MCP Server Quality Scores
Independent quality analysis of 30006 public MCP servers
Last updated 3 weeks ago
Grade Distribution
Score Distribution
| # | Server | Score ↓ | ||||||||
|---|---|---|---|---|---|---|---|---|---|---|
| ◐ Assessed Scores | ||||||||||
| 21701 |
Enables AI agents to manage Databricks Lakeflow jobs by building and uploading …
|
D 48 4⁄4 | ||||||||
| 21702 |
Provides comprehensive psychological intelligence capabilities including person…
|
D 48 4⁄4 | ||||||||
| 21703 |
mcp-launcher
Claim
🐳🧩 Easy to use MCP builder & launcher for all possible MCP servers, just like O…
|
D 48 4⁄3 | ||||||||
| 21704 |
mnemos
Claim
Persistent memory engine for AI coding agents. Stores architecture decisions, b…
|
D 48 4⁄4 | ||||||||
| 21705 |
Nmap-MCP
Claim
An agent-based network scanning system that uses Nmap for network discovery and…
|
D 48 4⁄3 | ||||||||
| 21706 |
Enables AI-powered DeFi operations across Ethereum, Polygon, and Solana with au…
|
D 48 4⁄4 | ||||||||
| 21707 |
A service that provides Playwright browser automation functionality through Mod…
|
D 48 4⁄4 | ||||||||
| 21708 |
A beginner-friendly MCP-inspired JSON-RPC server built with Node.js, offering b…
|
D 48 4⁄4 | ||||||||
| 21709 |
A comprehensive MCP server that provides 159 tools for interacting with the Fre…
|
D 48 4⁄4 | ||||||||
| 21710 |
MCP server for SQLite database operations
|
D 48 4⁄3 | ||||||||
| 21711 |
MCP Server
Claim
An implementation of the Model Context Protocol (MCP) server that enables multi…
|
D 48 4⁄3 | ||||||||
| 21712 |
Enables AI assistants to read and send Instagram direct messages using the Mode…
|
D 48 4⁄4 | ||||||||
| 21713 |
A Model Context Protocol server that translates high-level intents into command…
|
D 48 4⁄3 | ||||||||
| 21714 |
Enables interaction with tool data stored in Google Drive Excel files through c…
|
D 48 4⁄4 | ||||||||
| 21715 |
Provides a semantic layer for querying and analyzing BigQuery's Austin Bikeshar…
|
D 48 4⁄3 | ||||||||
| 21716 |
An MCP server that enables interaction with the Firebase App Check API, allowin…
|
D 48 4⁄4 | ||||||||
| 21717 |
A comprehensive airline booking operations server that enables users to search …
|
D 48 4⁄3 | ||||||||
| 21718 |
SDisk MCP File Manager
Claim
A corporate file management system that enables users to upload and activate fi…
|
D 48 4⁄4 | ||||||||
| 21719 |
cPanel MCP Server
Claim
Provides a unified API gateway for managing cPanel and WHM hosting environments…
|
D 48 4⁄4 | ||||||||
| 21720 |
A Machine Context Protocol server that enables Claude AI to interact with tools…
|
D 48 4⁄4 | ||||||||
| 21721 |
A Model Context Protocol server that provides a comprehensive interface to Alte…
|
D 48 4⁄4 | ||||||||
| 21722 |
An MCP server that installs other MCP servers for you.
|
D 48 4⁄3 | ||||||||
| 21723 |
Manages markdown notes in a specified directory, allowing users to create, read…
|
D 48 4⁄3 | ||||||||
| 21724 |
Enables natural language interaction with heterogeneous databases (MySQL and Po…
|
D 48 4⁄4 | ||||||||
| 21725 |
Exposes over 90 Garmin Connect tools for tracking activities, health metrics, a…
|
D 48 4⁄4 | ||||||||
| 21726 |
Enables querying log data stored in SQLite databases through the Model Context …
|
D 48 4⁄3 | ||||||||
| 21727 |
Facilitates integration of PrivateGPT with MCP-compatible applications, enablin…
|
D 48 3⁄3 | ||||||||
| 21728 |
MCP server for WhatsApp Business Platform by YCloud.
|
D 48 4⁄3 | ||||||||
| 21729 |
A Flask-based server that hosts multiple tools, each exposing functionalities b…
|
D 48 4⁄4 | ||||||||
| 21730 |
A modular Retrieval-Augmented Generation (RAG) framework that provides hybrid s…
|
D 48 4⁄4 | ||||||||
| 21731 |
Enhanced MCP Server
Claim
A comprehensive MCP server with dual interfaces (stdio and web dashboard) that …
|
D 48 4⁄3 | ||||||||
| 21732 |
Business.AI.Demo
Claim
This project demonstrates how to integrate AI capabilities into a typical busin…
|
D 48 4⁄3 | ||||||||
| 21733 |
ADK MCP Agent
Claim
A streaming chat agent that integrates Google ADK with Model Context Protocol a…
|
D 48 4⁄4 | ||||||||
| 21734 |
A JSON-RPC 2.0 compliant server that enables interaction with HDF5 data files a…
|
D 48 4⁄3 | ||||||||
| 21735 |
A lightweight Model Context Protocol server that provides an in-memory key-valu…
|
D 48 4⁄4 | ||||||||
| 21736 |
Enable secure and efficient management of encrypted data vaults through a stand…
|
D 48 4⁄3 | ||||||||
| 21737 |
MCP Automotivo
Claim
Enables natural language analysis of automotive sales data stored in MariaDB us…
|
D 48 4⁄4 | ||||||||
| 21738 |
An MCP server that enables management of Google Play games via the Google Games…
|
D 48 4⁄4 | ||||||||
| 21739 |
An MCP server that allows agents to interact with Meilisearch, a powerful open-…
|
D 48 4⁄4 | ||||||||
| 21740 |
A Model Context Protocol server that enables LLMs to interact with web pages th…
|
D 47 4⁄3 | ||||||||
| 21741 |
An MCP server that provides seamless interaction with Azure DevOps Git reposito…
|
D 47 4⁄4 | ||||||||
| 21742 |
A Model Context Protocol server focused on China's A-share stock market that pr…
|
D 47 4⁄4 | ||||||||
| 21743 |
Enables AI assistants like Claude to interact with Databricks workspaces throug…
|
D 47 4⁄4 | ||||||||
| 21744 |
Manage Reddit advertising end to end across accounts, funding methods, campaign…
|
D 47 5⁄5 | ||||||||
| 21745 |
A Model Context Protocol server that provides tools for connecting to and inter…
|
D 47 4⁄4 | ||||||||
| 21746 |
SpinQit MCP Tools
Claim
Enables AI models to invoke SpinQ's quantum computing hardware resources by cre…
|
D 47 4⁄4 | ||||||||
| 21747 |
Converts REST APIs into MCP tools using Gradio, demonstrated with a local IBM G…
|
D 47 4⁄3 | ||||||||
| 21748 |
Enables users to get current weather information for any city through a simple …
|
D 47 4⁄4 | ||||||||
| 21749 |
MCP server for interacting with NetBox API.
|
D 47 4⁄4 | ||||||||
| 21750 |
An MCP server for Claude Code that enables the creation and manipulation of pro…
|
D 47 4⁄4 | ||||||||