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harveyzhang604

trend-breakout-hunter

by @harveyzhang604 in AI & LLM
0
0
# Install this skill:
npx skills add harveyzhang604/yuanbao_skills

Or install specific skill: npx add-skill https://github.com/harveyzhang604/yuanbao_skills

# Description

THE ULTIMATE micro-SaaS idea discovery engine. Integrates mining (Alphabet Soup), validation (GPTs benchmark), and competition analysis (SERP check). Automatically finds high-intent keywords where Google's top results are weak (blogs/forums), signaling a 'Green Light' to build. Daily automated execution recommended.

# SKILL.md

name: trend-breakout-hunter
description: "THE ULTIMATE micro-SaaS idea discovery engine. Integrates mining (Alphabet Soup), validation (GPTs benchmark), and competition analysis (SERP check). Automatically finds high-intent keywords where Google's top results are weak (blogs/forums), signaling a 'Green Light' to build. Daily automated execution recommended."
license: MIT

Trend Hunter Ultimate

Overview

This is the definitive tool for Independent Developers to find validated business ideas. It replaces manual market research with an automated pipeline that checks:
1. Demand: Is anyone searching? (Alphabet Soup)
2. Intent: Are they trying to solve a problem? (Pain Identification)
3. Volume: Is it worth my time? (GPTs Benchmark)
4. Competition: Can I rank? (SERP Analysis)

The Core Pipeline

1. Alphabet Mining (The "Wide Net")

Scans [seed] + a...z and a...z + [seed] to find long-tail queries that standard tools miss.
* Input: "calculator"
* Output: "army body fat calculator", "z score calculator"

2. Pain & Intent Filtering (The "Filter")

Discard navigational queries. Keep only High Intent keywords:
* Pain: "fix", "struggling with", "manual"
* Commercial: "tool", "generator", "builder"
* Competitor: "alternative to", "vs"

3. GPTs Benchmarking (The "Volume Check")

Compares the keyword's search volume against the baseline keyword "GPTs".
* > 20% of GPTs: Major Hit.
* 5-20%: Sweet Spot (Niche).
* < 5%: Too small (Ignore).

4. SERP Competition Analysis (The "Green Light")

This is the killer feature. The agent browses Google and checks the Top 3 results.
* 🟢 BUILD NOW: Top results are Reddit, Quora, Medium, or Forums. (Users are discussing the problem, but no tool exists!)
* 🟡 WATCH: Mixed results (1 tool, 2 blogs).
* 🔴 DROP: Top results are established tools (e.g., calculator.net, adobe.com).

Usage

Run Manually

# Full pipeline
run trend hunter ultimate

Add this to your daily cron:

0 9 * * * python3 skills/ai-tool-keyword-hunter/trend_hunter_ultimate.py

Output Interpretation

The skill generates an HTML report data/ultimate_report_YYYYMMDD.html.

Decision Matrix:
| Decision | Meaning | Action |
| :--- | :--- | :--- |
| BUILD NOW | High Pain + Weak Competitors | Start coding MVP today. |
| WATCH | Good volume, but mixed competition | Check if you can niche down further. |
| DROP | Low intent OR High competition | Move to next seed. |

Configuration

  • Seeds: words.md
  • Benchmarks: Edit BENCHMARK_KEYWORD in trend_hunter_ultimate.py to change the volume baseline.

# README.md

🚀 Profit Hunter: The Ultimate Micro-SaaS Discovery Engine

This repository contains the core logic for Profit Hunter, an automated market research suite designed for independent developers to find high-intent, low-competition business ideas.

核心功能 (Core Features)

  1. Alphabet Soup Mining: Scans Google Autocomplete for long-tail queries.
  2. GPTs Benchmarking: Validates search volume against the "GPTs" baseline.
  3. SERP Competition Analysis: Uses lightweight scraping to identify "Weak Competitors" (Forums/Reddit) in Top 3 results.
  4. Pain Point Identification: Prioritizes keywords with "fix", "struggling with", or "how to" intent.

脚本说明 (Scripts)

  • trend_hunter_ultimate.py: The definitive discovery engine that runs the full validation pipeline.
  • profit_hunter_pro.py: Focuses on volume benchmarking and intent scoring.
  • SKILL.md: The official Agent Skill definition (compatible with Claude/Moltbot).
  • words.md: Curated seed list for high-value niche markets.

如何使用 (How to Use)

Integrated with Moltbot, simply ask:

"Run profit hunter on 'converter' seeds"

我们的哲学 (Philosophy)

  • Don't Invent, Discover: Find what people are already crying for.
  • Small Words, Big Profit: Dominate long-tail niches where giants don't look.

Created and maintained by @dancezhang604 with his digital employee @Yuanbao.

# Related Skills

# Supported AI Coding Agents

This skill is compatible with the SKILL.md standard and works with all major AI coding agents:

⚡ Amp 🚀 Antigravity 🤖 Claude Code 🦀 Clawdbot 📝 Codex ▶️ Cursor 🤖 Droid 💎 Gemini CLI 🐙 GitHub Copilot 🪿 Goose 📊 Kilo Code 🔧 Kiro CLI 💻 OpenCode 🦘 Roo Code 🌲 Trae 🏄 Windsurf

Learn more about the SKILL.md standard and how to use these skills with your preferred AI coding agent.