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quickstart-improve

analyze session transcripts for system improvement

Published by Convex Updated Jul 18
Covers Convex LLM Automation Optimization

Description

Backward-compatible alias for improve-convex-plugin. Send THIS Codex session's transcript to the Convex quickstart backend for an AI post-mortem that improves the whole system. TRIGGER when the user runs $quickstart-improve (the former name of $improve-convex-plugin).

SKILL.md

Send session for review ($quickstart-improve → $improve-convex-plugin)

$quickstart-improve was renamed to $improve-convex-plugin; this alias keeps the old name working for existing users. The behavior is identical: ship the current Codex session transcript to anteater's /review endpoint for an AI post-mortem that returns concrete findings to improve the runbook / bootstrap / skills. Prefer $improve-convex-plugin going forward.

Run it (QB_HARNESS=codex tells the helper to read the Codex transcript):

curl -fsSL "https://basic-anteater-667.convex.site/send-transcript" \
  | QB_HARNESS=codex bash -s -- --idea "<the user's note, or the app idea>"

Read the output exactly as in improve-convex-plugin:

  • REVIEW_DONE status=done → summarize for the user: overall outcome + summary, then the top findings by severity (each: titletargetsuggestedFix), then the wins. Keep it about the system, never paste back secrets (the helper already redacts).
  • REVIEW_PENDING → submitted; the review is still running (the printed /review/<id> can be re-checked).
  • REVIEW_NO_TRANSCRIPT / REVIEW_TRANSCRIPT_TOO_SMALL → no Codex transcript found; tell the user.
  • REVIEW_UPLOAD_FAILED → the endpoint was unreachable (network/sandbox); report it.

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