zforge

Write personal blog posts with the rhythm, structure, and voice of top-tier essayists (Paul Graham, Dan Luu, Henrik Karlsson, Ben Kuhn, etc.)

Add a new feature with design, TDD, and PR workflow

Audit a codebase for security vulnerabilities, code quality issues, and architecture concerns

Use when the user says "autopilot", "auto mode", "替我回答", or "自动回答". Enables autonomous decision-making by answering Claude's own questions based on the user's personality profile.

Fix a bug with systematic debugging, TDD, and PR workflow

Create a git release — tag, push, and create GitHub release

Emergency fix — minimal change, fast PR, no design overhead

Initialize a new project — repo, structure, CI, and first commit

Manage working memory (session-scoped) and long-term memory (cross-session). Automatically triggered by hooks at session start/stop. Invoke manually with /memory to review or curate.

Small tweaks to existing features — no design needed, just TDD and PR

Review a pull request — check diff, run tests, report findings

Use at the start of EVERY session. Loads the user's personality profile and operates according to it. Also enables continuous distillation of new signals.

Refactor code with safety nets — tests green before and after, no behavior change

Set up CI/CD workflows via interactive questionnaire — unit tests, build, coverage, linting, deploy, and custom actions

Update dependencies safely — check changelogs, run tests, create PR

Periodically monitor any long-running process (CI/CD pipeline, deployment, job, server) using a cheap Haiku subagent for status checks, and escalate to the main model when issues are detected. Use when asked to monitor, babysit, watch, keep an eye on, or check periodically.