Google PageRank for AI agents. 25,000+ tools indexed.

autoproduct-design MCP Server

melodygaoyifan/autoproduct-design

Score: 46.7 Rank #21051 Agent Framework
Are you the maintainer of melodygaoyifan/autoproduct-design? Claim this listing →

Design docs for a full-lifecycle multi-agent software development system: opportunity sensing → market → PRD → spec → coding → review → test → deploy → evidence → kill decisions. Spec-driven, harness-enforced, vote-don't-debate. Reference implementation: github.com/melodygaoyifan/ai-product-autopilot

Add AgentRank to Claude Code Discover and compare tools like melodygaoyifan/autoproduct-design — your AI finds the right one automatically
Get API Access →
claude mcp add agentrank -- npx -y agentrank-mcp-server

Overview

melodygaoyifan/autoproduct-design is a Python tool licensed under MIT. Design docs for a full-lifecycle multi-agent software development system: opportunity sensing → market → PRD → spec → coding → review → test → deploy → evidence → kill decisions. Spec-driven, harness-enforced, vote-don't-debate. Reference implementation: github.com/melodygaoyifan/ai-product-autopilot

Ranked #21051 out of 24840 indexed tools.

Ecosystem

Python MIT

Score Breakdown

StarsFreshnessIssue HealthContributorsDependents
Stars 15% 1

1 stars → early stage

Freshness 25% 29d ago

Last commit 29d ago → recently updated

Issue Health 25% 50%

No issues filed → no history to score

Contributors 10% 0

0 contributors → solo project

Dependents 25% 0

No dependents → no downstream usage

npm Downloads N/A
PyPI Downloads N/A
Forks 0
Description Detailed
License MIT

Weights: Freshness 20% · Issue Health 20% · Dependents 22% · Stars 10% · Contributors 8% · How we score →

How to Improve

Contributors medium impact

Single-contributor projects carry bus-factor risk — welcoming contributors boosts confidence

Dependents medium impact

No downstream dependents detected yet — adoption by other projects is the strongest trust signal

Badge all embed codes →

AgentRank score for melodygaoyifan/autoproduct-design
[![AgentRank](https://agentrank-ai.com/api/badge/tool/melodygaoyifan--autoproduct-design)](https://agentrank-ai.com/tool/melodygaoyifan--autoproduct-design/?utm_source=badge&utm_medium=readme&utm_campaign=agentrank_badge)
<a href="https://agentrank-ai.com/tool/melodygaoyifan--autoproduct-design/?utm_source=badge&utm_medium=readme&utm_campaign=agentrank_badge"><img src="https://agentrank-ai.com/api/badge/tool/melodygaoyifan--autoproduct-design" alt="AgentRank"></a>

Embed Widget docs →

Embed a rich score widget on your site or blog.

<script src="https://agentrank-ai.com/embed.js" data-tool="melodygaoyifan/autoproduct-design"></script>

Matched Queries

topic:mcp

Get the weekly AgentRank digest

Top movers, new tools, ecosystem insights — straight to your inbox.