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Agent skill

Ac Master Controller

by majiayu000 in majiayu000/claude-skill-registry

Master controller for complete autonomous operation. An agent skill from majiayu000/claude-skill-registry.

MITAuto-check passed

Install Ac Master Controller

skills CLI
$ npx skills add majiayu000/claude-skill-registry --skill ac-master-controller -a claude-code

Project install by default; add -g for ~/.claude/skills/.

GitHub CLI
$ gh skill install majiayu000/claude-skill-registry ac-master-controller --agent claude-code

Project scope by default; add --scope user for a personal install. Needs GitHub CLI 2.90.0 or later (public preview).

Manual copy
$ git clone --depth 1 https://github.com/majiayu000/claude-skill-registry.git skills-src && mkdir -p .claude/skills && cp -r skills-src/skills/agent/ac-master-controller .claude/skills/ac-master-controller && rm -rf skills-src

Use ~/.claude/skills/ instead of .claude/skills for a personal install. The folder must contain SKILL.md.

Claude Code skills documentation · loads skills from .claude/skills/

Facts

Skill name
ac-master-controller
GitHub stars
666
Used in
1 other repo
Token cost
~264 tokens
SKILL.md length
36 words
Files
2
Skills in repo
1,273
Repo updated
First seen
Licence
MIT

At a glance

Master controller for complete autonomous operation. An agent skill from majiayu000/claude-skill-registry.

  • Starting full autonomous projects
  • SKILL.md covers Purpose, Quick Start, Complete Workflow and API Reference
  • Instructions only: no scripts, shell commands, URLs or credentials in SKILL.md
  • Managing end-to-end workflow

What it does

Ac Master Controller is an agent skill from majiayu000/claude-skill-registry. Master controller for complete autonomous operation. Use when starting full autonomous projects, managing end-to-end workflow, controlling autonomous lifecycle, or running complete implementations.

Its SKILL.md is about 260 tokens, which your agent loads only when the skill is triggered. The skill folder holds 1 other file (for example `metadata.json`).

The repository describes itself as: Searchable Claude Code skills catalog with source-linked guides and generated registry artifacts. The licence is MIT.

When your agent uses it

  • Starting full autonomous projects
  • Managing end-to-end workflow
  • Controlling autonomous lifecycle
  • Running complete implementations

Example prompts

  • “/ac-master-controller”

Requirements

  • Python 3

What it can do on your machine

Read from SKILL.md and the folder at commit 2d14a69. It shows what the files ask for, not the result of running them.

  • Tool permissions

    Pre-approves nothing: there is no allowed-tools line, so your agent's usual permission prompts apply.

    From allowed-tools in the SKILL.md frontmatter.

  • Runs code

    No scripts in the folder and no shell commands in SKILL.md (its code samples are python).

    From the folder's file list and the shell code blocks in SKILL.md.

  • Network

    No URLs in SKILL.md.

    From URLs in SKILL.md, links to its own repository left out.

  • Credentials

    Names no API keys, tokens, secrets or passwords.

    From names ending in _API_KEY, _TOKEN, _SECRET, _KEY or _PASSWORD in SKILL.md.

Context cost

Ac Master Controller loads about 264 tokens when it runs. Until then it costs about 55 tokens; SKILL.md has 36 words of instructions outside code blocks.

Always · name and description, kept in context so the agent knows when to use it
~55
When it runs · the whole SKILL.md, loaded when a task matches
~264

Estimates: characters ÷ 4, the usual rule of thumb; real counts depend on the model's tokenizer. Scripts and assets cost tokens only if the agent reads them.

Safety

Auto-check passed

The automated check found no risky patterns in SKILL.md.

Automated static check — not a guarantee. Review scripts before installing. It scans the text of SKILL.md for risky patterns (piping downloads into a shell, reading credential files, hidden Unicode, destructive commands); files beside SKILL.md are not scanned.

SKILL.md

The full file from majiayu000/claude-skill-registry at commit 2d14a69, republished under its MIT licence (© majiayu000). 36 words, ~264 tokens.

Download SKILL.mdSave it as .claude/skills/ac-master-controller/SKILL.md (or your agent's skills folder). This skill also uses 1 other file; get the full folder from GitHub.
name
ac-master-controller
description
Master controller for complete autonomous operation. Use when starting full autonomous projects, managing end-to-end workflow, controlling autonomous lifecycle, or running complete implementations.

AC Master Controller

Master controller for end-to-end autonomous coding.

Purpose

Provides the highest-level interface for autonomous coding, managing complete project implementations from spec to completion.

Quick Start

python
from scripts.master_controller import MasterController

controller = MasterController(project_dir)
result = await controller.run_project(
    spec="Build a REST API with user authentication",
    objective="Complete API implementation"
)

Complete Workflow

1. SETUP    → Initialize project and config
2. SPEC     → Generate feature list from spec
3. LOOP     → Run autonomous implementation loop
4. VERIFY   → Final validation
5. REPORT   → Generate completion report

API Reference

See scripts/master_controller.py for full implementation.

