MCP Server Quality Scores

Independent quality analysis of 30006 public MCP servers

30006
Discovered
24039
Scored
1224
Verified
16961
Complete

Last updated 2 weeks, 6 days ago

Grade Distribution

Score Distribution

# Server Score ↓ Visibility Schema Protocol Reliability Maint. Security Agent Lang
◉ Complete Scores
6351
Octember
Provide comprehensive flight and accommodation search capabilities using the Du…
B 72 54 88 66 N/A 27 90 73
6352
cbwinslow
OpenDiscourse MCP Claim 1
Enables access to comprehensive U.S. legislative and governmental data from Gov…
B 72 55 84 65 33 76 93
6353
firetix
A Model Context Protocol server providing security vulnerability intelligence t…
B 72 55 75 55 48 82 98
6354
indexnetwork
Enables ChatGPT integration with Index Network's discovery protocol through MCP…
B 72 55 78 68 30 81 93
6355
elizabethsiegle
A Cloudflare Workers-based MCP server that enables AI tools without requiring a…
B 72 55 94 62 29 80 80
6356
sudenurozturkk
Provides real-time weather data from Open-Meteo API, mathematical calculations,…
B 72 55 78 73 24 81 89
6357
tko85
Enables conversational processing of Daily Status Reports (DSR) by extracting, …
B 72 55 92 56 32 81 89
6358
LostInBrittany
A domain-specific MCP server that provides optimized API access to the RAGmonst…
B 72 55 80 58 36 80 96
6359
serranom
My MCP Server Claim 1
An extensible TypeScript-based MCP server designed for Claude Code with a modul…
B 72 54 78 66 N/A 29 87 86
6360 B 72 54 62 66 N/A 40 90 95
6361
RealDealCPA-VR
Automates comprehensive accounting workflows including bookkeeping, tax plannin…
B 72 54 80 55 N/A 21 95 96
6362
realpeterz
Mask Editor Claim
Allows users to upload images and paint selections with a brush tool to generat…
B 72 54 74 57 N/A 35 92 94
6363
pistachiomatt
NanoBanana MCP Claim 2
An MCP server that brings Google Gemini's image generation and editing capabili…
B 72 55 63 71 48 78 97
6364
mozillazg
kube-audit-mcp Claim 1
MCP Server for Kubernetes Audit Logs.
B 72 55 71 41 73 81 98
6365
fabian1710
MCP Intercom Server Claim 2
Provides access to Intercom conversations and chats through the Model Context P…
B 72 55 86 68 17 81 93
6366
am2rican5
Integrates Google Calendar with AI assistants through the Model Context Protoco…
B 72 55 66 71 50 81 90
6367
heyjustinai
Prompt Ops MCP Claim
Optimizes prompts using meta-prompting techniques through a two-turn approach t…
B 72 55 78 63 44 81 87
6368
jihsin
EKMS MCP Server Claim
Enables Claude to search, query, and interact with an Enterprise Knowledge Mana…
B 72 55 88 100 27 81 44
6369
drAbreu
Enables streamlined academic research and author disambiguation by providing AI…
B 72 55 74 66 48 82 86
6370
Siddhant-K-code
Enables AI-powered creation, configuration, and management of DevContainer envi…
B 72 54 78 50 N/A 39 95 89
6371
avatrix1
Extracts structured JSON data from unstructured text using predefined schemas f…
B 72 55 66 100 33 81 69
6372
jazib
homebase Claim
School district lookup, PA EIT tax rates, and mortgage affordability calculator
B 72 44 54 N/A N/A 37 95 98
6373
dennypradipta
Enables date and time operations including formatting, arithmetic, comparisons,…
B 72 55 74 60 45 81 96
6374
softgridinc-pte-ltd
A Model Context Protocol (MCP) server that provides tools for reading Excel (xl…
B 72 55 86 50 43 81 92
6375
itzdaimy
