用 8 个开源仓库围绕 GPT-6 Astra 搭编码栈

Promix @Promixyz原推发布于 2026.10.06

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GPT 6 Astra + GitHub is getting f...cking ridiculous I’d build the entire coding loop around 8 open source repos 01 OpenHands ▸ https://github.com/All-Hands-AI/OpenHands → takes the issue and runs the engineering task 02 Serena ▸ https://github.com/oraios/serena → finds symbols, references and the exact code Astra needs to touch 03 Context7 ▸ https://github.com/upstash/context7 → pulls current docs and examples before Astra writes against an outdated API 04 Browser Use ▸ https://github.com/browser-use/browser-use → researches anything missing from the repo or docs 05 E2B ▸ https://github.com/e2b-dev/E2B → runs the generated code inside an isolated sandbox 06 Ruff ▸ https://github.com/astral-sh/ruff → catches formatting, lint and common Python problems before testing 07 pytest ▸ https://github.com/pytest-dev/pytest → checks whether the patch actually works 08 Langfuse ▸ https://github.com/langfuse/langfuse → keeps the trace when the agent screws something up Give each of those jobs to a dedicated layer and the model gets one job Understand the problem and write the right change That is the stack I’d clone before trying another model

这条是引用着另一条写的：x.com/promixyz/status/2102424036416348494