MCP Server Quality Scores
Independent quality analysis of 69224 public MCP servers
Last updated 5 hours, 21 minutes ago
Grade Distribution
Score Distribution
| # | Server | Score ↓ | ||||||||
|---|---|---|---|---|---|---|---|---|---|---|
| ◐ Assessed Scores | ||||||||||
| 20901 |
Enables AI assistants to perform cryptocurrency trading analysis and execution …
|
B 72 4⁄4 | ||||||||
| 20902 |
A comprehensive MCP server providing unified access to the Hedera DeFi ecosyste…
|
B 72 4⁄4 | ||||||||
| 20903 |
Local research agent that verifies its own answers. Runs on Gemma 3 4B + Ollama…
|
B 72 3⁄3 | ||||||||
| 20904 |
SD Elements MCP Server
Claim
A Model Context Protocol server that provides SD Elements API integration, enab…
|
B 72 4⁄4 | ||||||||
| 20905 |
A comprehensive web scraping server that transforms web content into clean, age…
|
B 72 4⁄4 | ||||||||
| 20906 |
Detect fabrication and hallucination in any LLM output. 30+ models supported.
|
B 72 3⁄3 | ||||||||
| 20907 |
Provides a Model Context Protocol interface for the Dolibarr ERP/CRM, enabling …
|
B 72 4⁄4 | ||||||||
| 20908 |
Kotlin MCP Server for Android app development using OpenAI, Gemini, or OpenRout…
|
B 72 4⁄4 | ||||||||
| 20909 |
Automates Android Virtual Device operations by enabling users to start emulator…
|
B 72 4⁄3 | ||||||||
| 20910 |
MCP Server Trello
Claim
Enables seamless integration with Trello boards, allowing users to manage cards…
|
B 72 4⁄4 | ||||||||
| 20911 |
An MCP server that connects AI assistants to FL Studio for music production via…
|
B 72 3⁄3 | ||||||||
| 20912 |
Enables users to manage Hetzner Cloud resources including servers, load balance…
|
B 72 4⁄4 | ||||||||
| 20913 |
Shared Memory That Never Forgets — persistent memory for AI agents with Space-b…
|
B 72 3⁄3 | ||||||||
| 20914 |
Official repo for spec & SDK of MCP Apps protocol - standard for UIs embedded A…
|
B 72 4⁄3 | ||||||||
| 20915 |
A comprehensive MCP server providing 41 tools for complete Roblox Studio contro…
|
B 72 3⁄3 | ||||||||
| 20916 |
brain-in-the-fish
Claim
Score any document. Prove every claim.
|
B 72 3⁄3 | ||||||||
| 20917 |
Enables AI agents to launch, monitor, and manage long-running terminal processe…
|
B 72 3⁄3 | ||||||||
| 20918 |
MCP server for CloudPayments API — charge, auth, confirm, void, refund, find tr…
|
B 72 3⁄3 | ||||||||
| 20919 |
Wick
Claim
Native C# MCP server for Godot Engine — 53 tools across 5 pillars: Roslyn-enric…
|
B 72 3⁄3 | ||||||||
| 20920 |
MCP server for IBM Watson Orchestrate (WXO). Manage tools, agents, connections,…
|
B 72 4⁄3 | ||||||||
| 20921 |
A comprehensive Model Context Protocol server that analyzes AWS costs and provi…
|
B 72 4⁄4 | ||||||||
| 20922 |
Enables LLMs to interact with Fathom.video API for managing meeting recordings,…
|
B 72 4⁄4 | ||||||||
| 20923 |
Boyce
Claim
Deterministic SQL compiler for AI agents. Your agent stops guessing SQL.
|
B 72 3⁄3 | ||||||||
| 20924 |
agent-recall
Claim
Correction-first agent memory. Precision KPI tracks if agents heed warnings. 5 …
|
B 72 3⁄3 | ||||||||
| 20925 |
Enables AI agents to search, analyze, and extract insights from YouTube videos …
|
B 72 3⁄3 | ||||||||
| 20926 |
studiomeyer-crm
Claim
AI-native CRM with 33 tools. Pipeline, leads, health scores, revenue analytics,…
|
B 72 3⁄3 | ||||||||
| 20927 |
MCP server for full control of Apple Keynote through AppleScript automation. Cr…
|
B 72 4⁄3 | ||||||||
| 20928 |
Unity-AI-ParticleSystem
Claim
AI-powered tools for Unity Particle System. Create and modify Particle System d…
|
B 72 3⁄3 | ||||||||
| 20929 |
An open-source server that enables AI agents to interact with Azure DevOps proj…
|
B 72 4⁄4 | ||||||||
| 20930 |
Automated AI code reviews powered — webhook-driven, real-time dashboard, MCP in…
|
B 72 4⁄3 | ||||||||
| 20931 |
MCP Code Validator
Claim
A TypeScript MCP server that validates codebases against configurable rules. It…
|
B 72 3⁄3 | ||||||||
| 20932 |
opengov-mcp-server
|
B 72 4⁄4 | ||||||||
| 20933 |
Enables users to search and monitor European regulatory publications including …
|
B 72 3⁄3 | ||||||||
| 20934 |
Provision SaaS services from YAML and inject .env. Supports Clerk, Stripe, Rese…
|
B 72 3⁄3 | ||||||||
| 20935 |
searchcraft
Claim
Full-text search for Next.js. BM25 scoring and fuzzy matching, no external serv…
|
B 72 3⁄3 | ||||||||
| 20936 |
Provides tools to connect, query, and manage Microsoft SQL Server databases thr…
|
B 72 3⁄3 | ||||||||
| 20937 |
Zero-dependency Python SDK for WeChat Bot (iLink protocol) — text, image, video…
|
B 72 3⁄3 | ||||||||
| 20938 |
Provides advanced analysis of conversations from Limitless Pendant recordings, …
|
B 72 4⁄4 | ||||||||
| 20939 |
|
B 72 4⁄3 | ||||||||
| 20940 |
ronykit
Claim
API Framework supporting REST and RPC.
|
B 72 3⁄3 | ||||||||
| 20941 |
Integrates with Atlassian Cloud products (Confluence and Jira) to enable AI ass…
|
B 72 4⁄4 | ||||||||
| 20942 |
A comprehensive integration providing 96 tools and 18 interactive React apps fo…
|
B 72 4⁄4 | ||||||||
| 20943 |
Provides AI agents with read-only access to Google Search Console data, includi…
|
B 72 3⁄3 | ||||||||
| 20944 |
Enables AI assistants to interact with Redmine project management systems throu…
|
B 72 4⁄3 | ||||||||
| 20945 |
Codevira MCP provides persistent memory and project context for AI coding agent…
|
B 72 4⁄3 | ||||||||
| 20946 |
Sound
Claim
Apple Music playback control, library search, playlist management, and queue op…
|
B 72 3⁄3 | ||||||||
| 20947 |
A local development MCP server that exposes MySQL databases to VSCode and Copil…
|
B 72 3⁄3 | ||||||||
| 20948 |
Enables AI assistants to play interactive fiction games (Glulx and Z-machine) t…
|
B 72 3⁄3 | ||||||||
| 20949 |
Fork of Browser MCP with improved reliability, logging, and exit code handling;…
|
B 72 3⁄3 | ||||||||
| 20950 |
Enables LLMs to search and retrieve exam problems, solutions, and answers from …
|
B 72 4⁄4 | ||||||||