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Proactive Explorer

Strategic product direction finder for open-source repositories that have reached v1.

What It Does

Given any working open-source repo, this skill analyzes the product, checks competitors, gathers community signals, and outputs 3-5 prioritized directions for increasing adoption and stars — grounded in data, not guesswork.

Framework: 5 MECE Categories

# Category Core Question
1 Product Depth Is the core experience good enough for existing users?
2 Product Reach Can we expand to new user groups or adjacent use cases?
3 Time-to-Value How fast can a new user feel the value?
4 Trust & Proof Why would a stranger believe this is worth their time?
5 Growth How do more people discover it, and how do users become promoters?

How It Works

  1. Baseline — Reads the repo structure, README, core features
  2. External Signals — Checks GitHub Issues, star trends, competitors via WebSearch and gh CLI
  3. Opportunity Scan — Evaluates each category for gaps
  4. Rank & Output — Returns 3-5 directions sorted by leverage, each with confidence level and smallest proving move

Output Format

## 当前判断
- v1 status: ...
- core promise: ...
- main star thesis: ...

## 优先方向
### 1. [Direction]
- type: Product Depth | Product Reach | Time-to-Value | Trust & Proof | Growth
- why this matters: ...
- user disappointment being solved: ...
- why this could increase stars: ...
- confidence: High | Medium | Low
- smallest proving move: ...

## 暂不优先
- [Direction]: why not now

When to Use

  • Your repo already works and is public (or nearly)
  • You're asking "what should I build next" or "what's missing"
  • You want strategic direction, not a task list
  • 接下来做什么 / 还缺什么 / 怎么让更多人用

When NOT to Use

  • Brand-new projects that haven't reached v1
  • Pure code review, refactoring, or bug fixing
  • README-only rewrites

Install

This is a Claude Code skill. Copy SKILL.md to your skills directory:

mkdir -p ~/.claude/skills/proactive-explorer
cp SKILL.md ~/.claude/skills/proactive-explorer/

Or clone this repo:

git clone https://github.com/zinan92/proactive-explorer.git ~/.claude/skills/proactive-explorer

Design Philosophy

  • Product before presentation — check real capability gaps before suggesting polish
  • Data before opinion — competitors and Issues over guesswork
  • Directions, not task lists — strategic, not tactical
  • Honest — no vanity hacks, no fake traction advice

About

Strategic product direction finder for open-source repos — 5 MECE categories: Product Depth, Product Reach, Time-to-Value, Trust & Proof, Growth

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