AC Autonomous Orchestrator

AC Autonomous Orchestrator is an AI Engineering skill for Claude Code, published by majiayu000 in claude-skill-registry.

575 stars88 forkson majiayu000/claude-skill-registryAdded 2026/08/25+1% in starsRepository updated 2026/08/25

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Install in seconds

Install AC Autonomous Orchestrator

Copy AC Autonomous Orchestrator into your Claude Code skills folder. Run the command in your terminal, or review the source on GitHub before installing.

terminal

npx degit https://github.com/majiayu000/claude-skill-registry/tree/main/skills/agent/ac-autonomous-orchestrator ~/.claude/skills/ac-autonomous-orchestrator

Requires Node.js. Downloads this skill only — not the rest of the repository — into your Claude Code skills folder.

Without Node.js

git clone https://github.com/majiayu000/claude-skill-registry.git

Clones the whole repository, then copy the skill’s own directory into your skills folder yourself.

In this catalog

Source file: skills/agent/ac-autonomous-orchestrator/SKILL.md in majiayu000/claude-skill-registry
Installs to: ~/.claude/skills/ac-autonomous-orchestrator
Collection: One of 23 skills cataloged from this repository
Category: AI Engineering — 2451 skills

What AC Autonomous Orchestrator does

AC Autonomous Orchestrator coordinates autonomous coding operations from initialization through planning, execution, validation, and commit. Use it to run full-session implementations or manage multiple components together.

AC Autonomous Orchestrator is cataloged under AI Engineering on DirSkills. AC Autonomous Orchestrator comes from a repository tagged ai-skills, claude-code, generated-artifact, github-pages and skill-registry.

Documentation

README

Excerpt

AC Autonomous Orchestrator

Main orchestrator for autonomous coding operations.

Purpose

Coordinates all autonomous coding components, managing the complete lifecycle from initialization through feature completion.

Quick Start

from scripts.autonomous_orchestrator import AutonomousOrchestrator

orchestrator = AutonomousOrchestrator(project_dir)
await orchestrator.initialize(objective="Build user authentication")
result = await orchestrator.run()

Orchestration Flow

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

Integration

This is the opening of the README. Read the full README on GitHub.

Frequently asked about AC Autonomous Orchestrator

What else does majiayu000 publish alongside AC Autonomous Orchestrator?
AC Autonomous Orchestrator is one of 23 skills that DirSkills catalogs from majiayu000/claude-skill-registry, the repository it ships in. Its siblings there include AC Checkpoint Manager, AC Commit Manager and AC Criteria Validator. Each one is a separate skill with its own page in this directory, installs the same way AC Autonomous Orchestrator does, and is maintained by majiayu000 in that same repository. The rest of the collection is listed on the majiayu000/claude-skill-registry page.
How does AC Autonomous Orchestrator compare to other AI Engineering skills?
AC Autonomous Orchestrator ranks #1994 by stars among the 2451 AI Engineering skills in this catalog. The most-starred ones next to it are Architecture Decision Records, AI-First Engineering and Agentic OS. DirSkills ranks by the star count of the repository each skill ships in, so that order reflects how popular those repositories are rather than any review of AC Autonomous Orchestrator against them. Open each page to compare what they document and how they install.