Reviews/FINANCE/Daily Stock Analysis
D

Daily Stock Analysis

Automated LLM stock dashboards via GitHub Actions, zero infra needed

PriceOpen Source (API costs apply)Reviewed2026-04-29
Verdict — Ship
3 Ships1 Skips
Visit github.com

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.

Share this verdict

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

Weekly AI Tool Verdicts

Get the next verdict in your inbox

7 critics review a new AI tool every day. Weekly digest — free.

Embed this verdict

Tool makers can add a live ShipOrSkip badge to their site. Badge loads track impressions; clicks route back to this review.

Ship · 7.5/10
HTML badge
<a href="https://shiporskip.io/api/badge-click/daily-stock-analysis-llm-github-actions-automated-2026" target="_blank" rel="noopener"><img src="https://shiporskip.io/api/badge/daily-stock-analysis-llm-github-actions-automated-2026" alt="Daily Stock Analysis Ship verdict on ShipOrSkip" width="360" height="90" /></a>
Markdown badge
[![Daily Stock Analysis Ship verdict on ShipOrSkip](https://shiporskip.io/api/badge/daily-stock-analysis-llm-github-actions-automated-2026)](https://shiporskip.io/api/badge-click/daily-stock-analysis-llm-github-actions-automated-2026)
Iframe widget
<iframe src="https://shiporskip.io/embed/daily-stock-analysis-llm-github-actions-automated-2026" title="Daily Stock Analysis ShipOrSkip verdict" width="360" height="260" style="border:0;border-radius:16px;max-width:100%;" loading="lazy"></iframe>

The reviews

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.

Helpful?

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.

Helpful?

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.

Helpful?

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.

Helpful?

Bookmarks

Loading bookmarks...

No bookmarks yet

Bookmark tools to save them for later