MCP Server Quality Scores

Independent quality analysis of 66402 public MCP servers

66402
Discovered
31753
Scored
2112
Verified
16953
Complete

Last updated 5 hours, 30 minutes ago

Grade Distribution

Score Distribution

# Server Score ↓ Visibility Schema Protocol Reliability Maint. Security Agent Lang
◉ Complete Scores
2901
team-telnyx
telnyx Claim
Official TypeScript library for the Telnyx API
B 77 54 92 35 N/A 89 83 90
2902
mort-lab
Enables AI assistants to perform Excel file operations (create, read, write, fo…
B 77 54 88 60 40 90 99
2903
Jing-yilin
Reddit MCP Server Claim
Enables access to Reddit data including posts, comments, user profiles, and sub…
B 77 55 94 62 42 81 94
2904
xplainable
Enables secure access to Xplainable AI platform capabilities for managing machi…
B 77 55 84 66 49 81 100
2905
cocaxcode
Scan, export, and import your AI ecosystem. Discover MCP servers, skills, and m…
B 77 54 84 72 N/A 37 92 91
2906
Jahanzaib-Kaleem
Automatically generates and maintains living documentation for codebases by cre…
B 77 54 94 52 N/A 48 94 89
2907
prandogabriel
Enables interaction with IEEE 2030.5 (SEP 2.0) Smart Energy Profile servers for…
B 77 55 96 53 48 80 99
2908
AdolphNB
word2img-mcp Claim
Enables converting Markdown text into high-quality 3:4 ratio JPG images using m…
B 77 54 84 61 N/A 42 95 92
2909
WeAreBraveLabs
domain-checker-mcp Claim 1
Fast domain availability checker. DNS + RDAP/WHOIS verification.
B 77 54 66 65 N/A 65 92 100
2910
Mayank1805
Enables multi-agent orchestration and coordination using specialized, persisten…
B 77 54 94 55 N/A 40 95 90
2911
ZhuBit
Local offline semantic search over documents (txt, md, pdf, docx, pptx, csv). I…
B 77 44 60 N/A N/A 62 95 93
2912
ahmaddioxide
image-resolver Claim 1
MCP server for context-aware royalty-free image search from Pexels and Unsplash
B 77 55 67 100 N/A 60 83 71
2913
janreges
Extracts essential code structure from large codebases into AI-digestible forma…
B 77 54 84 52 N/A 70 89 90
2914
ali-nr
Provides structured web search capabilities optimized for technical and softwar…
B 77 55 96 73 23 81 94
2915
tickernelz
Enables AI-powered code editing with preview and validation capabilities throug…
B 77 55 90 72 37 80 92
2916
qiniu
qiniu-mcp-server Claim
A MCP built on Qiniu Cloud products, supporting access to Qiniu Cloud Storage, …
B 77 55 78 65 74 76 92
2917
vdesabou
Provides intelligent command completion, validation, and contextual help for th…
B 77 55 86 100 N/A 31 95 55
2918
dejo1307
archmcp Claim
archmcp - MCP Architectural Snapshot Server and Knowledge Graph
B 77 54 84 56 N/A 56 95 90
2919
MauriceIsrael
SmartMemory Claim
Neuro-symbolic memory for LLMs (POC)
B 77 54 78 58 N/A 58 95 91
2920
roquevaamonde
YouTube MCP Claim
Enables searching for songs on YouTube and automatically playing them in a web …
B 77 55 90 68 49 80 92
2921
thedaviddias
MCP to explore websites with llms.txt files
B 77 54 86 58 N/A 42 95 94
2922
elminson
TOON MCP Server Claim
Enables users to convert structured data into Token-Oriented Object Notation (T…
B 77 55 90 60 58 80 91
2923
hanweg
mcp-discord Claim
Provides Discord integration capabilities to MCP clients like Claude Desktop.
B 77 55 86 63 47 81 100
2924
twolven
Provides comprehensive stock screening capabilities through Yahoo Finance. Enab…
B 77 54 90 65 N/A 42 90 90
2925
JiantaoFu
An MCP server that provides comprehensive market intelligence by analyzing data…
B 77 55 57 100 52 81 94
