API debugging agent with full IO capture, log analysis, and codebase exploration
Analyze content from URLs (YouTube, LinkedIn, web posts, Git repos) and generate structured learning plans or analysis documents
Universal AI harness engineering: 6-layer architecture with SDD pipeline, ambiguity-gated shaping, 6-dimension review, lifecycle (GC/evolve/diet/audit), doctor health-check, enforcement hooks, context routing, and doc generation
Study pipeline: parse topics from temp.md, refine direction via brainstorming, execute structured deep-learning with codebase exploration and interview prep
Idea-to-implementation pipeline: raw ideas → structured PRDs → brainstorming refinement → service scaffolding
Launch kit for new desktop apps — scaffold README/LICENSE/Distribution + GitHub SEO metadata + release pipeline + GitHub Pages banner + discoverability checklist. Validated on macOS menu bar apps (muxbar, aieye).
Build and incrementally update a developer portfolio from git commit history. Default: current repo + ~/.claude/portfolio/{user}.md. Modes: single repo, multi-repo, GitHub-wide scan
Analyze layered CLAUDE.md/memory/settings to surface which rules survive (Active) vs overridden in the current session. Introspect + fs evidence verification + hybrid output. Cross-repo diff + virtual prompt simulation.
Dynamic skill quality evaluator — fork target skills, enforce JSON output via --json-schema, run N-repeat against ground-truth snapshots with semantic-judge + calibration, surface regressions vs baseline + auto-propose SKILL.md edits