MCP Server Quality Scores
Independent quality analysis of 67226 public MCP servers
Last updated 3 hours, 3 minutes ago
Grade Distribution
Score Distribution
| # | Server | Score ↓ | ||||||||
|---|---|---|---|---|---|---|---|---|---|---|
| ◐ Assessed Scores | ||||||||||
| 24651 |
A comprehensive MCP server that provides 159 tools for interacting with the Fre…
|
D 48 4⁄4 | ||||||||
| 24652 |
MCP Automotivo
Claim
Enables natural language analysis of automotive sales data stored in MariaDB us…
|
D 48 4⁄4 | ||||||||
| 24653 |
A Model Context Protocol server that provides a comprehensive interface to Alte…
|
D 48 4⁄4 | ||||||||
| 24654 |
aayushnaphade
Claim
|
D 48 3⁄3 | ||||||||
| 24655 |
Enables interaction with tool data stored in Google Drive Excel files through c…
|
D 48 4⁄4 | ||||||||
| 24656 |
cPanel MCP Server
Claim
Provides a unified API gateway for managing cPanel and WHM hosting environments…
|
D 48 4⁄4 | ||||||||
| 24657 |
Enable secure and efficient management of encrypted data vaults through a stand…
|
D 48 4⁄3 | ||||||||
| 24658 |
A task management system that exposes CRUD operations for todos through a custo…
|
D 48 4⁄3 | ||||||||
| 24659 |
Weather MCP Server
Claim
Enables users to get current weather conditions and forecasts for any city thro…
|
D 48 4⁄4 | ||||||||
| 24660 |
A Model Context Protocol server that translates high-level intents into command…
|
D 48 4⁄3 | ||||||||
| 24661 |
Enables querying log data stored in SQLite databases through the Model Context …
|
D 48 4⁄3 | ||||||||
| 24662 |
A Flask-based server that hosts multiple tools, each exposing functionalities b…
|
D 48 4⁄4 | ||||||||
| 24663 |
A JSON-RPC 2.0 compliant server that enables interaction with HDF5 data files a…
|
D 48 4⁄3 | ||||||||
| 24664 |
Access comprehensive market data to research stocks, companies, indexes, ETFs, …
|
D 48 5⁄5 | ||||||||
| 24665 |
Facilitates integration of PrivateGPT with MCP-compatible applications, enablin…
|
D 48 3⁄3 | ||||||||
| 24666 |
An MCP server that allows agents to interact with Meilisearch, a powerful open-…
|
D 48 4⁄4 | ||||||||
| 24667 |
An MCP server that enables interaction with the Firebase App Check API, allowin…
|
D 48 4⁄4 | ||||||||
| 24668 |
An MCP server and VS Code extension that enables users to fetch and browse 4D c…
|
D 48 4⁄4 | ||||||||
| 24669 |
Enables control of smart lights through MQTT messaging protocol, supporting ope…
|
D 48 4⁄4 | ||||||||
| 24670 |
Enables AI agents to manage Databricks Lakeflow jobs by building and uploading …
|
D 48 4⁄4 | ||||||||
| 24671 |
mnemos
Claim
Persistent memory engine for AI coding agents. Stores architecture decisions, b…
|
D 48 4⁄4 | ||||||||
| 24672 |
An MCP server that provides persistent multimodal context storage for LLM agent…
|
D 48 4⁄3 | ||||||||
| 24673 |
A Python implementation of the Model Context Protocol (MCP) server that enables…
|
D 48 4⁄3 | ||||||||
| 24674 |
Provides a semantic layer for querying and analyzing BigQuery's Austin Bikeshar…
|
D 48 4⁄3 | ||||||||
| 24675 |
Manages markdown notes in a specified directory, allowing users to create, read…
|
D 48 4⁄3 | ||||||||
| 24676 |
ScopeGate
Claim
Granular permission gateway for MCP agents. Per-agent scopes for Google Drive, …
|
D 48 5⁄5 | ||||||||
| 24677 |
mcp-launcher
Claim
🐳🧩 Easy to use MCP builder & launcher for all possible MCP servers, just like O…
|
D 48 4⁄3 | ||||||||
| 24678 |
telegram-system-docker
Claim
|
D 48 3⁄3 | ||||||||
| 24679 |
A Machine Context Protocol server that enables Claude AI to interact with tools…
|
D 48 4⁄4 | ||||||||
| 24680 |
A Model Context Protocol (MCP) server that creates a bridge between AI language…
|
D 48 4⁄4 | ||||||||
| 24681 |
A pluggable and observable modular RAG framework that enables AI assistants to …
|
D 48 4⁄4 | ||||||||
| 24682 |
Provides comprehensive psychological intelligence capabilities including person…
|
D 48 4⁄4 | ||||||||
| 24683 |
Enables AI assistants to read and send Instagram direct messages using the Mode…
|
D 48 4⁄4 | ||||||||
| 24684 |
An auto-generated MCP server that enables interaction with AWS QuickSight servi…
|
D 48 4⁄4 | ||||||||
| 24685 |
Business.AI.Demo
Claim
This project demonstrates how to integrate AI capabilities into a typical busin…
|
D 48 4⁄3 | ||||||||
| 24686 |
MCP server for WhatsApp Business Platform by YCloud.
|
D 48 4⁄3 | ||||||||
| 24687 |
Provides high-quality text-to-speech synthesis with 10 natural voices, emotion …
|
D 48 4⁄4 | ||||||||
| 24688 |
mcp
Claim
|
D 48 3⁄3 | ||||||||
| 24689 |
Nmap-MCP
Claim
An agent-based network scanning system that uses Nmap for network discovery and…
|
D 48 4⁄3 | ||||||||
| 24690 |
SDisk MCP File Manager
Claim
A corporate file management system that enables users to upload and activate fi…
|
D 48 4⁄4 | ||||||||
| 24691 |
git-auto-commit
Claim
Analyzes git repository changes to generate conventional commit messages and su…
|
D 48 4⁄3 | ||||||||
| 24692 |
MCP Orchestration Server
Claim
A master control program that orchestrates intelligent agents with a plug-and-p…
|
D 48 4⁄3 | ||||||||
| 24693 |
Enables natural language interaction with heterogeneous databases (MySQL and Po…
|
D 48 4⁄4 | ||||||||
| 24694 |
|
D 48 3⁄3 | ||||||||
| 24695 |
Enables interaction with Google Calendar through the Google Calendar API. Suppo…
|
D 48 4⁄4 | ||||||||
| 24696 |
Enables discovery and analysis of research ecosystems by extracting metadata fr…
|
D 48 4⁄4 | ||||||||
| 24697 |
A comprehensive airline booking operations server that enables users to search …
|
D 48 4⁄3 | ||||||||
| 24698 |
A service that provides Playwright browser automation functionality through Mod…
|
D 48 4⁄4 | ||||||||
| 24699 |
An MCP server that enables management of Google Play games via the Google Games…
|
D 48 4⁄4 | ||||||||
| 24700 |
MCP Server
Claim
An implementation of the Model Context Protocol (MCP) server that enables multi…
|
D 48 4⁄3 | ||||||||