ac-master-controller

ac-master-controller is a skill for Claude Code, Codex from majiayu000/claude-skill-registry. It costs 33 tokens per session (196 once invoked), scanned A, original, MIT.

A controller for carrying out a complete coding project from a written specification to a final report. It manages setup, planning, implementation, checks, and reporting.

In plain words
What is it for?
Use it to turn a project description into a feature list, implement the features, validate the result, and produce a completion report.
Why use it?
It organizes the many steps of an autonomous project in one workflow. This reduces the need to manually coordinate each stage.

Skill for Claude CodeCodex

Written for no agent in particular: nothing here depends on one.

Good fit Use it to turn a project description into a feature list, implement the features, validate the result, and produce a completion report.

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Install with agentmods
npx agentmods add skills/majiayu000/claude-skill-registry/ac-master-controller-adaptationio-skrillz-3
Install

Getting it into your agent

One page per mod, every tool's command on it. A separate URL per tool would split the same page into five that compete with each other.

Any agent
npx skills add majiayu000/claude-skill-registry --skill ac-master-controller-adaptationio-skrillz-3
Clone the repo
git clone --depth 1 https://github.com/majiayu000/claude-skill-registry

Made for: Claude Code, Codex.

Wrote this? Show the measurements

A badge with what this costs and how it scanned, read live from this page, so it follows the numbers instead of freezing them. Markdown for a README, HTML for a documentation site or a project page.

agentmods badge for ac-master-controller

README.md
[![agentmods](https://agentmods.dev/badge/skills/majiayu000/claude-skill-registry/ac-master-controller-adaptationio-skrillz-3/github.svg)](https://agentmods.dev/skills/majiayu000/claude-skill-registry/ac-master-controller-adaptationio-skrillz-3)
Your own site
<a href="https://agentmods.dev/skills/majiayu000/claude-skill-registry/ac-master-controller-adaptationio-skrillz-3"><img src="https://agentmods.dev/badge/skills/majiayu000/claude-skill-registry/ac-master-controller-adaptationio-skrillz-3/github.svg" alt="Measured on agentmods" height="20"></a>

Or the 80×15 button, for a site that already has a row of RSS and ATOM ones. Only the verdict fits; the numbers stay here.

agentmods 80×15 button for ac-master-controller

Your own site · 80×15
<a href="https://agentmods.dev/skills/majiayu000/claude-skill-registry/ac-master-controller-adaptationio-skrillz-3"><img src="https://agentmods.dev/badge/skills/majiayu000/claude-skill-registry/ac-master-controller-adaptationio-skrillz-3.svg" alt="Reviewed on agentmods" width="80" height="20"></a>
Per session 33 Skills are progressive disclosure: only the name and description are preloaded; the body loads when the skill is used.
When invoked 196 The whole file, excluding the scripts and references it only reads on demand.
Security scan A 0 findings. A grade says what 26 rules found in the file — not that it is safe. Third-party audits
  • NVIDIA SkillSpector pass 7 Sept 2026
How audits are shown
Origin original No closer match found in the catalogue.
Token cost

What it costs to keep this loaded

Counted locally with the o200k_base tokenizer, which is exact for GPT models; Claude uses its own tokenizer and its counts differ. Treat this as one consistent yardstick across the catalogue rather than a bill. Prices are per million input tokens.

ModelPer sessionOnce invoked
Fable 5.1 $0.00033 $0.00196
Opus 5 $0.00016 $0.00098
Sonnet 5 $0.00007 $0.00039
Haiku 4.5 $0.00003 $0.00020

Measured 13d ago against content hash 655013b4a6d6, method: parsed. Prices are Anthropic first-party input rates as of 2026-09-12, from the pricing page.

Security

Grade A, and why

ac-master-controller scanned grade A with 0 findings against 26 rules in 11 categories — prompt injection, anti-refusal, data exfiltration, privilege escalation, supply chain, agent snooping, system-prompt leakage, SSRF and excessive agency — measured 13d ago.

A static scan of the body, not an audit. Every finding is printed with the line that produced it so you can judge whether it matters here. A mod is markdown that instructs an agent; that is exactly why what it instructs is worth reading.

Nothing flagged

None of the 26 patterns this scan looks for appear in this file: no shell pipes, no recursive deletes, no credential paths, no hidden text, no instruction-override or anti-refusal phrasing, no agent-config snooping. That is not a guarantee, it is the absence of the things that are checkable.

Origin

Copies of this mod

1 near-identical copy found in the catalogue:

skills/agent/ac-master-controller-adaptationio-skrillz-3/SKILL.md · 39 lines

What it actually says

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

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.

Files

What ships with it

1 file beside SKILL.md in the same directory: the scripts, references and assets a skill reads on demand. Not counted in the per-session cost; read them before you install if any of them is executable.

Changes

What this file has done since we first saw it

Hashed on every crawl. A supply-chain change to an agent config is a question of when, not whether, so the history is kept rather than the latest state alone.

  1. 13d ago First seen · 39 lines · 33 tokens per session scan A 655013b4a6d6

Subscribe to this mod's changes

ac-master-controller is a skill published in the GitHub repository majiayu000/claude-skill-registry (606 stars, last pushed today), licensed MIT. It adds 33 tokens to every session and 196 once invoked, about $0.0002 per session on Opus 5. A static security scan graded it A with 0 findings. No closer match exists in the catalogue, so it is treated as the original; first seen 2026-08-30.