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🚀 Startup Inspiration Daily Brief

MIT License Python Agentic Workflow Stars

English | 中文

If this is useful, a star helps others find it — and follow @Tod-White for more agentic workflows.

An agentic workflow that scrapes 13 startup communities daily, scores each item with Claude AI, and pushes a curated digest to Telegram — fully automated, ~$2/month to run.

Core idea: Skip the big news. Find non-consensus opportunities — real business stories that major platforms ignore but have solid commercial logic.

✨ Features

  • 13 sources: Hacker News, Product Hunt, IndieHackers, Reddit, V2EX, 36Kr, podcasts (How I Built This, My First Million, Side Hustle Show), Substack, Brave News/Community Search
  • AI scoring: Claude evaluates each item on 5 dimensions — niche appeal, cross-industry potential, regulatory friendliness, executability, business imagination
  • Smart dedup: Tracks history across all past reports, no repeats
  • Telegram push: Formatted digest delivered daily
  • Archive: Every report saved locally as Markdown

📋 Sample Output

🔗 Live Demo → — bilingual, switch between English / 中文

⚠️ The demo shows a sample output — not a product or service. This tool runs on your own server for ~$2/month. Want a custom version for your niche? Fork this repo and go.


🇬🇧 English Sample

📡 Startup Inspiration Brief · 2026-03-28
━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━

#1 | Eggs priced like wine                           ★ 9.2
    Source: How I Built This
    Vital Farms turned commodity eggs into a public company.
    Not a food story — pure brand arbitrage.
    "You're not selling a better egg. You're selling an identity."
    ↑ Cross-industry  ↑ UK market fit  ↑ Narrative moat
    🟡 1-2yr window

#2 | Solo dev vs Bloomberg — 99% cheaper              ★ 7.4
    Source: Reddit r/SaaS
    Bloomberg metals data: $25,000/yr.
    He rebuilt the core, made the best part free.
    Free = moat. Acquisition cost: near zero.
    ↑ Price arbitrage  ↑ B2B  ↑ No sales team needed
    🟡 1-2yr window

#3 | Rewrote enterprise component in 1 day            ★ 9.0
    Source: Hacker News
    Reco.ai used AI to rewrite a legacy component.
    Result: saved $500,000/year.
    Real play: sell this as a fixed-price B2B service.
    NHS legacy stack density = world-class opportunity.
    ↑ AI execution  ↑ NHS fit  ↑ Underserved B2B
    🟡 1-2yr window

━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━
Trends: Brand arbitrage · Legacy AI rewrite · Freemium B2B
Sources: HN(50) PH(20) Reddit(16) SideHustle(10) 36Kr(20) +7 more

🇨🇳 中文样本

📡 创业灵感日报 · 2026-03-28
━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━

#1 | 鸡蛋卖出了葡萄酒的价格                         ★ 9.2
    来源:How I Built This
    Vital Farms 把散养蛋做成了上市公司。
    不是食品故事——是品牌套利。
    「你卖的不是更好的蛋,你卖的是一种身份认同。」
    ↑ 跨界  ↑ 英国市场适配  ↑ 叙事护城河
    🟡 还有1-2年窗口

#2 | 一个人打Bloomberg,定价砍掉99%                  ★ 7.4
    来源:Reddit r/SaaS
    Bloomberg金属数据:$25,000/年。
    他重建了核心功能,把最好的部分免费开放。
    免费 = 护城河。获客成本:接近零。
    ↑ 价格套利  ↑ B2B  ↑ 无需销售团队
    🟡 还有1-2年窗口

#3 | 一天重写企业级组件,省了50万美元               ★ 9.0
    来源:Hacker News
    Reco.ai 用 AI 一天重写了遗留组件。
    结果:每年节省 $500,000。
    真正机会:把这件事包装成固定报价的B2B服务。
    NHS 遗留系统密度 = 世界级机会。
    ↑ AI执行力  ↑ NHS适配  ↑ 被低估的B2B赛道
    🟡 还有1-2年窗口

━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━
趋势关键词:品牌套利 · 遗留系统AI改造 · Freemium B2B
信息源:HN(50) PH(20) Reddit(16) SideHustle(10) 36Kr(20) 共13源

🚀 Quick Start

1. Clone & install

git clone https://github.com/Tod-White/startup-inspiration-brief
cd startup-inspiration-brief
pip install -r requirements.txt

2. Configure

cp .env.example .env
# Edit .env with your API keys

Required:

Optional:

  • FIRECRAWL_API_KEY — for IndieHackers scraping (free tier)

3. Run

./run.sh

Takes ~15-20 minutes. Report will be pushed to Telegram automatically.

4. Schedule daily (cron)

crontab -e
# Add:
0 8 * * * cd /path/to/startup-inspiration-brief && ./run.sh

💰 Cost Estimate

API Daily usage Monthly cost
Claude Sonnet ~50k tokens ~$1.5
Brave Search ~30 queries Free tier
Firecrawl ~10 crawls Free tier

Total: ~$2/month

📁 Project Structure

├── main.py              # Orchestrator
├── config.py            # Config (all from env vars)
├── run.sh               # Entry point
├── .env.example         # Config template
├── requirements.txt
├── scrapers/            # Source scrapers
│   ├── brave_news.py
│   ├── brave_community.py
│   ├── hackernews_api.py
│   ├── producthunt_rss.py
│   └── ...
├── filters/
│   └── scorer.py        # Claude AI scorer
├── generators/
│   └── daily.py         # Report generator
└── archive/             # Local report archive

🔧 OpenClaw Skill

If you use OpenClaw, install as a skill:

cp -r . ~/.openclaw/workspace/skills/startup-brief/

Then trigger with: "run startup brief"


中文说明

如果对你有用,点个 Star 帮助更多人发现这个项目 — 并 关注 @Tod-White 获取更多 Agentic 工作流。

一个 Agentic 工作流:每天自动抓取 13 个创业社区,用 Claude AI 打分筛选,推送精选简报到 Telegram。全自动运行,月成本约 $2。

核心理念: 不追大新闻,找非共识机会——那些大平台不报、但有真实商业逻辑的创业故事。

✨ 功能

  • 13个信息源:Hacker News、Product Hunt、IndieHackers、Reddit、V2EX、36Kr、播客(How I Built This、My First Million、Side Hustle Show)、Substack、Brave 新闻/社区搜索
  • AI 打分:Claude 从 5 个维度评估——小众度、跨界度、监管友好度、可执行性、商业想象力
  • 智能去重:追踪历史简报,不重复推送
  • Telegram 推送:每日自动发送格式化简报
  • 本地存档:每份简报保存为 Markdown 文件

🚀 快速开始

git clone https://github.com/Tod-White/startup-inspiration-brief
cd startup-inspiration-brief
pip install -r requirements.txt
cp .env.example .env
# 编辑 .env,填入你的 API keys
./run.sh

必填配置:

💰 费用估算

月总成本约 $2(Claude Sonnet ~$1.5,其余 API 免费额度内)

License

MIT — 自由使用,欢迎 PR 和 Star ⭐

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Daily startup inspiration brief: auto-scrape 13 sources, AI scoring with Claude, push to Telegram. Agentic workflow.

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