How to use Claude to ship a CLI through agent reviews
The claude-autopilot author reported using the package's own specification, implementation, review, merge, and publishing pipeline for every shipped version.
news.ycombinator.com
Suggested prompt
Suggested prompt written by Agents In Use, not the source author. Replace bracketed inputs and review tool permissions first.
Use [local orchestration pipeline] to develop [CLI change] from [specification]. Produce a plan, delegate implementation, run independent plan and diff reviews, and triage findings. Prepare a review-ready pull request and wait for human approval before merging or publishing.
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See placements →Evidence at a glance
Sourced account- Source poster / publisher
- axledbetter01
- Original account
- Read the source ↗
- Published
- Source link checked
- Reported result
- The author reported that every shipped claude-autopilot version, including v7.10.1, went through its own development and release pipeline.
- Human involvement
- The author described human-gated merging by default and preserved review threads, but did not detail individual release approvals.
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How the agent did it
- Develop a specification and plan through the pipeline.
- Use implementation subagents to make the planned changes.
- Run Codex review and bugbot triage on the work.
The author built claude-autopilot for internal use and reported that every shipped version, including v7.10.1, passed through the package's own development pipeline. The sequence covered specifications, planning, implementation subagents, Codex review, bugbot triage, an admin merge step, and npm publication. The author said the repository retained the commit history and review threads for that work.
The tool orchestrated Claude Code through phases spanning brainstorming to pull request review. Claude handled implementation, Codex reviewed plans and diffs, and Cursor Bugbot triaged pull request findings. The default sequence was serial, with a separate optional council mode for parallel model responses. Individual phases were editable Markdown skills rather than fixed opaque steps.
The author also reported daily production use, while clarifying that their large code-volume figures represented gross churn across features, tests, types, and migrations. Human approval remained the default gate for merging. The post does not describe the review decisions behind individual releases. Who it's for: developers interested in inspectable local orchestration that combines implementation agents with separate review roles.
Prompt
Suggested prompt (written by Agents In Use, not the author's)
Source: Hacker News · axledbetter01
Frequently asked questions
Which models handled implementation and review?
The described default split used Claude for coding, Codex for plan and diff review, and Cursor Bugbot for triaging pull request findings.
Did the pipeline automatically merge every pull request?
The author said merging remained human-gated by default. The reported release history included an admin-merge step followed by npm publishing.
Could users change the pipeline phases?
Yes. The author described each phase as an editable Markdown skill, including the review policy and its risk-based escalation instructions.
More details
Remaining steps
- Pass releases through the admin-merge step.
- Publish the resulting package version to npm.
About this account
The pipeline delegated implementation and review to distinct agent roles, while retaining a default human gate before merging.
Platform: Hacker News. Attribution: https://news.ycombinator.com/item?id=48201112. Prompt: Suggested (written by Agents In Use, not the author's). Sourced by the Agents In Use pipeline.
Credit: axledbetter01 on Hacker News
Source published
Added to Agents In Use
Source checked
Tools and topics
Claude Code · claude-autopilot · Codex · Cursor Bugbot · GitHub · npm
CLI · Code review · Agent orchestration · npm
Editorial completeness: 100/100. Measures documented fields, not agent performance or verified outcomes.