七个开源仓库把 GPT-6 Astra 搭成编码工作流
用 OpenHands、Serena、Context7、GitHub MCP、E2B、pytest、Langfuse 分工，让 Astra 只负责理解与决策。
GPT 6 Astra + GitHub is f...cking ridiculous 7 open source repos can turn one model into a serious coding setup 01 OpenHands ▸ https://github.com/OpenHands/OpenHands → gives Astra a real workspace for editing files, running commands and handling engineering tasks 02 Serena ▸ https://github.com/oraios/serena → finds symbols, references and the exact parts of the repo that matter 03 Context7 ▸ https://github.com/upstash/context7 → pulls current docs before Astra writes against an outdated API 04 GitHub MCP Server ▸ https://github.com/github/github-mcp-server → gives the agent direct access to issues, repositories and pull requests 05 E2B ▸ https://github.com/e2b-dev/E2B → runs code and commands inside an isolated environment 06 pytest ▸ https://github.com/pytest-dev/pytest → makes the real test suite the gate between a patch and a finished task 07 Langfuse ▸ https://github.com/langfuse/langfuse → keeps the full trace when the agent makes the wrong decision what matters here is the split Serena handles the repo Context7 handles the docs GitHub MCP handles the platform E2B handles execution pytest handles verification Langfuse handles the failure trail GPT 6 Astra gets the expensive job understand the problem, choose the change, fix what failed and review the final result that is the setup I would build before spending another week swapping models
这条是引用着另一条写的：x.com/promixyz/status/2102424036416348494