MCP Server Quality Scores
Independent quality analysis of 59993 public MCP servers
Last updated 22 minutes ago
Grade Distribution
Score Distribution
| # | Server | Score ↓ | ||||||||
|---|---|---|---|---|---|---|---|---|---|---|
| ◐ Assessed Scores | ||||||||||
| 22351 |
SousChef
Claim
Enables comprehensive Chef-to-Ansible migration for enterprise infrastructure w…
|
C 65 4⁄4 | ||||||||
| 22352 |
|
C 65 3⁄3 | ||||||||
| 22353 |
Enables AI assistants to help manage your You Need A Budget (YNAB) finances thr…
|
C 65 4⁄4 | ||||||||
| 22354 |
Connects LLMs to NewsData.io to search for latest news, cryptocurrency trends, …
|
C 65 4⁄4 | ||||||||
| 22355 |
Local-first semantic code search across all your repos. Private context for AI …
|
C 65 4⁄3 | ||||||||
| 22356 |
AI-powered MCP server for Apache Druid cluster management and analytic
|
C 65 3⁄3 | ||||||||
| 22357 |
A Goose MCP extension providing voice interaction with modern audio visualizati…
|
C 65 4⁄3 | ||||||||
| 22358 |
Berry MCP Server
Claim
A universal framework for creating and deploying custom Model Context Protocol …
|
C 65 4⁄4 | ||||||||
| 22359 |
|
C 65 3⁄3 | ||||||||
| 22360 |
MCP server for ZMQ messaging
|
C 65 3⁄3 | ||||||||
| 22361 |
Enables natural language trading operations through Alpaca's API, supporting st…
|
C 65 4⁄4 | ||||||||
| 22362 |
MCP server for Binance USDT-M Futures trading — exposes tools for market data, …
|
C 65 4⁄4 | ||||||||
| 22363 |
Ping Host MCP
Claim
Minimal MCP server that enables network connectivity testing via ping commands …
|
C 65 3⁄3 | ||||||||
| 22364 |
An MCP server that analyzes images using OpenRouter's Gemini Flash model, suppo…
|
C 65 3⁄3 | ||||||||
| 22365 |
MCP Server for SWOTPal — SWOT analysis tools for AI agents (Claude, Cursor, Win…
|
C 65 3⁄3 | ||||||||
| 22366 |
Extracts YouTube video metadata, titles, and descriptions along with transcript…
|
C 65 4⁄3 | ||||||||
| 22367 |
Provides programmatic access to Baidu's Xiling Digital Human platform, enabling…
|
C 65 4⁄4 | ||||||||
| 22368 |
A server that implements the Model Context Protocol (MCP) with StreamableHTTP t…
|
C 65 4⁄4 | ||||||||
| 22369 |
melrose
Claim
interactive programming of melodies, producing MIDI
|
C 65 4⁄3 | ||||||||
| 22370 |
OpenTester
Claim
OpenTester is a testing execution engine designed for AI coding tools (Claude C…
|
C 65 4⁄4 | ||||||||
| 22371 |
An MCP server for downloading academic papers from multiple sources using intel…
|
C 65 4⁄4 | ||||||||
| 22372 |
Enables Claude to generate images through a local ComfyUI instance using Stable…
|
C 65 3⁄3 | ||||||||
| 22373 |
An MCP server for loading skills (shim for non-claude clients).
|
C 65 4⁄4 | ||||||||
| 22374 |
Implements the Zettelkasten knowledge management methodology, allowing you to c…
|
C 65 4⁄4 | ||||||||
| 22375 |
A Model Context Protocol server implementation that enables AI assistants to in…
|
C 65 4⁄4 | ||||||||
| 22376 |
legal-mcp-server
Claim
Search court records, patents, and trademarks for legal research
|
C 65 3⁄3 | ||||||||
| 22377 |
Some useful tools for developer, almost everything an engineer need: confluence…
|
C 65 3⁄3 | ||||||||
| 22378 |
A unified interface for major African payment providers including M-Pesa, Payst…
|
C 65 4⁄4 | ||||||||
| 22379 |
A service that provides programmatic access to qBittorrent's WebUI API, enablin…
|
C 65 4⁄4 | ||||||||
| 22380 |
Reduces token consumption by over 80% through intelligent file caching, returni…
|
C 65 4⁄3 | ||||||||
| 22381 |
Passive reconnaissance MCP server powered by Shodan, enabling host lookups, sea…
|
C 65 3⁄3 | ||||||||
| 22382 |
mcp-server-excel
Claim
Full-featured Excel MCP server. 173 operations: Power Query, DAX, VBA, PivotTab…
|
C 65 4⁄3 | ||||||||
| 22383 |
Executes SPARQL queries against biological and biomedical RDF databases from th…
|
C 65 4⁄4 | ||||||||
| 22384 |
🤖 An AI-native MCP server for .NET memory dump investigations. Leverage LLMs (C…
|
C 65 3⁄3 | ||||||||
| 22385 |
Connects AI assistants to the Vectra AI security platform to enable intelligent…
|
C 65 4⁄4 | ||||||||
| 22386 |
dev-assist
Claim
A monorepo for the Google Workspace Dev Assist project, providing an MCP server…
|
C 65 4⁄3 | ||||||||
| 22387 |
An MCP server that enables interaction with Bitbucket repositories through the …
|
C 65 4⁄4 | ||||||||
| 22388 |
Provides AI assistants with access to Examplary's exam management platform, ena…
|
C 65 4⁄4 | ||||||||
| 22389 |
A server that allows AI assistants to browse and read files from specified GitH…
|
C 65 4⁄4 | ||||||||
| 22390 |
Enables AI agents to interact with Yokan Kanban Board API to manage boards, col…
|
C 65 4⁄4 | ||||||||
| 22391 |
A MCP server for symbolic manipulation of mathematical expressions
|
C 65 4⁄4 | ||||||||
| 22392 |
davinci-resolve-mcp
Claim
MCP server integration for DaVinci Resolve providing powerful tools for video e…
|
C 65 4⁄3 | ||||||||
| 22393 |
kiro-powers
Claim
Repository of custom kiro powers. https://kiro.dev/docs/powers/
|
C 65 3⁄3 | ||||||||
| 22394 |
interzoid-mcp-server
Claim
MCP server exposing 29 AI-powered Interzoid data quality APIs — company/name/ad…
|
C 65 4⁄4 | ||||||||
| 22395 |
Automate and accelerate Indian legal research with intelligent tools that searc…
|
C 65 4⁄3 | ||||||||
| 22396 |
Tools and templates to create validated and maintainable data charts and dashbo…
|
C 65 4⁄3 | ||||||||
| 22397 |
MCP Server for Polarion
|
C 65 4⁄3 | ||||||||
| 22398 |
Provides a natural language interface for scRNA-Seq analysis using the Scanpy l…
|
C 65 4⁄4 | ||||||||
| 22399 |
Umbrella MCP Server
Claim
Provides read-only access to Umbrella Cost finops platform, enabling natural la…
|
C 65 4⁄4 | ||||||||
| 22400 |
Excel-Power-Pivot-MCP
Claim
A Model Context Protocol (MCP) server that enables AI assistants to interact wi…
|
C 65 3⁄3 | ||||||||