MCP Server Quality Scores
Independent quality analysis of 30006 public MCP servers
Last updated 3 weeks, 2 days ago
Grade Distribution
Score Distribution
| # | Server | Score ↓ | ||||||||
|---|---|---|---|---|---|---|---|---|---|---|
| ◐ Assessed Scores | ||||||||||
| 19701 |
The Atla MCP Server provides a standardized interface for LLMs to interact with…
|
C 65 4⁄4 | ||||||||
| 19702 |
Azan + Prayer Time + MCP + AI Agents + Islamic + Salah + A lightweight MCP libr…
|
C 65 3⁄3 | ||||||||
| 19703 |
Tools and templates to create validated and maintainable data charts and dashbo…
|
C 65 4⁄3 | ||||||||
| 19704 |
Enables complete natural language control of Godot Engine 4.5+ with 76 tools fo…
|
C 65 4⁄3 | ||||||||
| 19705 |
Manage UniFi sites, devices, clients, networks, port forwarding, DNS, and firew…
|
C 65 4⁄3 | ||||||||
| 19706 |
e-arveldaja MCP Server
Claim
Enables interaction with the Estonian e-arveldaja (RIK e-Financials) REST API t…
|
C 65 4⁄4 | ||||||||
| 19707 |
sudocode
Claim
Lightweight agent orchestration dev tool that lives in your repo
|
C 65 4⁄3 | ||||||||
| 19708 |
modelmux
Claim
Model multiplexer — route tasks to Codex, Gemini, and Claude CLIs with smart ro…
|
C 65 4⁄3 | ||||||||
| 19709 |
Agent orchestration platform - multi-agent spawning, tickets, boards, and workf…
|
C 65 4⁄3 | ||||||||
| 19710 |
🧠 Autonomous AI Trading Agent & Multi-Chain Flash-Arb Engine (v2.0 Beta). Power…
|
C 65 3⁄3 | ||||||||
| 19711 |
ENScan_GO
Claim
一款基于各大企业信息API的工具，解决在遇到的各种针对国内企业信息收集难题。一键收集控股公司ICP备案、APP、小程序、微信公众号等信息聚合导出。支持MCP接入
|
C 65 4⁄3 | ||||||||
| 19712 |
A server that allows AI assistants to browse and read files from specified GitH…
|
C 65 4⁄4 | ||||||||
| 19713 |
Connects AI assistants to the Vectra AI security platform to enable intelligent…
|
C 65 4⁄4 | ||||||||
| 19714 |
🤖 An AI-native MCP server for .NET memory dump investigations. Leverage LLMs (C…
|
C 65 3⁄3 | ||||||||
| 19715 |
interzoid-mcp-server
Claim
MCP server exposing 29 AI-powered Interzoid data quality APIs — company/name/ad…
|
C 65 4⁄4 | ||||||||
| 19716 |
MakerAi
Claim
The AI Operating System for Delphi. 100% native framework with RAG 2.0 for know…
|
C 65 3⁄3 | ||||||||
| 19717 |
davinci-resolve-mcp
Claim
MCP server integration for DaVinci Resolve providing powerful tools for video e…
|
C 65 4⁄3 | ||||||||
| 19718 |
Golang implementation for local file system access.
