MCP Server Quality Scores
Independent quality analysis of 59573 public MCP servers
Last updated 2 hours, 8 minutes ago
Grade Distribution
Score Distribution
| # | Server | Score ↓ | ||||||||
|---|---|---|---|---|---|---|---|---|---|---|
| ◐ Assessed Scores | ||||||||||
| 20701 |
civic-ai-tools
Claim
Open-source platform connecting AI assistants to government open data — MCP ser…
|
B 73 3⁄3 | ||||||||
| 20702 |
A deterministic architecture audit engine for Cursor. It enforces visual Mermai…
|
B 73 3⁄3 | ||||||||
| 20703 |
MCP server for deterministic document infrastructure, enabling canonical normal…
|
B 73 4⁄3 | ||||||||
| 20704 |
Quadruple consensus MCP server for code validation using Codex, Gemini, and Qwen
|
B 73 4⁄3 | ||||||||
| 20705 |
Enables AI assistants to convert, validate, and deploy websites to the Fast Mod…
|
B 73 4⁄4 | ||||||||
| 20706 |
Rails AI Context
Claim
38 MCP tools give AI agents live Rails schema, routes, models, and conventions.
|
B 73 3⁄3 | ||||||||
| 20707 |
Control Windows desktop via MCP: mouse, keyboard, screenshots, clipboard, and a…
|
B 73 3⁄3 | ||||||||
| 20708 |
Preserves the emotional texture of human-AI conversations across sessions throu…
|
B 73 3⁄3 | ||||||||
| 20709 |
AI browser tools with Chrome CDP. Navigate, screenshot, interact. Multi-provide…
|
B 73 3⁄3 | ||||||||
| 20710 |
MCP server for KiCad project setup, PCB edits, schematic work, validation, and …
|
B 73 3⁄3 | ||||||||
| 20711 |
Personalize AI coding assistants by analyzing local conversation history. Runs …
|
B 73 3⁄3 | ||||||||
| 20712 |
Locale detect, translations, plurals for AI agents
|
B 73 3⁄3 | ||||||||
| 20713 |
Inspect and edit Three.js scenes, materials, shaders, lights in real time from …
|
B 73 4⁄3 | ||||||||
| 20714 |
FunseaAI Unity MCP
Claim
stdio bridge for the local Unity Editor MCP server from FunseaAI/unity-mcp.
|
B 73 3⁄3 | ||||||||
| 20715 |
Context-aware MCP server advisor. Tells you what to install for your specific p…
|
B 73 3⁄3 | ||||||||
| 20716 |
OpenMetadata
Claim
OpenMetadata is a unified metadata platform for data discovery, data observabil…
|
B 73 4⁄3 | ||||||||
| 20717 |
Debugging MCP Server
Claim
Enables LLMs to automatically diagnose coding errors through codebase search, t…
|
B 73 3⁄3 | ||||||||
| 20718 |
toolhive-catalog
Claim
ToolHive's registry catalog of MCP servers
|
B 73 4⁄3 | ||||||||
| 20719 |
Enables multiple MCP clients to share a single Chrome instance while maintainin…
|
B 73 3⁄3 | ||||||||
| 20720 |
mcptools
Claim
A command-line interface for interacting with MCP (Model Context Protocol) serv…
|
B 73 4⁄3 | ||||||||
| 20721 |
Controls the Stata GUI through Windows Stata Automation COM, enabling do-file m…
|
B 73 3⁄3 | ||||||||
| 20722 |
asc-mcp
Claim
App Store Connect API server with 208 tools for managing apps, builds, TestFlig…
|
B 73 3⁄3 | ||||||||
| 20723 |
Sync code to remote servers via SSH/rsync and deploy from any AI IDE.
|
B 73 3⁄3 | ||||||||
| 20724 |
Apache Doris MCP Server
|
B 73 4⁄3 | ||||||||
| 20725 |
An MCP server for indexing and searching Commodore 64 documentation using full-…
|
B 73 4⁄4 | ||||||||
| 20726 |
Persistent semantic memory API for AI agents via BlueColumn.
|
B 73 3⁄3 | ||||||||
| 20727 |
Enables AI coding agents to locate UI elements on screen with exact pixel coord…
|
B 73 3⁄3 | ||||||||
| 20728 |
Naver Real Estate MCP
Claim
Enables automated collection of apartment listing data from Naver Real Estate u…
|
B 73 3⁄3 | ||||||||
| 20729 |
Enables AI assistants to perform comprehensive web research through tiered sear…
|
B 73 3⁄3 | ||||||||
| 20730 |
Safety first. Hardware-verified DeFi for AI agents — designed for when the AI c…
|
B 73 3⁄3 | ||||||||
| 20731 |
63 deterministic quant finance tools for AI agents — options pricing, risk metr…
|
B 73 3⁄3 | ||||||||
| 20732 |
Implementation of MCP server for [Kestra](https://kestra.io) workflow orchestra…
|
B 73 4⁄4 | ||||||||
| 20733 |
Test automation across web, mobile, desktop, API, and SAP GUI via ActionTestScr…
|
B 73 3⁄3 | ||||||||
| 20734 |
MCP server for authenticated REST API calls — auto-login, token caching, 2FA/OT…
|
B 73 3⁄3 | ||||||||
| 20735 |
Auto-loads skills into agent sessions. MiniMax vision and search proxy.
|
B 73 3⁄3 | ||||||||
| 20736 |
Funplay Unity MCP
Claim
stdio bridge for the local Unity Editor MCP server from FunplayAI/funplay-unity…
|
B 73 3⁄3 | ||||||||
| 20737 |
inbed
Claim
AI agent dating — personality matching, compatibility scoring, and real convers…
|
B 73 3⁄3 | ||||||||
| 20738 |
Exposes codebase analysis data, including module structures, dependencies, and …
|
B 73 3⁄3 | ||||||||
| 20739 |
suprsonic-mcp
Claim
One API key, dozens of capabilities for your AI agent. Zero provider auth.
|
B 73 3⁄3 | ||||||||
| 20740 |
MCP server for full Home Assistant control — dashboards, files, automations, ad…
|
B 73 3⁄3 | ||||||||
| 20741 |
Lastest
Claim
MCP serverr for Lastest to manage your tests, AI create them, run them, and spe…
|
B 73 3⁄3 | ||||||||
| 20742 |
MCP File Browser Server
Claim
Enables Large Language Models to safely browse and interact with local file sys…
|
B 73 4⁄3 | ||||||||
| 20743 |
Clinical research MCP server for trial coordinators and life sciences teams. Re…
|
B 73 3⁄3 | ||||||||
| 20744 |
MCP server for Follow Up Boss CRM with 157 tools covering 100% of the official …
|
B 73 4⁄3 | ||||||||
| 20745 |
MCP server for ComfyUI — text-to-image, variations, img2img refine, upscale, im…
|
B 73 3⁄3 | ||||||||
| 20746 |
Enables Claude Code to interact with WhatsApp for reading messages, sending rep…
|
B 73 3⁄3 | ||||||||
| 20747 |
A lightweight server implementation that exposes Python functions as discoverab…
|
B 73 4⁄4 | ||||||||
| 20748 |
unreal-mcp
Claim
MCP server for Unreal Engine that uses Unreal Python Remote Execution
|
B 73 4⁄3 | ||||||||
| 20749 |
Acts as a security checkpoint for AI coding agents by intercepting package inst…
|
B 73 3⁄3 | ||||||||
| 20750 |
A comprehensive MCP server for Jira, Confluence, and Bitbucket that supports bo…
|
B 73 4⁄3 | ||||||||