The library

gsd:new-workspace · Isolating multi-repo feature work when you need independent .planning/ folders per feature branch.

ti-install-sig · Discovering mruby type landscape when starting a task in unfamiliar dynamic-typed codebases.

market-scout · Preventing wasteful engineering by validating demand before any code when competitors are unclear.

changelog · Auto-generating changelogs from git when manual note-taking during development is error-prone.

mvp-scoper · Ruthlessly cutting scope bloat to 5-7 core features when launch speed beats feature completeness.

gsd:note · Context-switching quickly between fleeting ideas when one-Write calls beat structured TODO setup.

issue-triage-sensei-hacker-inav-claude · Quickly identifying readily-solvable issues when managing 100+ open GitHub issues in OSS projects.

saas-accelerator · Shipping an MVP from raw idea to deployment-ready when multi-agent coordination beats solo engineering.

graphql-implementation · Building strongly-typed flexible APIs when client query variations beat fixed REST endpoints.

schema-designer · Preventing data integrity issues when schema changes later become prohibitively expensive.

security-auditor-saas · Blocking deployment when OWASP Top 10 vectors would otherwise reach production.

gsd:plan-phase · Creating executable plans with integrated research when planning quality directly impacts execution.

system-architect · Eliminating spaghetti architecture when deliberate choices before coding prevent costly refactors.

sequences · Automating multi-step outreach when per-step approval gates and reply tracking matter.

test-engineer · Blocking bugs before QA when automated test coverage beats manual testing ROI.

apple-reminders · Scripting Apple Reminders when GUI-only interfaces block automation workflows.

bbc-skill · Quantifying audience sentiment when qualitative comment analysis beats binary metrics.

executing-plans · Implementing detailed plans when batch execution with architect review gates prevents divergence.

optimize-agent-instructions · Applying Karpathy principles when instruction files drift from behavioral intent.

conductor-implement · Executing structured project tasks when workflow rules and TDD discipline reduce context thrashing.

os-architect · Automatically routing agent/skill evolution requests to the right orchestrator without manual classification.

gsd:reapply-patches · Preserving user customizations through GSD tool updates using three-way merge heuristics.

os-clean-locks · Recovering from deadlocked agents that crashed leaving stale lock files behind.

gsd:remove-phase · Cleanly deleting unstarted work from roadmap without orphaned markers cluttering context.

os-environment-probe · Configuring delegation backends once instead of asking about available tools each workflow.

gsd:remove-workspace · Tearing down project workspaces with automatic worktree cleanup and commit safety checks.

os-eval-backport · Safely merging improvement-loop edits back to canonical plugin sources with selective review.

gsd:research-phase · Delegating technical research to a fresh-context subagent before planning expensive work.

os-eval-lab-setup · Bootstrapping isolated test repos with consistent eval harness before autoresearch iterations.

gsd:resume-at · Scheduling future Claude sessions around usage caps or scheduled overnight batch work.

os-eval-runner · Autonomously iterating skill improvements using empirical scoring gates instead of human feedback.

gsd:resume-work · Seamlessly restoring GSD session state from checkpoints across multiple Claude conversations.

os-evolution-planner · Proposing and executing agent evolution paths (update/create/orchestrate) with structured planning.

gsd:review-backlog · Systematically triaging project tasks and surfacing critical path blockers.

os-evolution-verifier · Validating that evolved agents meet their original requirements before applying to production.

gsd:review · Gate-checking workflow completion before advancing to next phase.

os-experiment-log · Durable tracking of agent experiments with structured metadata and cross-run analysis.

gsd:scan · Quick status checkup showing active phase, pending tasks, and system health.

clinical-nlp-extractor · Extracting structured medical data from unstructured clinical notes at scale.

os-guide · Onboarding users to Agentic OS workflows without requiring manual documentation reading.

gsd:secure-phase · Retroactively auditing threat mitigations before shipping a production phase

gsd:session-report · Generating shareable post-session summaries with estimated token costs

os-improvement-report · Tracking and visualizing agent loop improvement trends over cycles

gsd:set-profile · Switching GSD agent quality/cost tradeoffs without restarting work

os-init · Bootstrapping Agentic OS structure for new multi-agent projects

gsd:settings · Interactive configuration of GSD workflow toggles and model profiles

os-memory-manager · Closing sessions with proper three-tier memory promotion and deduplication

gsd:ship · Creating PRs and tracking merges after verify-work passes

self-evolution · Self-healing failed selectors and stale scripts via tier-gated edits

gsd:sketch-wrap-up · Distilling throwaway sketches into persistent design skills