MCP Server Quality Scores

Independent quality analysis of 67226 public MCP servers

67226
Discovered
32320
Scored
2112
Verified
16953
Complete

Last updated 1 hour, 29 minutes ago

Grade Distribution

Score Distribution

# Server Score ↓ Visibility Schema Protocol Reliability Maint. Security Agent Lang
◐ Assessed Scores
22301
dundas
LivePort MCP Claim
Give AI agents access to your localhost dev server. Zero-config tunnel that wor…
C 65 33 56 N/A N/A 40 95
22302
shaharia-lab
mcp-frontend Claim
Frontend for MCP (Model Context Protocol) Kit for Go - A Complete MCP solutions…
C 65 43 66 38 N/A 64 92
22303
AlwaysSany
Enables interaction with a comprehensive healthcare management system through F…
C 65 44 60 65 47 83
22304
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
22305
atla-ai
Atla Claim
The Atla MCP Server provides a standardized interface for LLMs to interact with…
C 65 44 60 61 59 81
22306
Kvadratni
Speech MCP Claim
A Goose MCP extension providing voice interaction with modern audio visualizati…
C 65 43 90 0 N/A 72 95
22307
dogmaai
Enables natural language trading operations through Alpaca's API, supporting st…
C 65 44 84 41 45 81
22308
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
22309
rwestergren
rachio-mcp Claim 2
MCP server for Rachio sprinkler controllers — schedules, zones, and live wateri…
C 65 33 49 N/A N/A 66 83
22310 C 65 33 54 N/A N/A 44 95
22311
HenriqueCSouzza
Obsidian MCP Local Claim
Enables AI assistants to search, read, create, and modify Markdown notes in loc…
C 65 33 60 N/A N/A 35 95
22312
meta-quest
Agent Tool and Skills for VR Development on Meta Quest
C 65 33 54 N/A N/A 45 95
22313
zaizaizhao
A Model Context Protocol (MCP) server that converts OpenAPI/Swagger specificati…
C 65 44 54 63 64 80
22314
markswendsen-code
crunchyroll Claim 2
MCP server for Crunchyroll anime streaming - search anime, manage watchlist, tr…
C 65 33 63 N/A N/A 29 95
22315
impure0xntk
Wakapi MCP Server Claim
Enables tracking and analyzing development time through the Wakapi API. Provide…
C 65 44 84 41 46 81
22316
kw510
strava-mcp Claim 1
An MCP server for Strava, an app for tracking physical exercise
C 65 44 67 63 49 78
22317
arkinjo
TogoMCP Claim
Executes SPARQL queries against biological and biomedical RDF databases from th…
C 65 44 68 58 50 81
22318
luquimbo
Enables AI assistants to manage OKRs, track goals, and update progress on the T…
C 65 44 60 67 48 81
22319
PushPullCommitPush
ML Lab MCP Claim 1
Transforms AI assistants into a full ML engineering environment for training an…
C 65 44 96 41 30 78
22320
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
22321
scmcphub
Scanpy-MCP Claim
Provides a natural language interface for scRNA-Seq analysis using the Scanpy l…
C 65 44 56 68 55 80
22322
QuantGeekDev
Provides tools for AI agents to search, browse, and retrieve the full documenta…
C 65 33 60 N/A N/A 35 95
22323
oneWalker
OpenAPI MCP Server Claim
A server that implements the Model Context Protocol (MCP) with StreamableHTTP t…
C 65 44 68 63 41 81
22324
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
22325
jiseong-choi
An MCP server that uses AI to analyze code diffs and transform vague commit mes…
C 65 33 59 N/A N/A 35 95
22326
jibberish69
Connects Claude with Microsoft Outlook through the Graph API, providing compreh…
C 65 44 78 66 20 80
22327
danieldunderfelt
Provides emotional support and mental health tools for AI agents, including cri…
C 65 44 86 56 19 81
22328
pickpppcc
qBittorrent MCP Claim
A service that provides programmatic access to qBittorrent's WebUI API, enablin…
C 65 44 78 58 32 81
22329
baidu-xiling
Provides programmatic access to Baidu's Xiling Digital Human platform, enabling…
C 65 44 62 71 40 81
22330
ulcica
Android MCP Claim
Provides powerful inspection and interaction tools for connected android device…
C 65 33 50 N/A N/A 51 95
22331
alexey-pelykh
qontoctl Claim
CLI and MCP server for the Qonto banking API
C 65 43 56 40 N/A 88 84
22332
daviddraiumbrella
Provides read-only access to Umbrella Cost finops platform, enabling natural la…
C 65 44 96 40 27 81
22333
tomatitito
Generates narrated video walkthroughs of git commits, staged/unstaged changes, …
C 65 43 78 41 N/A 36 95
22334
keyurgolani
ThoughtMCP Claim
Implements human-like cognitive architecture for enhanced AI reasoning through …
C 65 43 64 30 N/A 71 95
22335
woyaxnini
MCP server for Chestnyi Znak — Russian product marking system. 10 tools: codes,…
C 65 33 63 N/A N/A 46 83
22336
ahmedeltaher
Azan-MCP Claim 1
Azan-MCP is an open-source Model Context Protocol (MCP) server that brings a co…
C 65 33 48 54 95
22337
claytono
go-unifi-mcp Claim
Manage UniFi sites, devices, clients, networks, port forwarding, DNS, and firew…
C 65 43 60 35 N/A 75 95
22338
besslframework-stack
project-tessera Claim
Local workspace memory for Claude Desktop. Indexes your documents (Markdown, CS…
C 65 43 66 31 N/A 70 95
22339
peakflames
MCP Server for Polarion
C 65 43 71 28 N/A 65 95
22340
rachitkumarrastogi
Unity MCP Server Claim 1
MCP server for Unity: project info, build scenes, agent docs. No Unity Editor. …
C 65 43 57 50 N/A 58 95
22341
iseppo
Estonian e-arveldaja (RIK e-Financials) accounting — invoices, bank import, rep…
C 65 44 72 48 N/A 54 82
22342
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
22343
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
22344
yfmeii
Enables AI assistants to automate WeChat Developer Tools for mini programs, all…
C 65 43 54 62 N/A 55 89
22345
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
22346
rui-branco
Jira MCP Server Claim
Enables users to fetch and search Jira tickets, comments, and attachments direc…
C 65 44 90 38 54 69
22347
custardcream98
Extracts YouTube video metadata, titles, and descriptions along with transcript…
C 65 43 60 63 N/A 41 92
22348
nahdd123uosackr
flights-mcp-server Claim 1
C 65 33 56 N/A N/A 39 95
22349
tobiasGuta
nuclei-mcp Claim
A scoped Nuclei MCP server that only scans targets from HackerOne scope snapsho…
C 65 33 66 N/A N/A 25 95
22350
verivus-oss
AST-based semantic code search: 33 tools, 35 languages, call tracing, impact an…
C 65 43 64 35 N/A 65 95
Showing 22301–22350 of 67226 servers
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