Daily Stock Analysis
Automated LLM stock dashboards via GitHub Actions, zero infra needed
The Panel's Take
Daily Stock Analysis is an open-source system that uses LLMs to generate comprehensive stock decision dashboards and deliver them to your messaging app of choice — automatically, every day at 6 PM Beijing time, with zero server infrastructure required. The entire system runs on GitHub Actions, triggered by a cron job from your own fork. Each daily run aggregates technical analysis, real-time price data, chip distribution, news sentiment, capital flow tracking, and fundamental data across A-shares, Hong Kong, and US markets. The output is a "decision dashboard" — a structured report with conclusions, risk alerts, buy/sell levels, and an action checklist — pushed via webhook to WeChat Work, Feishu, Telegram, Discord, Slack, or email. The project supports a wide range of LLM backends (DeepSeek, Qwen, Gemini, Claude, OpenAI-compatible APIs, local Ollama) and data sources (Tushare, AkShare, TickFlow). With 32,000+ GitHub stars and climbing, it's clearly scratching an itch for retail investors who want institutional-grade analysis without paying for Bloomberg.
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Daily Stock Analysis verdict: SHIP 🚀 3 ships · 1 skip from the expert panel Full review: shiporskip.io/tool/daily-stock-analysis-llm-github-actions-automated-2026
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“Using GitHub Actions as a cron-based LLM pipeline is genuinely clever — no server, no containers, no maintenance. Fork, add secrets, enable Actions, done. The multi-LLM backend support means you can run the whole thing on DeepSeek for almost nothing.”
“LLMs hallucinate stock data. Without rigorous validation against ground truth prices and alerts, 'AI-generated buy/sell levels' are at best noise and at worst a way to lose money with extra steps. Use this for learning, not trading.”
“Democratizing systematic multi-market analysis that previously required either a quant team or a Bloomberg terminal is a big deal. The GitHub Actions architecture is a template for a whole class of personal AI automation.”
“The notification to Telegram or Feishu is a nice touch — your daily market brief lands in the same app as your messages. It's the kind of ambient intelligence that makes you feel like you have a well-informed analyst on call.”