MCP Server Quality Scores
Independent quality analysis of 67226 public MCP servers
Last updated 3 hours, 49 minutes ago
Grade Distribution
Score Distribution
| # | Server | Score ↓ | ||||||||
|---|---|---|---|---|---|---|---|---|---|---|
| ◐ Assessed Scores | ||||||||||
| 20651 |
Indexes codebases into a SQLite database to provide metadata, exports, dependen…
|
B 74 3⁄3 | ||||||||
| 20652 |
Make 3D games in Unity Engine with AI. MCP Server + Plugin for Unity Editor and…
|
B 74 4⁄3 | ||||||||
| 20653 |
PyNet Bridge MCP implementation to connect IAs with PyNet Platform.
|
B 74 3⁄3 | ||||||||
| 20654 |
Enables AI assistants to interact with Mealie for recipe management, meal plann…
|
B 74 4⁄4 | ||||||||
| 20655 |
dotbot
Claim
Structured, auditable AI-assisted development for teams. Zero-dependency MCP se…
|
B 74 3⁄3 | ||||||||
| 20656 |
A server that enables LLMs to programmatically interact with Logseq knowledge g…
|
B 74 4⁄4 | ||||||||
| 20657 |
MCP server for Telegram Archive — search messages, browse chats, and access his…
|
B 74 3⁄3 | ||||||||
| 20658 |
PayPal
Claim
The PayPal Model Context Protocol server allows you to integrate with PayPal AP…
|
B 74 4⁄4 | ||||||||
| 20659 |
Official Microsoft Playwright MCP server, enabling LLMs to interact with web pa…
|
B 74 4⁄3 | ||||||||
| 20660 |
|
B 74 3⁄3 | ||||||||
| 20661 |
Notion
Claim
Manage Notion pages and databases from your workflow. Search, read, and update …
|
B 74 4⁄3 | ||||||||
| 20662 |
|
B 74 4⁄3 | ||||||||
| 20663 |
Full-coverage MCP server for Umami Analytics API v2 — 66 tools for websites, st…
|
B 74 3⁄3 | ||||||||
| 20664 |
symfony-mcp-server
Claim
A Symfony package designed for building secure servers based on the Model Conte…
|
B 73 3⁄3 | ||||||||
| 20665 |
Sync code to remote servers via SSH/rsync and deploy from any AI IDE.
|
B 73 3⁄3 | ||||||||
| 20666 |
An MCP server for intelligent project planning and task management featuring ta…
|
B 73 4⁄3 | ||||||||
| 20667 |
MCP server for ComfyUI — text-to-image, variations, img2img refine, upscale, im…
|
B 73 3⁄3 | ||||||||
| 20668 |
Laravel Loop is a powerful Model Context Protocol (MCP) server designed specifi…
|
B 73 3⁄3 | ||||||||
| 20669 |
Persistent semantic memory API for AI agents via BlueColumn.
|
B 73 3⁄3 | ||||||||
| 20670 |
Effortlessly secure your AI agents and AI-powered workflows — from prototype to…
|
B 73 4⁄3 | ||||||||
| 20671 |
Enables AI coding agents to locate UI elements on screen with exact pixel coord…
|
B 73 3⁄3 | ||||||||
| 20672 |
Enables AI agents like Claude and Cursor to directly query Google's NotebookLM …
|
B 73 4⁄3 | ||||||||
| 20673 |
Enables Claude Code to interact with WhatsApp for reading messages, sending rep…
|
B 73 3⁄3 | ||||||||
| 20674 |
Enables AI interaction with embodied humans, autonomous vehicles, and drones th…
|
B 73 3⁄3 | ||||||||
| 20675 |
AutoWP MCP (Model Context Protocol) server connects Claude to WordPress site an…
|
B 73 4⁄4 | ||||||||
| 20676 |
A lightweight server implementation that exposes Python functions as discoverab…
|
B 73 4⁄4 | ||||||||
| 20677 |
|
B 73 3⁄3 | ||||||||
| 20678 |
Connect to VSCode ide and use semantic tools like `find_usages`
|
B 73 4⁄3 | ||||||||
| 20679 |
🔍 Perplexity AI MCP without API key
|
B 73 3⁄3 | ||||||||
| 20680 |
MCP server for CookUnity meal delivery service. Browse menus, manage carts, con…
|
B 73 4⁄4 | ||||||||
| 20681 |
MCP server for DeLonghi ECAM espresso coffee machines via local network
|
B 73 3⁄3 | ||||||||
| 20682 |
Local proxy that cuts your Claude / OpenAI / Gemini bill 70%+. Drop-in for Curs…
|
B 73 3⁄3 | ||||||||
| 20683 |
Turns Claude Code into a recursive analysis engine that builds explorable decis…
|
B 73 3⁄3 | ||||||||
| 20684 |
SQL Server monitoring and diagnostics for AI agents using Extended Events. No O…
|
B 73 3⁄3 | ||||||||
| 20685 |
MCP server for mDNS (Multicast DNS) service discovery
|
B 73 3⁄3 | ||||||||
| 20686 |
Personalize AI coding assistants by analyzing local conversation history. Runs …
|
B 73 3⁄3 | ||||||||
| 20687 |
An MCP server that retrieves Japanese stock market data via J-Quants API v2.
|
B 73 3⁄3 | ||||||||
| 20688 |
OpenMetadata
Claim
OpenMetadata is a unified metadata platform for data discovery, data observabil…
|
B 73 4⁄3 | ||||||||
| 20689 |
Provides AI assistants with comprehensive access to n8n workflow automation pla…
|
B 73 4⁄4 | ||||||||
| 20690 |
Provides AI assistants with vector search and persistent memory capabilities us…
|
B 73 4⁄4 | ||||||||
| 20691 |
Open-source MCP server for LinkedIn. Give Claude and any MCP-compatible AI assi…
|
B 73 4⁄4 | ||||||||
| 20692 |
inbed
Claim
AI agent dating — personality matching, compatibility scoring, and real convers…
|
B 73 3⁄3 | ||||||||
| 20693 |
Funplay Unity MCP
Claim
stdio bridge for the local Unity Editor MCP server from FunplayAI/funplay-unity…
|
B 73 3⁄3 | ||||||||
| 20694 |
whmcs-mcp-server
Claim
MCP server to help manage a WHMCS installation.
|
B 73 4⁄4 | ||||||||
| 20695 |
Apache Doris MCP Server
|
B 73 4⁄3 | ||||||||
| 20696 |
byob
Claim
Bring Your Own Browser — let your AI agent use the Chrome you already have open
|
B 73 3⁄3 | ||||||||
| 20697 |
Enables comprehensive management of CloudStack infrastructure through natural l…
|
B 73 4⁄4 | ||||||||
| 20698 |
Enables AI video automation pipeline: ComfyUI image-to-video, FFmpeg processing…
|
B 73 3⁄3 | ||||||||
| 20699 |
An MCP server that provides LLMs with stealth browser automation capabilities v…
|
B 73 3⁄3 | ||||||||
| 20700 |
Enables complete RPG Maker MZ game development through MCP tools, including aut…
|
B 73 4⁄3 | ||||||||