Personalized tutor with memory across sessions — "teach me X, at my pace." Builds a syllabus with a pass rubric per unit, teaches one unit per session: a recall quiz on what's due (date-based spaced repetition), examples matched to your background, and an…
Lightweight bug-fixing loop — reproduce → root-cause → fix test-first → verify — deliberately separate from the heavyweight feature workflow so small fixes don't drag a spec-and-plan process behind them. Demands a deterministic reproduction before any code…
End-of-session shipping gate — "prove it works, then ship it." Runs an evidence checklist (full test suite, lint/typecheck, build, and actually running the change — output quoted, never asserted), then a fresh-context two-stage review by a sub-agent that sees…
Codebase orientation for an unfamiliar or large repo — "map this before I work in it." Fans out read-only Explore sub-agents that navigate the code (keyless — grep/glob/read, no embeddings to go stale) along the order that matters: entry points,…
Harness retro — turn recurring agent mistakes into one-line fixes. Mines recent session transcripts (plus the bugfix log and past runs) for repeated corrections, permission friction, and rules that get violated anyway, then proposes ranked changes one at a…
Morning work briefing — "what does my day look like, in one scan?" Gathers today's calendar and emails needing attention (via connected Google MCP tools when available), recent git activity and unfinished work across your local repos, your open tasks (TODO…
Community-pulse research on any topic — "what are people saying about X right now." Fans out parallel sub-agents across web search, Hacker News, Reddit, and GitHub; ranks findings by real engagement (points/upvotes/stars/comments); flags rumors; and writes a…
Competitive reconnaissance for your project — what do the repos solving this same problem do better, and what's worth adopting? Finds peer repos (ranked by activity, downloads, dependents — never raw stars), mines what their users beg for — issue reactions,…