Claim
Rimworld Coding RAG MCP server
C 56 4⁄3 ◐ ⏳ 50 38 N/A 40 95 —
23871
dgtalquantumleap-ai
ebenova-scope-guard ⚡ Claim 1
AI contract scope violation detector. Detect scope creep, draft responses.
C 56 3⁄3 ◐ ⏳ 54 N/A N/A 25 83 —
23872
undici77
Securely fetches web content, extracts links and metadata, and downloads files …
C 56 4⁄4 ◐ ⏳ 58 43 — 37 81 —
23873
Sauravmehto
Provides comprehensive stock intelligence and technical analysis by integrating…
C 56 4⁄4 ◐ ⏳ 48 66 — 25 80 —
23874
LoamStudios
A sequential thinking MCP server extension for Zed
C 56 4⁄3 ◐ ⏳ 42 27 N/A 67 95 —
23875
ag2-mcp-servers
An MCP (Multi-Agent Conversation Protocol) server that enables interaction with…
C 56 4⁄3 ◐ ⏳ 60 42 N/A 21 90 —
23876
novyxlabs
Novyx MCP ⚡ Claim
Description: Persistent memory for AI agents with rollback, audit trails, seman…
C 56 4⁄4 ◐ ⏳ 56 26 — 61 82 —
23877
pmhw
WinAutoWx Claim
Enables automated WeChat operations on Windows through pywinauto, allowing user…
C 56 4⁄3 ◐ ⏳ 50 52 N/A 22 95 —
23878
Peakviker
Enables ChatGPT to manage n8n workflows through the official REST API. Supports…
C 56 4⁄4 ◐ ⏳ 42 71 — 25 81 —
23879 C 56 3⁄3 ◐ ⏳ 42 N/A N/A 28 95 —
23880
Andrew82106
docx-mcp ⚡ Claim 1
Enables comprehensive management of Microsoft Word documents with 30+ tools for…
C 56 4⁄3 ◐ ⏳ 42 38 N/A 53 92 —
23881
microsoft
mcp-dotnet-samples ✓ Claim 1
A comprehensive set of samples of creating and using MCP servers and clients wi…
C 56 3⁄3 ◐ ⏳ 29 N/A N/A 51 95 —
23882
writesdavid
26 US federal data domains as 23 MCP tools. Ed25519 signed responses. Free, no …
C 56 4⁄3 ◐ ⏳ 78 0 — 48 89 —
23883
sesme100
Example MCP server for Microsoft Copilot Studio, providing echo (repeat input 3…
C 56 3⁄3 ◐ ⏳ 42 N/A N/A 27 95 —
23884
stefans71
wordpress-mcp-server ⚡ Claim 1
interact with your WordPress site (s) using this MCP WordPress Server 100% cre…
C 56 4⁄4 ◐ ⏳ 60 42 — 42 76 —
23885
ag2-mcp-servers
A Multi-Agent Conversation Protocol server that enables interaction with HubSpo…
C 56 4⁄4 ◐ ⏳ 60 57 — 21 76 —
23886
kaikongbj
Enables LLMs to interact with Odoo ERP systems through MCP protocol. Supports m…
C 56 4⁄3 ◐ ⏳ 54 43 N/A 22 95 —
23887
ParthKapoor-dev
AI-powered cloud development IDE, so you can run AI to surf in a secure sandbox…
C 56 4⁄4 ◐ ⏳ 54 38 — 50 81 —
23888
yepdama
MedX MCP Server ⚡ Claim
Provides AI-powered medical consultation and clinical decision support through …
C 56 4⁄4 ◐ ⏳ 48 66 — 21 81 —
23889
pidanmeng
MCP Template ⚡ Claim
A template MCP server built with FastMCP framework that demonstrates basic tool…
C 56 4⁄4 ◐ ⏳ 60 52 — 24 81 —
23890
lENADRO1910
Cuba-memroys ⚡ Claim
Persistent memory for AI agents with knowledge graph, Hebbian learning, 4-signa…
C 56 4⁄3 ◐ ⏳ 60 31 N/A 30 95 —
23891
MalikAqsa-cloud
Enables AI-powered task management with Google Gemini integration, providing CR…
C 56 4⁄3 ◐ ⏳ 48 53 N/A 19 95 —
23892
Traia-IO
Tesy 56 MCP Server ⚡ Claim
Provides AI agents and LLMs access to the Tesy 56 API through standardized MCP …
C 56 4⁄4 ◐ ⏳ 68 38 — 24 81 —
23893
MorDavid
BloodHound-MCP-AI is integration that connects BloodHound with AI through Model…
C 56 4⁄3 ◐ ⏳ 70 28 N/A 23 90 —
23894
spring-ai-community
Safe local execution layer for AI agent tools. Build, validate, and publish MCP…
C 56 4⁄3 ◐ ⏳ 60 17 N/A 48 95 —
23895
IvanMurzak
Enable seamless integration of AI capabilities within Unity Editor and Unity ga…
C 56 5⁄5 ◐ ⏳ 88 38 0 69 81 —
23896
mukminn
bitcoinrepo Claim
C 56 3⁄3 ◐ ⏳ 34 N/A N/A 39 95 —
23897
myownipgit
Provides cryptocurrency trading signals, market analysis, and portfolio managem…
C 56 4⁄4 ◐ ⏳ 60 51 — 26 80 —
23898
jariass2
Enables Claude AI to analyze and access Odoo business data in real-time, includ…
C 56 4⁄4 ◐ ⏳ 42 71 — 25 81 —
23899
takeru
Kagami ⚡ Claim
Kagami is an MCP server designed exclusively for the Claude Code Web environmen…
C 56 4⁄3 ◐ ⏳ 60 38 N/A 32 89 —
23900
shiharuharu
CLI Agent MCP ⚡ Claim
Provides unified access to multiple CLI AI agents (Codex, Gemini, Claude, and O…
C 56 4⁄3 ◐ ⏳ 48 31 N/A 50 95 —
Showing 23851–23900 of 69261 servers
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