|
C 65 4⁄3 | ||||||||
| 19719 |
Umbrella MCP Server
Claim
Provides read-only access to Umbrella Cost finops platform, enabling natural la…
|
C 65 4⁄4 | ||||||||
| 19720 |
An AI-powered eldercare platform that enables AI agents to monitor passive sens…
|
C 65 4⁄4 | ||||||||
| 19721 |
Provides production-grade tools for YouTube channel resolution, video metadata …
|
C 65 4⁄4 | ||||||||
| 19722 |
Extracts YouTube video metadata, titles, and descriptions along with transcript…
|
C 65 4⁄3 | ||||||||
| 19723 |
Transforms AI assistants into a full ML engineering environment for training an…
|
C 65 4⁄4 | ||||||||
| 19724 |
Enables AI assistants to interact with Clojure REPLs for evaluating code, perfo…
|
C 65 4⁄3 | ||||||||
| 19725 |
Enables AI assistants to manage homelab infrastructure through automated servic…
|
C 65 4⁄4 | ||||||||
| 19726 |
A MCP server for symbolic manipulation of mathematical expressions
|
C 65 4⁄4 | ||||||||
| 19727 |
Provides a natural language interface for scRNA-Seq analysis using the Scanpy l…
|
C 65 4⁄4 | ||||||||
| 19728 |
Turns your Obsidian vault into an AI memory palace, enabling AI assistants to s…
|
C 65 4⁄3 | ||||||||
| 19729 |
Enables AI assistants to manage OKRs, track goals, and update progress on the T…
|
C 65 4⁄4 | ||||||||
| 19730 |
Generates narrated video walkthroughs of git commits, staged/unstaged changes, …
|
C 65 4⁄3 | ||||||||
| 19731 |
A service that provides programmatic access to qBittorrent's WebUI API, enablin…
|
C 65 4⁄4 | ||||||||
| 19732 |
A Model Context Protocol (MCP) server that enables Claude or other LLMs to fetc…
|
C 65 4⁄4 | ||||||||
| 19733 |
mcp-frontend
Claim
Frontend for MCP (Model Context Protocol) Kit for Go - A Complete MCP solutions…
|
C 65 4⁄3 | ||||||||
| 19734 |
AST-based semantic code search: 33 tools, 35 languages, call tracing, impact an…
|
C 65 4⁄3 | ||||||||
| 19735 |
MCP Server for Polarion
|
C 65 4⁄3 | ||||||||
| 19736 |
An MCP server for the CivNode 'slow web' social platform that enables interacti…
|
C 65 4⁄4 | ||||||||
| 19737 |
dev-assist
Claim
A monorepo for the Google Workspace Dev Assist project, providing an MCP server…
|
C 65 4⁄3 | ||||||||
| 19738 |
SousChef
Claim
Enables comprehensive Chef-to-Ansible migration for enterprise infrastructure w…
|
C 65 4⁄4 | ||||||||
| 19739 |
AI-powered MCP server for Apache Druid cluster management and analytic
|
C 65 3⁄3 | ||||||||
| 19740 |
Reduces token consumption by over 80% through intelligent file caching, returni…
|
C 65 4⁄3 | ||||||||
| 19741 |
EspoCRM-MCP
Claim
Open source MCP server for EspoCRM
|
C 65 4⁄3 | ||||||||
| 19742 |
Manage and explore atomic notes using the Zettelkasten methodology through an M…
|
C 65 4⁄4 | ||||||||
| 19743 |
An MCP server for Strava, an app for tracking physical exercise
|
C 65 4⁄4 | ||||||||
| 19744 |
Provides emotional support and mental health tools for AI agents, including cri…
|
C 65 4⁄4 | ||||||||
| 19745 |
MCP server for Unity: project info, build scenes, agent docs. No Unity Editor. …
|
C 65 4⁄3 | ||||||||
| 19746 |
An MCP server for Things 3 on macOS that enables AI assistants to create, read,…
|
C 65 4⁄3 | ||||||||
| 19747 |
List MCP Server configurations in your system used by AI applications like Curs…
|
C 65 4⁄3 | ||||||||
| 19748 |
OmniMind
Claim
OmniMind: An open-source Python library for effortless MCP (Model Context Proto…
|
C 65 4⁄3 | ||||||||
| 19749 |
Android MCP
Claim
Provides powerful inspection and interaction tools for connected android device…
|
C 65 3⁄3 | ||||||||
| 19750 |
melrose
Claim
interactive programming of melodies, producing MIDI
|
C 65 4⁄3 | ||||||||