MCP Server Quality Scores

Independent quality analysis of 69236 public MCP servers

69236
Discovered
→
33911
Scored
→
2112
Verified
→
16953
Complete

Last updated 17 minutes ago

Grade Distribution

Score Distribution

# Server Score ↓ Visibility Schema Protocol Reliability Maint. Security Agent Lang
◐ Assessed Scores
22301
danieldunderfelt
Provides emotional support and mental health tools for AI agents, including cri…
C 65 4⁄4 ◐ ⏳ 86 56 — 19 81 —
22302
meta-quest
Agent Tool and Skills for VR Development on Meta Quest
C 65 3⁄3 ◐ ⏳ 54 N/A N/A 45 95 —
22303
knitli
codeweaver ⚡ Claim 2
Semantic code search built for AI agents. Hybrid, AST-aware, context for 166 la…
C 65 4⁄3 ◐ ⏳ 58 68 N/A 84 57 —
22304
gustavoeenriquez
MakerAi Claim
The AI Operating System for Delphi. 100% native framework with RAG 2.0, autonom…
C 65 3⁄3 ◐ ⏳ 52 N/A N/A 48 95 — PA
22305
kw510
strava-mcp Claim 1
An MCP server for Strava, an app for tracking physical exercise
C 65 4⁄4 ◐ ⏳ 67 63 — 49 78 —
22306
vectra-ai-research
Connects AI assistants to the Vectra AI security platform to enable intelligent…
C 65 4⁄4 ◐ ⏳ 56 67 — 48 86 —
22307
myque08
savvyscratch ⚡ Claim 1
MCP server for Savvy Scratch — scratch-off lottery game analysis powered by pro…
C 65 3⁄3 ◐ ⏳ 57 N/A N/A 37 95 —
22308
QuantGeekDev
Provides tools for AI agents to search, browse, and retrieve the full documenta…
C 65 3⁄3 ◐ ⏳ 60 N/A N/A 35 95 —
22309
rwestergren
rachio-mcp ⚡ Claim 2
MCP server for Rachio sprinkler controllers — schedules, zones, and live wateri…
C 65 3⁄3 ◐ ⏳ 49 N/A N/A 66 83 —
22310
iunera
druid-mcp-server ⚡ Claim 1
AI-powered MCP server for Apache Druid cluster management and analytic
C 65 3⁄3 ◐ ⏳ 54 N/A N/A 72 75 —
22311
arkinjo
TogoMCP ⚡ Claim
Executes SPARQL queries against biological and biomedical RDF databases from th…
C 65 4⁄4 ◐ ⏳ 68 58 — 50 81 —
22312
wowinter13
solscan-mcp Claim
An MCP tool for querying Solana transactions using natural language with Solsca…
C 65 4⁄3 ◐ ⏳ 64 68 N/A 27 92 —
22313
CoderDayton
Semantic Cache MCP ⚡ Claim
Reduces token consumption by over 80% through intelligent file caching, returni…
C 65 4⁄3 ◐ ⏳ 60 32 N/A 84 89 —
22314
popechia
ABANCA MCP Server ⚡ Claim
Connects the ABANCA OpenBanking API (PSD2) with LLMs to provide secure access t…
C 65 3⁄3 ◐ ⏳ 62 N/A N/A 32 95 —
22315
jiseong-choi
An MCP server that uses AI to analyze code diffs and transform vague commit mes…
C 65 3⁄3 ◐ ⏳ 59 N/A N/A 35 95 —
22316
Galadriel-Tech-Solutions
CloudPulse MCP Server ⚡ Claim 2
Cross-cloud observability for AI agents. Discover resources, correlate logs, an…
C 65 3⁄3 ◐ ⏳ 76 — — 53 60 —
22317
heffrey78
D&D 5E MCP Server ⚡ Claim 1
Provides comprehensive access to Dungeons & Dragons 5th Edition content through…
C 65 4⁄4 ◐ ⏳ 84 56 — 23 80 —
22318
LinuxDevil
Create-MCP ⚡ Claim
A modern CLI tool for generating production-ready Model Context Protocol (MCP) …
C 65 4⁄3 ◐ ⏳ 60 45 N/A 65 92 —
22319
yokan-board
Yokan Board MCP ⚡ Claim
Enables AI agents to interact with Yokan Kanban Board API to manage boards, col…
C 65 4⁄4 ◐ ⏳ 56 73 — 48 81 —
22320
yfmeii
Enables AI assistants to automate WeChat Developer Tools for mini programs, all…
C 65 4⁄3 ◐ ⏳ 54 62 N/A 55 89 —
22321
Liam-Deacon
zettelkasten-mcp ⚡ Claim
Implements the Zettelkasten knowledge management methodology, allowing you to c…
C 65 4⁄4 ◐ ⏳ 64 57 — 53 83 —
22322
Ucode-io
A server that implements the Model Context Protocol (MCP) standard, enabling LL…
C 65 4⁄4 ◐ ⏳ 78 67 — 19 81 —
22323
akash143antor
vision-mcp ⚡ Claim 2
An MCP server that analyzes images using OpenRouter's Gemini Flash model, suppo…
C 65 3⁄3 ◐ ⏳ 63 N/A N/A 30 95 —
22324
claytono
go-unifi-mcp ⚡ Claim
Manage UniFi sites, devices, clients, networks, port forwarding, DNS, and firew…
C 65 4⁄3 ◐ ⏳ 60 35 N/A 75 95 —
