Main orchestrator for autonomous coding operations. Use when running autonomous sessions, coordinating components, managing the full lifecycle, or orchestrating implementations.
npx skills add https://github.com/majiayu000/claude-skill-registry --skill ac-autonomous-orchestrator
Main orchestrator for autonomous coding operations.
Coordinates all autonomous coding components, managing the complete lifecycle from initialization through feature completion.
from scripts.autonomous_orchestrator import AutonomousOrchestrator
orchestrator = AutonomousOrchestrator(project_dir)
await orchestrator.initialize(objective="Build user authentication")
result = await orchestrator.run()
1. INIT → Load config, setup session
2. PLAN → Generate/load feature list
3. EXECUTE → TDD implementation loop
4. VALIDATE → QA review and validation
5. COMMIT → Git commit changes
6. CONTINUE → Next feature or handoff
Coordinates all AC skills for unified operation.
See scripts/autonomous_orchestrator.py for full implementation.
Create new skills, modify and improve existing skills, and measure skill performance. Use when users want to create a skill from scratch, edit, or optimize an existing skill, run evals to test a skill, benchmark skill performance with variance analysis, or optimize a skill's description for better triggering accuracy.
Guide for creating effective skills. This skill should be used when users want to create a new skill (or update an existing skill) that extends Claude's capabilities with specialized knowledge, workflows, or tool integrations.
Guide for creating effective skills. This skill should be used when users want to create a new skill (or update an existing skill) that extends Claude's capabilities with specialized knowledge, workflows, or tool integrations.
Replace with description of the skill and when Claude should use it.
Use when facing 2+ independent tasks that can be worked on without shared state or sequential dependencies
This skill should be used when the user wants to "create a skill", "add a skill to plugin", "write a new skill", "improve skill description", "organize skill content", or needs guidance on skill structure, progressive disclosure, or skill development best practices for Claude Code plugins.
Helps users discover and install agent skills when they ask questions like "how do I do X", "find a skill for X", "is there a skill that can...", or express interest in extending capabilities. This skill should be used when the user is looking for functionality that might exist as an installable skill.
Use when creating new skills, editing existing skills, or verifying skills work before deployment
Take majiayu000/ac-autonomous-orchestrator from the repository into ~/.claude/skills for personal
use, or into .claude/skills inside a project.
The agent identifies a skill by the name field in its header. Two skills with the
same name cannot sit side by side — one of them will be ignored.