GPT-6 Astra paired with 9 open-source repos to build a coding system
The author chains nine open-source tools, including Aider, Serena, Context7 and GitHub MCP, into a coding pipeline where Astra only plans, writes patches, debugs and reviews diffs.
GPT 6 Astra + GitHub is f...cking stacked 9 open source repos for one coding system 01 Aider ▸ https://github.com/Aider-AI/aider → edits the repo from the terminal 02 Serena ▸ https://github.com/oraios/serena → finds symbols, references and affected files 03 Context7 ▸ https://github.com/upstash/context7 → pulls current docs and examples 04 GitHub MCP Server ▸ https://github.com/github/github-mcp-server → connects issues, branches and pull requests 05 Browser Use ▸ https://github.com/browser-use/browser-use → researches anything outside the repo 06 E2B ▸ https://github.com/e2b-dev/E2B → runs code and commands in a sandbox 07 Ruff ▸ https://github.com/astral-sh/ruff → catches lint and Python errors fast 08 pytest ▸ https://github.com/pytest-dev/pytest → checks whether the patch actually works 09 Langfuse ▸ https://github.com/langfuse/langfuse → traces every model call and tool failure Astra handles the expensive part planning the change writing the patch debugging hard failures reviewing the final diff Everything else gets pushed into a tool built specifically for that job
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