22325
Utakata
Enables comprehensive management of Google Apps Script projects, including proj…
C 65 4⁄4 ◐ ⏳ 90 66 — 19 69 —
22326
granular-software
mcpresso ⚡ Claim
TypeScript framework to build robust, agent-ready MCP servers around your APIs.
C 65 4⁄3 ◐ ⏳ 84 30 N/A 39 95 —
22327
ampcome-mcps
Shortcut MCP Server ⚡ Claim 1
A Model Context Protocol server that integrates Shortcut project management fun…
C 65 4⁄4 ◐ ⏳ 63 68 — 43 81 —
22328
Meima-Ely
A beginner MCP server that enables Claude to read local text, CSV, and Markdown…
C 65 3⁄3 ◐ ⏳ 58 N/A N/A 35 95 —
22329
gitkraken
gk-cli Claim
The GitKraken MCP Server for managing repos, PRs, issues across GitHub, GitLab,…
C 65 3⁄3 ◐ ⏳ 50 N/A N/A 49 95 —
22330
Epistates
turbovault Claim
Markdown and OFM SDK w/ MCP server that transforms your Obsidian vault into an …
C 65 4⁄3 ◐ ⏳ 60 33 N/A 78 92 —
22331
oneWalker
OpenAPI MCP Server ⚡ Claim
A server that implements the Model Context Protocol (MCP) with StreamableHTTP t…
C 65 4⁄4 ◐ ⏳ 68 63 — 41 81 —
22332
baidu-xiling
Provides programmatic access to Baidu's Xiling Digital Human platform, enabling…
C 65 4⁄4 ◐ ⏳ 62 71 — 40 81 —
22333
sdiehl
USolver ⚡ Claim
A best-effort universal logic and numerical solver interface using MCP that imp…
C 65 4⁄3 ◐ ⏳ 54 56 N/A 68 87 —
22334
rachitkumarrastogi
Unity MCP Server ⚡ Claim 1
MCP server for Unity: project info, build scenes, agent docs. No Unity Editor. …
C 65 4⁄3 ◐ ⏳ 57 50 N/A 58 95 —
22335
mcp360
mTarsier Claim
mTarsier - The Open Source MCP & Skill Manager for Claude, Cursor, VS Code & an…
C 65 4⁄3 ◐ ⏳ 64 36 N/A 73 90 —
22336
PaddleHQ
Paddle MCP Server ⚡ Claim 1
A Model Context Protocol server that provides tools for interacting with the Pa…
C 65 4⁄4 ◐ ⏳ 49 65 — 68 83 —
22337
woyaxnini
MCP server for Chestnyi Znak — Russian product marking system. 10 tools: codes,…
C 65 3⁄3 ◐ ⏳ 63 N/A N/A 46 83 —
22338
llnl
ParaView-MCP Claim
Integrates multimodal large language models with ParaView to enable the creatio…
C 65 4⁄3 ◐ ⏳ 82 30 N/A 48 90 —
22339
dogmaai
Enables natural language trading operations through Alpaca's API, supporting st…
C 65 4⁄4 ◐ ⏳ 84 41 — 45 81 —
22340
Itzelma2310
mcp-wechat-server ⚡ Claim
Enables AI applications to send and read WeChat messages on Windows PCs through…
C 65 3⁄3 ◐ ⏳ 60 N/A N/A 32 95 —
22341
maxgerhardson
Sentrik Claim
Governance runtime for AI-generated code. Enforce compliance and security stand…
C 65 3⁄3 ◐ ⏳ 54 N/A N/A 42 95 —
22342
tomatitito
Generates narrated video walkthroughs of git commits, staged/unstaged changes, …
C 65 4⁄3 ◐ ⏳ 78 41 N/A 36 95 —
22343
Natfii
UnrealClaude Claim
Claude Code CLI integration for Unreal Engine 5.7 - Get AI coding assistance wi…
C 65 3⁄3 ◐ ⏳ 54 N/A N/A 45 95 — C
22344
ahmedeltaher
Azan-MCP Claim 1
Azan-MCP is an open-source Model Context Protocol (MCP) server that brings a co…
C 65 3⁄3 ◐ ⏳ 48 — — 54 95 —
22345
OldJii
mcp-dock Claim
MCP Server & Config Manager for 14 AI Clients — Cursor, VS Code, Claude Code, G…
C 65 3⁄3 ◐ ⏳ 52 N/A N/A 48 95 —
22346
atla-ai
Atla ⚡ Claim
The Atla MCP Server provides a standardized interface for LLMs to interact with…
C 65 4⁄4 ◐ ⏳ 60 61 — 59 81 —
22347
TheNextGenNexus
Search court records, patents, and trademarks for legal research
C 65 3⁄3 ◐ ⏳ 78 N/A N/A 21 83 —
22348
daviddraiumbrella
Provides read-only access to Umbrella Cost finops platform, enabling natural la…
C 65 4⁄4 ◐ ⏳ 96 40 — 27 81 —
22349
iseppo
Estonian e-arveldaja (RIK e-Financials) accounting — invoices, bank import, rep…
C 65 4⁄4 ◐ ⏳ 72 48 N/A 54 82 —
22350
AlwaysSany
Enables interaction with a comprehensive healthcare management system through F…
C 65 4⁄4 ◐ ⏳ 60 65 — 47 83 —
Showing 22301–22350 of 69236 servers
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