MCP Server Quality Scores
Independent quality analysis of 33449 public MCP servers
Last updated 0 minutes ago
Grade Distribution
Score Distribution
| # | Server | Score ↓ | ||||||||
|---|---|---|---|---|---|---|---|---|---|---|
| ◉ Complete Scores | ||||||||||
| 14951 |
An MCP server that allows Claude and other LLMs to manage persistent memories a…
|
F 30 5⁄5 | ||||||||
| 14952 |
Provides AI-driven SVG generation and editing via natural language, with real-t…
|
F 30 5⁄5 | ||||||||
| 14953 |
PiAPI MCP server makes users able to generate media content with Midjourney/Flu…
|
F 30 5⁄5 | ||||||||
| 14954 |
A Python-based execution tool that mimics a Jupyter notebook environment. It ac…
|
F 30 5⁄5 | ||||||||
| 14955 |
A Model Context Protocol server that enables high-quality image generation usin…
|
F 30 5⁄5 | ||||||||
| 14956 |
Facilitates controlling Apple Music on macOS via AppleScript through MCP comman…
|
F 30 5⁄4 | ||||||||
| 14957 |
Rijksmuseum API integration for artwork search, details, and collections
|
F 30 5⁄5 | ||||||||
| 14958 |
Provides reasoning content to MCP-enabled AI clients by interfacing with Deepse…
|
F 30 5⁄5 | ||||||||
| 14959 |
A Docker-based local RAG backend that provides advanced document search capabil…
|
F 30 5⁄4 | ||||||||
| 14960 |
WhatsApp MCP Server - Human-in-the-loop for AI agents via WhatsApp
|
F 30 5⁄4 | ||||||||
| 14961 |
MCP Shrimp Task Manager is a task tool built for AI Agents, emphasizing chain-o…
|
F 30 5⁄5 | ||||||||
| 14962 |
Enables AI agents to autonomously manage and improve execution processes for re…
|
F 30 5⁄4 | ||||||||
| 14963 |
MCP server that gives AI assistants direct access to ngspice circuit simulation…
|
F 30 5⁄4 | ||||||||
| 14964 |
A Model Context Protocol (MCP) server that automates generating LinkedIn post d…
|
F 30 5⁄5 | ||||||||
| 14965 |
A standalone MCP server generated from an OpenAPI specification that exposes Pe…
|
F 30 5⁄5 | ||||||||
| 14966 |
An MCP server that securely interfaces with your iMessage database via the Mode…
|
F 30 5⁄4 | ||||||||
| 14967 |
An MCP server that enables AI clients to delegate tasks to autonomous developer…
|
F 30 5⁄5 | ||||||||
| 14968 |
A powerful research assistant that integrates with Cline and Claude Desktop to …
|
F 30 5⁄4 | ||||||||
| 14969 |
Toolset that crawls websites, generates Markdown documentation, and makes that …
|
F 30 5⁄4 | ||||||||
| 14970 |
Provides automated Git workflow tools for committing, creating pull requests, a…
|
F 30 5⁄5 | ||||||||
| 14971 |
Enables AI-powered multimodal content generation using Volcano Engine's Jimeng …
|
F 30 5⁄5 | ||||||||
| 14972 |
Provides AI assistants with access to sales data tools, including fetching quar…
|
F 30 5⁄4 | ||||||||
| 14973 |
Enables AI-powered image and video analysis using Google Gemini and Vertex AI m…
|
F 30 5⁄5 | ||||||||
| 14974 |
A Model Context Protocol server that enables LLMs to retrieve web content and s…
|
F 30 5⁄5 | ||||||||
| 14975 |
A Flask-based server that implements Model Context Protocol to enhance LLMs wit…
|
F 30 5⁄5 | ||||||||
| 14976 |
An MCP extension that allows coding agents to manage and compose MCP tools by e…
|
F 30 5⁄4 | ||||||||
| 14977 |
An MCP server that enables users to retrieve YouTube transcripts and perform vi…
|
F 30 5⁄5 | ||||||||
| 14978 |
Enables AI-powered frontend code review and unit test generation for Phabricato…
|
F 30 5⁄5 | ||||||||
| 14979 |
Enables users to generate and retrieve secure, audited smart contract templates…
|
F 30 5⁄5 | ||||||||
| 14980 |
Enables page search and retrieval from Confluence using the Model Context Proto…
|
F 30 5⁄5 | ||||||||
| 14981 |
MCP server providing access to ACI.dev managed functions (tools) either directl…
|
F 30 5⁄5 | ||||||||
| 14982 |
MCP server for LightningProx — pay-per-request AI access via Bitcoin Lightning.…
|
F 30 5⁄5 | ||||||||
| 14983 |
A complete todo management system with authentication and billing that enables …
|
F 30 5⁄5 | ||||||||
| 14984 |
databricks-mcp-server
|
F 30 5⁄5 | ||||||||
| 14985 |
Enables AI assistants to securely access and search Fastmail emails via the JMA…
|
F 30 5⁄5 | ||||||||
| 14986 |
providing weather information, air quality data, and timezone utilities using t…
|
F 30 6⁄6 | ||||||||
| 14987 |
An implementation of the Recursive Language Models architecture that enables AI…
|
F 30 5⁄5 | ||||||||
| 14988 |
A multi-provider AI image generation server that allows users to create and tra…
|
F 30 5⁄4 | ||||||||
| 14989 |
Enables interaction with Foreman instances to manage systems through the Model …
|
F 30 5⁄5 | ||||||||
| 14990 |
Enables LLM interactions with Juniper Junos network devices, allowing natural l…
|
F 30 5⁄5 | ||||||||
| 14991 |
An MCP Server for the Alpaca trading API to manage stock and crypto portfolios,…
|
F 30 5⁄5 | ||||||||
| 14992 |
A basic MCP server adapted from the official quickstart guide that provides wea…
|
F 30 5⁄4 | ||||||||
| 14993 |
A Model Context Protocol server that enables web browsing, data extraction, and…
|
F 30 5⁄5 | ||||||||
| 14994 |
A boilerplate project for quickly developing Model Context Protocol (MCP) serve…
|
F 30 5⁄4 | ||||||||
| 14995 |
MCP GPT Image 1
|
F 30 5⁄5 | ||||||||
| 14996 |
Enables interaction with Nullplatform's API endpoints for managing deployments,…
|
F 30 5⁄5 | ||||||||
| 14997 |
An MCP server that integrates with the Freqtrade cryptocurrency trading bot.
|
F 30 5⁄5 | ||||||||
| 14998 |
Gemini Image and Video Generator
|
F 30 5⁄4 | ||||||||
| 14999 |
A simple Model Context Protocol server demonstration that provides SSE streamin…
|
F 30 5⁄5 | ||||||||
| 15000 |
Enables search capabilities using a Google Custom Search Engine, allowing users…
|
F 30 5⁄5 | ||||||||