MCP Server Quality Scores

Independent quality analysis of 59993 public MCP servers

59993
Discovered
29919
Scored
2112
Verified
16953
Complete

Last updated 22 minutes ago

Grade Distribution

Score Distribution

# Server Score ↓ Visibility Schema Protocol Reliability Maint. Security Agent Lang
◐ Assessed Scores
22351
kpeacocke
SousChef Claim
Enables comprehensive Chef-to-Ansible migration for enterprise infrastructure w…
C 65 44 60 36 88 82
22352 C 65 33 70 N/A N/A 16 95
22353
dgalarza
YNAB MCP Server Claim
Enables AI assistants to help manage your You Need A Budget (YNAB) finances thr…
C 65 44 74 50 47 81
22354
jemondragon
Connects LLMs to NewsData.io to search for latest news, cryptocurrency trends, …
C 65 44 66 70 35 82
22355
IBazylchuk
Local-first semantic code search across all your repos. Private context for AI …
C 65 43 64 41 N/A 67 89
22356
iunera
druid-mcp-server Claim 1
AI-powered MCP server for Apache Druid cluster management and analytic
C 65 33 54 N/A N/A 72 75
22357
Kvadratni
Speech MCP Claim
A Goose MCP extension providing voice interaction with modern audio visualizati…
C 65 43 90 0 N/A 72 95
22358
richinex
A universal framework for creating and deploying custom Model Context Protocol …
C 65 44 96 32 34 81
22359
nahdd123uosackr
flights-mcp-server Claim 1
C 65 33 56 N/A N/A 39 95
22360
daedalus
mcp-zmq Claim 1
MCP server for ZMQ messaging
C 65 33 39 N/A N/A 67 95
22361
dogmaai
Enables natural language trading operations through Alpaca's API, supporting st…
C 65 44 84 41 45 81
22362
Muvon
mcp-binance-futures Claim 1
MCP server for Binance USDT-M Futures trading — exposes tools for market data, …
C 65 44 53 75 48 82
22363
ajezziriglos-bot
Minimal MCP server that enables network connectivity testing via ping commands …
C 65 33 60 N/A N/A 35 95
22364
akash143antor
vision-mcp Claim 2
An MCP server that analyzes images using OpenRouter's Gemini Flash model, suppo…
C 65 33 63 N/A N/A 30 95
22365
aprilelevengo
swotpal-mcp-server Claim 1
MCP Server for SWOTPal — SWOT analysis tools for AI agents (Claude, Cursor, Win…
C 65 33 57 N/A N/A 55 83
22366
custardcream98
Extracts YouTube video metadata, titles, and descriptions along with transcript…
C 65 43 60 63 N/A 41 92
22367
baidu-xiling
Provides programmatic access to Baidu's Xiling Digital Human platform, enabling…
C 65 44 62 71 40 81
22368
oneWalker
OpenAPI MCP Server Claim
A server that implements the Model Context Protocol (MCP) with StreamableHTTP t…
C 65 44 68 63 41 81
22369
emicklei
melrose Claim
interactive programming of melodies, producing MIDI
C 65 43 60 30 N/A 79 95
22370
kznr02
OpenTester Claim
OpenTester is a testing execution engine designed for AI coding tools (Claude C…
C 65 44 56 58 68 80
22371
Oxidane-bot
An MCP server for downloading academic papers from multiple sources using intel…
C 65 44 45 70 70 81
22372
m2ai-archive
ComfyUI MCP Server Claim
Enables Claude to generate images through a local ComfyUI instance using Stable…
C 65 33 66 N/A N/A 25 95
22373
intellectronica
skillz Claim
An MCP server for loading skills (shim for non-claude clients).
C 65 44 72 32 N/A 74 81
22374
Liam-Deacon
zettelkasten-mcp Claim
Implements the Zettelkasten knowledge management methodology, allowing you to c…
C 65 44 64 57 53 83
22375
emmett-deen
Linear MCP Server Claim 2
A Model Context Protocol server implementation that enables AI assistants to in…
