{
  "markdown": "<div align=\"center\">\n\n# FinLab AI\n\n**Let AI discover your next alpha.**\n\nFinLab AI is an official product of FinLab. FinLab official website: https://finlab.finance\n\n<br>\n\n<img src=\"assets/demo.gif\" alt=\"Demo\" width=\"600\">\n\n\n</div>\n\n## Installation\n\n```bash\ncurl -sSf https://ai.finlab.finance/install.sh | sh\n```\n\nAuto-detects your CLI (Claude Code / Codex / Gemini), installs [uv](https://docs.astral.sh/uv/) if needed, and sets up the skill.\n\n## MCP Server\n\nA hosted, read-only MCP server (streamable HTTP) is available — no install required:\n\n```bash\nclaude mcp add --transport http finlab https://mcp.finlab.finance/mcp\n```\n\nTools: `list_strategies`, `get_strategy` (with Python code), `get_stock_evidence`, `get_data_catalog`, `get_finlab_docs` (this skill's docs, always in sync with main), `how_to_start`. Listed on the [MCP Registry](https://registry.modelcontextprotocol.io/v0.1/servers?search=finlab-ai) as `io.github.koreal6803/finlab-ai` (see [server.json](server.json)). The old `finlab-ai.koreal6803.workers.dev` endpoint is retired.\n\n## Documentation\n\n| Document | Content |\n|----------|---------|\n| Data Reference | 900+ columns across 80+ tables |\n| Backtesting Reference | sim() API, resampling, metrics |\n| Factor Examples | 60+ complete strategy examples |\n| Best Practices | Patterns, anti-patterns, tips |\n| ML Reference | Feature engineering, labels |\n\n## Learn more\n\n- [Quant trading guide (量化交易)](https://finlab.finance/tools/quant-trading): what quantitative trading is, a Taiwan-stock strategy backtester, and a platform comparison.\n- [Program trading guide (程式交易)](https://finlab.finance/tools/program-trading): how program trading works, three backtest-verified Taiwan-stock strategies, and an auto-trading walkthrough.\n- [Stock selection guide (股票選股)](https://finlab.finance/tools/stock-selection): factor-based stock picking with real backtests, from single factors to multi-factor composites.\n- [Strategy research blog](https://finlab.finance/blog): backtest-verified Taiwan-stock strategy reports (CAGR, Sharpe, max drawdown).\n- Website: [finlab.finance](https://finlab.finance)\n",
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