{"repo":"Miasyster/QuantGPT","free":true,"listed":false,"github":"https://github.com/Miasyster/QuantGPT","clone":"git clone https://github.com/Miasyster/QuantGPT.git","description":"Agent-driven alpha factory — LLM autonomously designs, backtests, and submits factors to WorldQuant BRAIN","language":"Python","stars":441,"topics":["a-shares","ai-agent","alpha","backtesting","claude","factor-investing","mcp","quantitative-finance","worldquant"],"license":"MIT","category":"trading","readme_excerpt":"QuantGPT Agent-Driven Factor Research Engine — Autonomous Mining, Independent Validation on QuantGPT Cloud LLM Agent 自治因子挖矿 → 批量回测 → 多维评分 → 反过拟合验证 → QuantGPT Cloud 独立验证 + 样本外跟踪 全程零人工干预 Quick Start · Architecture · API Docs · MCP Guide · Factor Mining · Roadmap · Contributing WeChat / 微信交流群 : Add quantgpt ai on WeChat to join the community --- What Is QuantGPT QuantGPT is an agent-driven factor research engine — not a backtest library, not a chatbot wrapper. It gives an LLM Agent (Claude, via MCP) a complete toolkit to autonomously discover, evaluate, iterate, and validate alpha factors, with zero human intervention per research cycle. Factors that pass local validation are automatically uploaded to QuantGPT Cloud for independent verification and out-of-sample tracking — ensuring research results are reproducible and auditable. The core architecture: How It Differs from \"AI Backtest Tools\" 传统工具（包括 ChatGPT + 回测库）的模式是： 人类想因子 → 工具跑回测 → 人类看结果 。Agent 是执行者，人类是决策者。 QuantGPT 的模式是： 人类定义目标 → Agent 自治研究 → 人类审阅产出 。Agent 是研究者，人类是审阅者。 这不是接口层的区别（自然语言 vs. 代码），而是 决策权 的区别。Agent 自主决定：探索哪个方向、生成什么表达式、评估哪些指标、何时迭代、何时放弃、何时提交。 Production Track Record Metric Value :------- :------ 累计回测任务 370+ 单轮迭代（8 候选因子） 15 分钟 表达式算子 60+（含非线性、三元、技术指标） Cloud 独立验证 A 级因子自动上传 quant-gpt.com 验证 + 样本外跟踪 WQ BRAIN 提交（可选） 3 个因子 IS 全部 PASS，已提交（最佳 Fitness 1.26） --- Validated Results QuantGPT 产出的因子通过两层验证：本地多维评分 + QuantGPT Cloud 独立 IC/IR 验证。高质量因子还可选提交至 WQ BRAIN。以下 3 个因子已通过 WQ BRAIN IS 检测并正式提交： Factor Expression WQ Sharpe WQ Fitness ","default_branch":null,"files":null,"tree":[],"storefront":"/r/Miasyster","claimed":false,"request_supported":{"post":"https://gitbuyer.com/r/Miasyster/QuantGPT/request-supported","requests":0},"note":"indexed from public GitHub; nothing is for sale on this page. Clone it from GitHub. Paid listings live at /search."}