2926
cnye36
Enables AI assistants to interact with Slack workspaces through secure OAuth 2.…
B 77 55 84 73 37 82 98
2927
seonglae
MCP Server Claim 1
This TypeScript-based MCP server allows users to manage a simple notes system t…
B 77 54 94 55 29 92 100
2928
ikoskela
wisepanel-mcp Claim
Multi-agent deliberation with divergent context enhancement. Roles are dynamica…
B 77 54 90 61 50 83 94
2929
akshsgaur
Connects Claude to Canvas LMS, enabling students to query their coursework, ass…
B 77 54 88 67 N/A 22 92 99
2930
ccc0168
Modes MCP Server Claim 2
The Modes MCP Server allows for comprehensive management and control over custo…
B 77 54 90 67 N/A 26 92 96
2931
gregario
astronomy-oracle Claim
Accurate astronomical catalog data and observing session planner. 13,000+ deep-…
B 77 54 66 63 N/A 74 95 93
2932
TINKPA
MCP-MinerU Claim
Enables document and image parsing to extract text, tables, and formulas from P…
B 77 54 90 58 N/A 33 95 96
2933
bighippoman
intercept-mcp Claim 1
Multi-tier fallback chain for fetching web content as clean markdown. Handles t…
B 77 55 78 100 N/A 56 83 59
2934
xhiroga
Blender MCP Senpai Claim
Enables AI assistants to analyze Blender 3D models for topology issues like n-g…
B 77 54 72 63 N/A 66 95 91
2935
DanNsk
A knowledge graph memory server using SQLite to provide persistent, isolated co…
B 77 55 86 82 N/A 24 95 83
2936
greatSumini
nanobanana-api-mcp Claim 1
B 77 54 80 72 N/A 47 90 89
2937
ashenud
MySQL MCP Server Claim 1
Enables connecting to and querying MySQL databases directly from Cursor IDE, wi…
B 77 55 84 100 47 81 58
2938
perryjr1444-ux
Automatically analyzes codebases and generates beautiful Mintlify-style documen…
B 77 55 90 100 56 81 47
2939
IzumiSy
Enables connecting to and querying multiple database types (PostgreSQL, MySQL, …
B 77 55 68 100 79 81 56
2940
vinnividivicci
IDS MCP Server Claim
Enables AI agents to create, validate, and manage buildingSMART IDS (Informatio…
B 77 54 94 53 N/A 46 92 93
2941
mrwyndham
pocketbase-mcp Claim
MCP server for building PocketBase apps really quickly - Need a front end quick…
B 77 54 90 36 N/A 69 95 95
2942
bluwork
mongo-scout-mcp Claim
Scout your MongoDB databases with AI - safety features, live monitoring, and da…
B 77 54 76 72 N/A 55 90 87
2943
appliedrelevance
Frappe MCP Server Claim 1
Enables interaction with Frappe Framework sites through comprehensive document …
B 77 55 84 82 34 81 94
2944
tech-sushant
Calculator MCP Server Claim 1
Provides basic mathematical calculation functionality through MCP tools includi…
B 77 54 78 71 31 94 100
2945
hyunjae-labs
Enables Excel file manipulation through Microsoft's official COM automation int…
B 77 55 60 82 N/A 43 95 98
2946
NastyRunner13
Enables AI assistants to search YouTube for videos, channels, and playlists whi…
B 77 55 88 71 39 82 94
2947
meyannis
ClaudePost Claim
Enables seamless email management through natural language conversations with C…
B 77 54 84 60 N/A 46 95 93
2948
ssoma-dev
Enables AI assistants like Claude to interact with Lychee Redmine project manag…
B 77 55 84 77 30 83 99
2949
mahathirmuh
MCP SSH Server Claim 1
Enables seamless SSH operations including secure connections, file transfers, i…
B 77 55 94 100 N/A 31 95 44
2950
florianwittkamp
Enables interaction with Bring! shopping lists through natural language, allowi…
B 77 55 62 72 76 80 98
Showing 2901–2950 of 66402 servers
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