© majiayu000, MIT. Rendered from Markdown: HTML in the file is shown as text, images as links, and headings moved down two levels. Raw file

Files

SKILL.md and 1 other file in skills/agent/ac-master-controller of majiayu000/claude-skill-registry.

  • SKILL.md
  • metadata.json

Open the folder on GitHubat commit 2d14a69

Used in 1 other repository

We found 2 copies of this SKILL.md (exact, near-identical or edited) in other folders, from 1 other GitHub owner. This page covers the copy in majiayu000/claude-skill-registry, which our catalogue first saw on October 7, 2026.

Compare with similar skills

Ac Master Controller next to the 5 skills that share the most tags, products or categories with it. Stars are the repository's; “used in” counts other GitHub owners with a copy.

Ac Master Controller compared with similar skills
SkillStarsUsed inTokensAuto-checkLicenceRepo updated
Ac Master Controller this skillmajiayu000/claude-skill-registry6661 repos~264Automated safety check: PassMIT
Control UIopenclaw/openclaw392k—~1.8kAutomated safety check: PassMIT
StartDonchitos/Claude-Code-Game-Studios26k—~6.4kAutomated safety check: PassMIT
It Operationsdavila7/claude-code-templates32k1 repos~3.7kAutomated safety check: PassMIT
Kubernetes Operatoralirezarezvani/claude-skills28k—~2.8kAutomated safety check: PassMIT
Control UI E2Eopenclaw/openclaw392k—~2.9kAutomated safety check: PassMIT

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Questions about Ac Master Controller

What does Ac Master Controller do?

Master controller for complete autonomous operation. An agent skill from majiayu000/claude-skill-registry. Ac Master Controller is an agent skill from majiayu000/claude-skill-registry. Master controller for complete autonomous operation.

When should I use Ac Master Controller?

Ac Master Controller fits situations like: starting full autonomous projects; managing end-to-end workflow; controlling autonomous lifecycle; running complete implementations.

How do I install Ac Master Controller in Claude Code?

Run `npx skills add majiayu000/claude-skill-registry --skill ac-master-controller -a claude-code`. Or copy the skill folder (skills/agent/ac-master-controller in majiayu000/claude-skill-registry) into .claude/skills/ac-master-controller in your project. Claude Code loads it when a task matches its description.

How do I install Ac Master Controller in Codex?

Run `npx skills add majiayu000/claude-skill-registry --skill ac-master-controller -a codex`. Or copy the skill folder (skills/agent/ac-master-controller in majiayu000/claude-skill-registry) into .agents/skills/ac-master-controller in your project. Codex loads it when a task matches its description.

Can I use Ac Master Controller in Cursor, Gemini CLI or GitHub Copilot?

Cursor, Gemini CLI, GitHub Copilot and OpenCode also load SKILL.md folders. With the skills CLI, run `npx skills add majiayu000/claude-skill-registry --skill ac-master-controller -a cursor` (or -a gemini-cli, github-copilot or opencode for the others). To copy it by hand, put the folder in .cursor/skills/ac-master-controller, .gemini/skills/ac-master-controller, .github/skills/ac-master-controller and .opencode/skills/ac-master-controller in your project.

What does Ac Master Controller need to run?

SKILL.md names no scripts, command-line tools or credentials: Ac Master Controller is instructions for the agent only. Our summary lists: Python 3.

Does Ac Master Controller access the network?

SKILL.md contains no URLs. Any network use would come from the scripts or tools the agent runs. This is read from the text; nothing was executed.

Is Ac Master Controller safe to install?

Our automated static check of SKILL.md found no risky patterns, such as piping downloads into a shell, reading credential files or hidden Unicode. It is not a guarantee. Review the folder before installing.

What licence does Ac Master Controller use?

Ac Master Controller is published under the MIT licence (the repository's licence). It allows redistribution, so the full SKILL.md is shown on this page.

How many tokens does Ac Master Controller use?

About 264 tokens (SKILL.md is roughly 1.1k characters). Agents keep only the skill's name and description in context until a task matches; then they load SKILL.md in full.

What are the alternatives to Ac Master Controller?

Skills that share tags, products or a category with Ac Master Controller: Control UI (openclaw/openclaw, 392k stars), Start (Donchitos/Claude-Code-Game-Studios, 26k stars), It Operations (davila7/claude-code-templates, 32k stars) and Kubernetes Operator (alirezarezvani/claude-skills, 28k stars). The comparison table on this page puts their stars, adoption, token cost, safety result and licence side by side.

Who maintains Ac Master Controller?

majiayu000 (a GitHub user) maintains it in majiayu000/claude-skill-registry, which has 666 GitHub stars. The repository holds 1,273 skills in this directory. The repository was last updated on October 7, 2026.

Source: majiayu000/claude-skill-registry on GitHub. Facts on this page come from the repository at the commit we read; the author's words are quoted as theirs.