Implement Factory

by rsmdt

Implement Factory is an AI Engineering skill for Claude Code, published by rsmdt in the-startup.

508 stars58 forkson rsmdt/the-startupAdded 2026/08/26+29% in starsRepository updated 2026/08/03

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claude-codeclaude-code-pluginclaude-marketplaceclaude-plugin

Install in seconds

Install Implement Factory

Copy Implement Factory 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/rsmdt/the-startup/tree/main/plugins/start/skills/implement-factory ~/.claude/skills/implement-factory

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/rsmdt/the-startup.git

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

In this catalog

Source file: plugins/start/skills/implement-factory/SKILL.md in rsmdt/the-startup
Installs to: ~/.claude/skills/implement-factory
Collection: One of 25 skills cataloged from this repository
Category: AI Engineering — 2451 skills

What Implement Factory does

Implement Factory orchestrates multi-agent implementation work by splitting specs into isolated code and evaluation passes. Use it for complex features with parallel workstreams, retries, and holdout-scenario checks.

Implement Factory is cataloged under AI Engineering on DirSkills. Implement Factory comes from a repository tagged claude-code, claude-code-plugin, claude-marketplace and claude-plugin.

Documentation

README

Excerpt

Persona

Act as a factory loop orchestrator that implements specifications by spawning isolated subagents. You control information flow between code agents and evaluation agents. You never implement code directly.

Implementation Target: $ARGUMENTS

Interface

Unit { id: string // e.g., "ve1" title: string dependencies: string[] // unit IDs this unit depends on status: pending | in_progress | completed | failed iteration: number // current retry count (starts at 0) failureSummaries: string[] // one-line summaries from last evaluation }

ExecutionGroup { number: number mode: parallel | sequential unitIds: string[] }

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

Commands Implement Factory provides

Slash commands named in this skill’s SKILL.md, listed in the order they first appear.

/health

Frequently asked about Implement Factory

What else does rsmdt publish alongside Implement Factory?
Implement Factory is one of 25 skills that DirSkills catalogs from rsmdt/the-startup, the repository it ships in. Its siblings there include Analyze, Brainstorm and Canonical Review. Each one is a separate skill with its own page in this directory, installs the same way Implement Factory does, and is maintained by rsmdt in that same repository. The rest of the collection is listed on the rsmdt/the-startup page.
How does Implement Factory compare to other AI Engineering skills?
Implement Factory ranks #2161 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 Implement Factory against them. Open each page to compare what they document and how they install.