Enables AI assistants to read, build, and edit 247afk scripts in real-time thro…
B 72 55 66 61 N/A 50 82 99
6376
lintyourcode
Perception-MCP Claim
Enables asking questions about image, audio, or video files using state-of-the-…
B 72 55 62 82 24 81 100
6377
igorilic
Enables AI assistants to interact with Obsidian vaults for creating, reading, s…
B 72 55 90 95 33 81 41
6378
srigi
MCP server for searching images with Google
B 72 55 57 73 58 81 90
6379
houtj
mcp-server-dlis Claim 1
A Model Context Protocol server that provides DLIS (Digital Log Interchange Sta…
B 72 54 77 56 N/A 39 92 91
6380
zilliztech
Claude Context Claim
Claude Context is an MCP plugin that adds semantic code search to Claude Code a…
B 72 55 76 42 72 80 91
6381
ruibaby
1Panel MCP Server Claim
An experimental server implementing Model Context Protocol to automate website …
B 72 55 84 100 48 81 31
6382
Atomic-Germ
mcp-resonance Claim
Monitors and analyzes interactions between MCP servers to detect emergent patte…
B 72 55 86 87 N/A 29 95 43
6383
azharlabs
MCP Jupyter Server Claim
Enables inspection and editing of Jupyter notebook files (.ipynb) through tools…
B 72 55 78 82 N/A 42 95 51
6384
dazeb
A powerful Model Context Protocol server that enables AI assistants to manage C…
B 72 54 54 72 N/A 32 95 100
6385
frndchagas
Coolify MCP Claim 2
MCP server for Coolify API operations.
B 72 54 63 65 N/A 56 83 92
6386
Algiras
skillz Claim 1
Self-extending MCP server - build and execute custom AI tools at runtime
B 72 54 66 56 N/A 78 82 82
6387
anis-marrouchi
A Model Context Protocol server that converts diverse file types, including PDF…
B 72 55 63 70 45 81 96
6388
lincw
CWA MCP Server Claim 1
A lightweight Node.js server that connects Claude Desktop to Taiwan's Central W…
B 72 55 80 100 40 82 40
6389
newerton
Status Invest MCP Server
B 72 55 66 57 69 82 87
6390
songlairui
Enables creation and management of knowledge graphs with entities, relationship…
B 72 55 80 68 21 81 94
6391
botanicastudios
A server that bridges MCP tool calls to JSON-RPC function calls over socket con…
B 72 55 78 71 49 81 71
6392
gunjanjp
A Model Context Protocol server that enables Claude Desktop to execute bash com…
B 72 54 57 53 N/A 60 95 100
6393
KaranThink41
Keka MCP Server Claim
Integrates with Keka HR platform to manage employee profiles, attendance, leave…
B 72 55 78 66 25 81 99
6394
codewithpassion
A remote Model Context Protocol server template for Cloudflare Workers with bui…
B 72 55 72 73 29 80 97
6395
SUSE
suse-ai-up Claim
A comprehensive platform for managing and proxying Model Context Protocol (MCP)…
B 72 54 90 41 N/A 60 95 71
6396
jameswilliamwisdom
Provides pay-per-use tools for AI agents like web screenshots and crypto intell…
B 72 55 60 72 48 81 95
6397
prem2230
Notes MCP Server Claim
A simple server for saving, listing, and searching notes persisted to a local J…
B 72 44 54 N/A N/A 35 95 100
6398
AllAboutAI-YT
MCPGame Claim
A multiplayer first-person 3D virtual house environment with interactive elemen…
B 72 55 84 62 19 81 100
6399
srcnysf
Clawslist MCP Server Claim 1
Enables AI agents to interact with the Clawslist marketplace to browse, create,…
B 72 55 84 63 27 82 94
6400
shanyang-me
Publish, search, and manage Xiaohongshu (Little Red Book) content via MCP tools.
B 72 54 76 41 N/A 47 95 99
Showing 6351–6400 of 30006 servers
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