
Entropy scan and cleanup — keep the codebase healthy
Install the agent harness into a target project. Detects project type (greenfield vs existing), copies skills, and delegates to the appropriate bootstrap command.
Bootstrap a new greenfield project with full agent harness configuration, documentation, project scaffolding, and enforcement rules.
PR creation with standards verification gate
Clean code philosophy — eliminate unnecessary comments, simplify code
Autonomous feature implementation orchestrator
Validate and fix project structure against architecture rules
Post-implementation retrospective that captures learnings to memory and proposes doc improvements
QA checklist generator from diff
Tier-aware test generator
A framework-agnostic harness for autonomous agent-driven development with Claude Code. Use when setting up new projects, implementing features with TDD, managing code quality, or maintaining codebases. Provides workflow automation, enforcement rules, context engineering, and cross-session memory.
Generate implementation plans from feature descriptions
Auto-split documentation files exceeding size threshold
Migrate project scaffolding to match the latest harness version. Adds new directories (memory/, scratch/), new harness.yaml fields, and suggests AGENTS.md updates. For plugin users this handles what a plugin update cannot — project-level structure changes. For git-clone users this also updates copied skill files.
Install the agent harness into an existing codebase. Scans the project to understand its structure, then generates configuration and documentation that describes the project as it is -- without restructuring code.