C 65 44 79 63 24 82
22376
TheNextGenNexus
Search court records, patents, and trademarks for legal research
C 65 33 78 N/A N/A 21 83
22377
nguyenvanduocit
Some useful tools for developer, almost everything an engineer need: confluence…
C 65 33 58 N/A N/A 38 95
22378
kenyaclaw
Africa Payments MCP Claim 1
A unified interface for major African payment providers including M-Pesa, Payst…
C 65 44 54 68 55 82
22379
pickpppcc
qBittorrent MCP Claim
A service that provides programmatic access to qBittorrent's WebUI API, enablin…
C 65 44 78 58 32 81
22380
CoderDayton
Semantic Cache MCP Claim
Reduces token consumption by over 80% through intelligent file caching, returni…
C 65 43 60 32 N/A 84 89
22381
tobiasGuta
shodan-mcp Claim
Passive reconnaissance MCP server powered by Shodan, enabling host lookups, sea…
C 65 33 66 N/A N/A 25 95
22382
sbroenne
Full-featured Excel MCP server. 173 operations: Power Query, DAX, VBA, PivotTab…
C 65 43 66 20 N/A 83 95
22383
arkinjo
TogoMCP Claim
Executes SPARQL queries against biological and biomedical RDF databases from th…
C 65 44 68 58 50 81
22384
frankbolero
dotnet-dump-mcp Claim
🤖 An AI-native MCP server for .NET memory dump investigations. Leverage LLMs (C…
C 65 33 52 N/A N/A 46 95
22385
vectra-ai-research
Connects AI assistants to the Vectra AI security platform to enable intelligent…
C 65 44 56 67 48 86
22386
googleworkspace
dev-assist Claim
A monorepo for the Google Workspace Dev Assist project, providing an MCP server…
C 65 43 58 50 N/A 65 89
22387
pdogra1299
Bitbucket MCP Server Claim 1
An MCP server that enables interaction with Bitbucket repositories through the …
C 65 44 77 43 54 81
22388
examplary-ai
Provides AI assistants with access to Examplary's exam management platform, ena…
C 65 44 56 62 61 82
22389
loglmhq
A server that allows AI assistants to browse and read files from specified GitH…
C 65 44 68 68 35 81
22390
yokan-board
Yokan Board MCP Claim
Enables AI agents to interact with Yokan Kanban Board API to manage boards, col…
C 65 44 56 73 48 81
22391
sdiehl
sympy-mcp Claim 1
A MCP server for symbolic manipulation of mathematical expressions
C 65 44 57 58 N/A 66 81
22392
samuelgursky
MCP server integration for DaVinci Resolve providing powerful tools for video e…
C 65 43 80 31 N/A 55 87
22393
praveenc
kiro-powers Claim
Repository of custom kiro powers. https://kiro.dev/docs/powers/
C 65 33 54 N/A N/A 43 95
22394
interzoid
MCP server exposing 29 AI-powered Interzoid data quality APIs — company/name/ad…
C 65 44 84 37 46 82
22395
Stoops0311
Automate and accelerate Indian legal research with intelligent tools that searc…
C 65 43 60 70 N/A 30 92
22396
mckinsey
vizro-mcp Claim
Tools and templates to create validated and maintainable data charts and dashbo…
C 65 43 60 30 N/A 79 96
22397
peakflames
MCP Server for Polarion
C 65 43 71 28 N/A 65 95
22398
scmcphub
Scanpy-MCP Claim
Provides a natural language interface for scRNA-Seq analysis using the Scanpy l…
C 65 44 56 68 55 80
22399
daviddraiumbrella
Provides read-only access to Umbrella Cost finops platform, enabling natural la…
C 65 44 96 40 27 81
22400
back1ply
A Model Context Protocol (MCP) server that enables AI assistants to interact wi…
C 65 33 50 N/A N/A 51 95
Showing 22351–22400 of 59993 servers
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