MCP Server Quality Scores

Independent quality analysis of 67226 public MCP servers

67226
Discovered
32320
Scored
2112
Verified
16953
Complete

Last updated 1 hour, 21 minutes ago

Grade Distribution

Score Distribution

# Server Score ↓ Visibility Schema Protocol Reliability Maint. Security Agent Lang
◐ Assessed Scores
22401
Meima-Ely
A beginner MCP server that enables Claude to read local text, CSV, and Markdown…
C 65 33 58 N/A N/A 35 95
22402
gustavoeenriquez
MakerAi Claim
The AI Operating System for Delphi. 100% native framework with RAG 2.0, autonom…
C 65 33 52 N/A N/A 48 95 PA
22403
Liam-Deacon
zettelkasten-mcp Claim
Implements the Zettelkasten knowledge management methodology, allowing you to c…
C 65 44 64 57 53 83
22404
sdiehl
sympy-mcp Claim 1
A MCP server for symbolic manipulation of mathematical expressions
C 65 44 57 58 N/A 66 81
22405
TheNextGenNexus
Search court records, patents, and trademarks for legal research
C 65 33 78 N/A N/A 21 83
22406
joreilly
Fantasy Premier League Kotlin/Compose Multiplatform sample
C 65 33 48 N/A N/A 52 95 JU
22407
salvo10f
godotiq Claim
Intelligent MCP server for Godot 4. Spatial intelligence, code analysis, 35 too…
C 65 33 54 N/A N/A 45 95
22408
Taurus-Ai-Corp
An AI-powered eldercare platform that enables AI agents to monitor passive sens…
C 65 44 64 61 50 80
22409
daviddraiumbrella
Provides read-only access to Umbrella Cost finops platform, enabling natural la…
C 65 44 96 40 27 81
22410
VoxellInc
forge Claim 1
MCP server for Forge, Voxell's hosted text-embedding API. Tools: embed and list…
C 65 33 45 N/A N/A 74 83
22411
tje8x
anvx Claim
Track and optimize AI API spending across 16 providers with live pricing.
C 65 33 54 N/A N/A 44 95
22412
sbroenne
Full-featured Excel MCP server. 173 operations: Power Query, DAX, VBA, PivotTab…
C 65 43 66 20 N/A 83 95
22413 C 65 33 70 N/A N/A 16 95
22414
jemondragon
Connects LLMs to NewsData.io to search for latest news, cryptocurrency trends, …
C 65 44 66 70 35 82
22415
sdiehl
USolver Claim
A best-effort universal logic and numerical solver interface using MCP that imp…
C 65 43 54 56 N/A 68 87
22416
jsuarezruiz
This is a MCP designed to manage and interact with mobile devices and simulator…
C 65 33 58 N/A N/A 35 95
22417
Tom-Ryder
AgentRunKit Claim
Swift 6 agent SDK: type-safe tools, streaming, cloud + on-device inference via …
C 65 33 54 N/A N/A 42 95
22418
munozu
Vigentic MCP Claim 1
A Model Context Protocol server that utilizes a headless Neovim instance as an …
C 65 33 57 N/A N/A 37 95
22419
granular-software
mcpresso Claim
TypeScript framework to build robust, agent-ready MCP servers around your APIs.
C 65 43 84 30 N/A 39 95
22420
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
22421
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
22422
tsvikas
Marvin MCP Server Claim
A server for managing and controlling Marvin, providing an interface for intera…
C 65 43 62 60 N/A 49 87
22423
kznr02
OpenTester Claim
OpenTester is a testing execution engine designed for AI coding tools (Claude C…
C 65 44 56 58 68 80
22424
glonorce
YouTube MCP Claim
Provides production-grade tools for YouTube channel resolution, video metadata …
C 65 44 64 47 67 84
22425
Natfii
UnrealClaude Claim
Claude Code CLI integration for Unreal Engine 5.7 - Get AI coding assistance wi…
C 65 33 54 N/A N/A 45 95 C
22426
richinex
A universal framework for creating and deploying custom Model Context Protocol …
C 65 44 96 32 34 81
22427
ivanantigravity-lgtm
MCP server for generating and editing images through Polza AI using Google Gemi…
C 65 33 42 N/A N/A 63 95
22428
heffrey78
D&D 5E MCP Server Claim 1
Provides comprehensive access to Dungeons & Dragons 5th Edition content through…
C 65 44 84 56 23 80
22429
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
22430
BetterThanTomorrow
Enables AI assistants to interact with Clojure REPLs for evaluating code, perfo…
C 65 43 78 10 N/A 76 95
22431
verivus-oss
AST-based semantic code search: 33 tools, 35 languages, call tracing, impact an…
C 65 43 64 35 N/A 65 95
22432
mcp360
mTarsier Claim
mTarsier - The Open Source MCP & Skill Manager for Claude, Cursor, VS Code & an…
C 65 43 64 36 N/A 73 90
22433
MigoXLab
Dingo MCP Server
C 65 43 60 27 N/A 82 95
22434
Probably-Computers
Turns your Obsidian vault into an AI memory palace, enabling AI assistants to s…
C 65 43 48 57 N/A 66 92
22435
selvage-lab
selvage Claim
LLM-based code review MCP server with AST-powered smart context extraction. Sup…
C 65 43 60 43 N/A 65 95
22436
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
22437
QuantGeekDev
Provides tools for AI agents to search, browse, and retrieve the full documenta…
C 65 33 60 N/A N/A 35 95
22438
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
22439
kw510
strava-mcp Claim 1
An MCP server for Strava, an app for tracking physical exercise
C 65 44 67 63 49 78
22440
arkinjo
TogoMCP Claim
Executes SPARQL queries against biological and biomedical RDF databases from th…
C 65 44 68 58 50 81
22441
scmcphub
Scanpy-MCP Claim
Provides a natural language interface for scRNA-Seq analysis using the Scanpy l…
C 65 44 56 68 55 80
22442
oneWalker
OpenAPI MCP Server Claim
A server that implements the Model Context Protocol (MCP) with StreamableHTTP t…
C 65 44 68 63 41 81
22443
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
22444
impure0xntk
Wakapi MCP Server Claim
Enables tracking and analyzing development time through the Wakapi API. Provide…
C 65 44 84 41 46 81
22445
pickpppcc
qBittorrent MCP Claim
A service that provides programmatic access to qBittorrent's WebUI API, enablin…
C 65 44 78 58 32 81
22446
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
22447
luquimbo
Enables AI assistants to manage OKRs, track goals, and update progress on the T…
C 65 44 60 67 48 81
22448
jibberish69
Connects Claude with Microsoft Outlook through the Graph API, providing compreh…
C 65 44 78 66 20 80
22449
zaizaizhao
A Model Context Protocol (MCP) server that converts OpenAPI/Swagger specificati…
C 65 44 54 63 64 80
22450
baidu-xiling
Provides programmatic access to Baidu's Xiling Digital Human platform, enabling…
C 65 44 62 71 40 81
Showing 22401–22450 of 67226 servers
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