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dw-dwain/ai-gen-company-stack

Analysis updated 2026-05-18

1PowerShellAudience · developerComplexity · 2/5LicenseSetup · easy

TLDR

A plugin and skill bundle for Claude Code and Codex that gives coding agents ready made routines for AI product architecture, RAG, UI design, security, and rollback workflows.

Mindmap

mindmap
  root((ai-gen-company-stack))
    What it does
      Agent architecture skills
      RAG system design
      Prompt hardening
      Rollback and learning loops
    Tech stack
      PowerShell
      Claude Code
      Codex
      LangGraph
    Use cases
      Plan AI product stacks
      Build RAG copilots
      Audit UI design
      Recover from mistakes
    Audience
      AI coding agent users
      Product developers

Code map

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What do people build with it?

USE CASE 1

Install a single plugin so Claude Code or Codex gets ready made skills for AI product architecture.

USE CASE 2

Plan a retrieval based question answering system without writing the design from scratch.

USE CASE 3

Push back against generic AI looking interfaces using the signature design UI skill.

USE CASE 4

Add rollback and learning loop scripts so an AI coding agent can recover from and learn from mistakes.

What is it built with?

PowerShellClaude CodeCodexLangGraphLlamaIndex

How does it compare?

dw-dwain/ai-gen-company-stackc0urag1/break-risk-intel-skillnickalaslight/fable-sonnet-orchestrator-kit
Stars111
LanguagePowerShellPowerShellPowerShell
Setup difficultyeasyeasymoderate
Complexity2/52/53/5
Audiencedeveloperops devopsdeveloper

Figures from each repo's GitHub metadata at analysis time.

How do you get it running?

Difficulty · easy Time to first run · 5min

Installs via a Claude Code plugin marketplace or a PowerShell install script, no extra infrastructure needed.

Use freely for any purpose, including commercial use, as long as you keep the copyright notice.

In plain English

AI Gen Company Stack is a bundle of plugins and skills for AI coding assistants, specifically Claude Code and Codex. Instead of writing out a long list of separate instructions and prompts every time you want an assistant to help build an AI product, this project gives the assistant a set of ready made routines it can call on for common tasks. The stack covers a wide range of jobs. It helps plan the architecture of an AI agent app using popular frameworks such as Pydantic AI, LangGraph, LangChain, LlamaIndex, and vLLM. It can help design a retrieval based question answering system, often called RAG, where the assistant looks things up in your documents before answering. It includes a skill that pushes back against generic looking AI generated interfaces and pushes for more distinctive design instead. Other skills keep code from becoming overly complicated, keep written output short while staying accurate, and add routing for defensive cybersecurity tasks. There are also skills for hardening prompts against misuse, and for adding fallback, rollback, and learning loop behavior so an assistant can recover from mistakes and improve over time. Installation for Claude Code is done through the plugin marketplace system, either by pointing it at this GitHub repository or by running an included PowerShell install script. Codex support works by copying the included skills into the user's Codex skills folder, with the installer automatically backing up anything it overwrites. The project also ships small PowerShell scripts for checking that everything installed correctly, rolling back Codex skills to an earlier backup, recording notes from a completed task, and generating a starter scaffold for a new AI project. The author is explicit that this is an independent, original project. It is not an official product from OpenAI, Anthropic, Claude, or Codex, and its similarly named skills are not affiliated with any other tool that shares those names. It references other open source tools as integration targets but does not copy their source code. The project is written mainly in PowerShell scripts and is released under the MIT license.

Copy-paste prompts

Prompt 1
Help me install this plugin marketplace into Claude Code and add the ai-gen-company-stack plugin.
Prompt 2
Use the ai-stack-architect skill to help me pick a stack for a new AI agent product.
Prompt 3
Run the rag-system-builder skill to design a document question answering system for my project.
Prompt 4
Use the signature-design-ui skill to audit my app's frontend for generic AI looking design.
Prompt 5
Generate a new AI project scaffold with LangGraph, Docker, and LiteLLM using the provided script.

Frequently asked questions

What is ai-gen-company-stack?

A plugin and skill bundle for Claude Code and Codex that gives coding agents ready made routines for AI product architecture, RAG, UI design, security, and rollback workflows.

What language is ai-gen-company-stack written in?

Mainly PowerShell. The stack also includes PowerShell, Claude Code, Codex.

What license does ai-gen-company-stack use?

Use freely for any purpose, including commercial use, as long as you keep the copyright notice.

How hard is ai-gen-company-stack to set up?

Setup difficulty is rated easy, with roughly 5min to a first successful run.

Who is ai-gen-company-stack for?

Mainly developer.

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