MCP Server Quality Scores
Independent quality analysis of 66518 public MCP servers
Last updated 49 minutes ago
Grade Distribution
Score Distribution
| # | Server | Score ↓ | ||||||||
|---|---|---|---|---|---|---|---|---|---|---|
| ◐ Assessed Scores | ||||||||||
| 22301 |
SousChef
Claim
Enables comprehensive Chef-to-Ansible migration for enterprise infrastructure w…
|
C 65 4⁄4 | ||||||||
| 22302 |
MCP server for generating and editing images through Polza AI using Google Gemi…
|
C 65 3⁄3 | ||||||||
| 22303 |
Provides production-grade tools for YouTube channel resolution, video metadata …
|
C 65 4⁄4 | ||||||||
| 22304 |
A server for managing and controlling Marvin, providing an interface for intera…
|
C 65 4⁄3 | ||||||||
| 22305 |
A Model Context Protocol server that integrates Shortcut project management fun…
|
C 65 4⁄4 | ||||||||
| 22306 |
Enables complete natural language control of Godot Engine 4.5+ with 76 tools fo…
|
C 65 4⁄3 | ||||||||
| 22307 |
Umbrella MCP Server
Claim
Provides read-only access to Umbrella Cost finops platform, enabling natural la…
|
C 65 4⁄4 | ||||||||
| 22308 |
Track and optimize AI API spending across 16 providers with live pricing.
|
C 65 3⁄3 | ||||||||
| 22309 |
Implements the Zettelkasten knowledge management methodology, allowing you to c…
|
C 65 4⁄4 | ||||||||
| 22310 |
A unified interface for major African payment providers including M-Pesa, Payst…
|
C 65 4⁄4 | ||||||||
| 22311 |
MCP Server for Polarion
|
C 65 4⁄3 | ||||||||
| 22312 |
AgentRunKit
Claim
Swift 6 agent SDK: type-safe tools, streaming, cloud + on-device inference via …
|
C 65 3⁄3 | ||||||||
| 22313 |
Sentrik
Claim
Governance runtime for AI-generated code. Enforce compliance and security stand…
|
C 65 3⁄3 | ||||||||
| 22314 |
Enables Claude to generate images through a local ComfyUI instance using Stable…
|
C 65 3⁄3 | ||||||||
| 22315 |
unified-knowledge-system
Claim
A comprehensive unified knowledge management system integrating multiple data s…
|
C 65 3⁄3 | ||||||||
| 22316 |
Manage UniFi sites, devices, clients, networks, port forwarding, DNS, and firew…
|
C 65 4⁄3 | ||||||||
| 22317 |
Local workspace memory for Claude Desktop. Indexes your documents (Markdown, CS…
|
C 65 4⁄3 | ||||||||
| 22318 |
An AI-powered native browser that provides 12 MCP tools for AI clients to brows…
|
C 65 5⁄5 | ||||||||
| 22319 |
Provides AI assistants with access to Examplary's exam management platform, ena…
|
C 65 4⁄4 | ||||||||
| 22320 |
ExergyNet thermodynamic compute settlement for autonomous agents.
|
C 65 3⁄3 | ||||||||
| 22321 |
Enables AI agents to interact with Yokan Kanban Board API to manage boards, col…
|
C 65 4⁄4 | ||||||||
| 22322 |
mcp-swagger-server
Claim
A Model Context Protocol (MCP) server that converts OpenAPI/Swagger specificati…
|
C 65 4⁄4 | ||||||||
| 22323 |
An MCP server for the CivNode 'slow web' social platform that enables interacti…
|
C 65 4⁄4 | ||||||||
| 22324 |
Enables AI assistants to help manage your You Need A Budget (YNAB) finances thr…
|
C 65 4⁄4 | ||||||||
| 22325 |
kiro-powers
Claim
Repository of custom kiro powers. https://kiro.dev/docs/powers/
|
C 65 3⁄3 | ||||||||
| 22326 |
Golang implementation for local file system access.
|
C 65 4⁄3 | ||||||||
| 22327 |
MCP Server Security Standard (MSSS): an open, testable security control standar…
|
C 65 3⁄3 | ||||||||
| 22328 |
FantasyPremierLeague
Claim
Fantasy Premier League Kotlin/Compose Multiplatform sample
|
C 65 3⁄3 | ||||||||
| 22329 |
Excel-Power-Pivot-MCP
Claim
A Model Context Protocol (MCP) server that enables AI assistants to interact wi…
|
C 65 3⁄3 | ||||||||
| 22330 |
MCP that provides fast, token-efficient tools for navigating, searching, and un…
|
C 65 3⁄3 | ||||||||
| 22331 |
A Model Context Protocol server implementation that enables AI assistants to in…
|
C 65 4⁄4 | ||||||||
| 22332 |
An AI-powered eldercare platform that enables AI agents to monitor passive sens…
|
C 65 4⁄4 | ||||||||
| 22333 |
An MCP server for loading skills (shim for non-claude clients).
|
C 65 4⁄4 | ||||||||
| 22334 |
Passive reconnaissance MCP server powered by Shodan, enabling host lookups, sea…
|
C 65 3⁄3 | ||||||||
| 22335 |
MCP server for Forge, Voxell's hosted text-embedding API. Tools: embed and list…
|
C 65 3⁄3 | ||||||||
| 22336 |
MCP server for Savvy Scratch — scratch-off lottery game analysis powered by pro…
|
C 65 3⁄3 | ||||||||
| 22337 |
Ping Host MCP
Claim
Minimal MCP server that enables network connectivity testing via ping commands …
|
C 65 3⁄3 | ||||||||
| 22338 |
Connects LLMs to NewsData.io to search for latest news, cryptocurrency trends, …
|
C 65 4⁄4 | ||||||||
| 22339 |
Enables AI assistants to interact with Clojure REPLs for evaluating code, perfo…
|
C 65 4⁄3 | ||||||||
| 22340 |
An MCP server that uses AI to analyze code diffs and transform vague commit mes…
|
C 65 3⁄3 | ||||||||
| 22341 |
EspoCRM-MCP
Claim
Open source MCP server for EspoCRM
|
C 65 4⁄3 | ||||||||
| 22342 |
LLM-based code review MCP server with AST-powered smart context extraction. Sup…
|
C 65 4⁄3 | ||||||||
| 22343 |
MakerAi
Claim
The AI Operating System for Delphi. 100% native framework with RAG 2.0, autonom…
|
C 65 3⁄3 | ||||||||
| 22344 |
Generates narrated video walkthroughs of git commits, staged/unstaged changes, …
|
C 65 4⁄3 | ||||||||
| 22345 |
An MCP server that provides audiobook pipeline tools for the CollapsingWave pla…
|
C 65 3⁄3 | ||||||||
| 22346 |
A modern CLI tool for generating production-ready Model Context Protocol (MCP) …
|
C 65 4⁄3 | ||||||||
| 22347 |
Tools and templates to create validated and maintainable data charts and dashbo…
|
C 65 4⁄3 | ||||||||
| 22348 |
A Model Context Protocol (MCP) server that enables Claude or other LLMs to fetc…
|
C 65 4⁄4 | ||||||||
| 22349 |
turbovault
Claim
Markdown and OFM SDK w/ MCP server that transforms your Obsidian vault into an …
|
C 65 4⁄3 | ||||||||
| 22350 |
MCP File Explorer
Claim
A beginner MCP server that enables Claude to read local text, CSV, and Markdown…
|
C 65 3⁄3 | ||||||||