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What is ai-orchestration-framework?

aleksacom/ai-orchestration-framework — explained in plain English

Analysis updated 2026-05-18

2Audience · vibe coderComplexity · 1/5LicenseSetup · easy

In one sentence

A prompt-based workflow framework that makes any AI coding assistant pause, plan, and document changes before touching your code.

Mindmap

mindmap
  root((AI Orchestration Framework))
    What it does
      Adds plan-verify-review steps
      Documents decisions
      Works with any AI tool
    Tech stack
      Single markdown prompt
      Generated docs folder
    Use cases
      Non-developer safety
      Small team conventions
      Decision logging
    Audience
      Vibe coders
      Solo builders
      Small teams
    Setup
      15 to 30 minutes
      No coding required

Code map

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What do people build with it?

USE CASE 1

Stop an AI coding assistant from silently changing files you didn't approve.

USE CASE 2

Set up a plan, verify, implement, review workflow for a non-technical solo project.

USE CASE 3

Keep a written decision log so choices don't get re-debated later.

USE CASE 4

Give a small team consistent branch and commit conventions when using AI tools.

What is it built with?

MarkdownPrompt engineering

How does it compare?

aleksacom/ai-orchestration-framework0-bingwu-0/live-interpreter0xkaz/llm-governance-dashboard
Stars222
LanguagePythonPython
Setup difficultyeasymoderatehard
Complexity1/52/54/5
Audiencevibe codergeneralops devops

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

How do you get it running?

Difficulty · easy Time to first run · 30min

Just paste a markdown prompt into any AI coding tool and answer twelve setup questions.

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

So what is it?

AI Project Orchestration Framework is a workflow structure for people who use AI coding assistants but are not developers themselves, such as vibe coders, solo builders, indie hackers, and small teams who want their AI tool to slow down, plan, and document before making changes. The problem it addresses is that AI coding tools move fast, and without structure that speed turns into risk: unexpected file changes, silent decisions, and no record of why something was done. The core of the project is a single prompt you paste into any AI coding tool. The AI then asks twelve plain-English questions about your project, recommends one of four workflow preset profiles, ranging from a lightweight single-step process called Light for early projects up to a High-Stakes flow with compliance gates and multiple reviewers for production systems, and generates five to seven framework files in your project folder. After setup, every future change goes through a plan, verify, implement, and review sequence before any code is touched. The setup produces a project folder with a workflow playbook, a decision-log template, a backlog file, and conventions for branches and commits. These files also teach the AI what rules to follow on all future requests in that project. Setting it up takes about 15 to 30 minutes. The framework works with terminal-based tools like Claude Code, Kimi CLI, Cursor, and Aider, and with web-based AI tools such as Claude, ChatGPT, Kimi, and Gemini through manual file-saving and command copying. No coding is required from the user. The project itself is a markdown prompt file and accompanying documentation rather than executable code, and it is released under the MIT license.

Copy-paste prompts

Prompt 1
Paste the contents of setup-prompt.md into my AI coding assistant and walk me through the setup questions.
Prompt 2
Help me decide between the Light, Standard, Collaborative, and High-Stakes presets for my project.
Prompt 3
Show me what files this framework creates in my project and explain what each one is for.
Prompt 4
Teach my AI assistant to follow the plan, verify, implement, review sequence for every future change.

Frequently asked questions

What is ai-orchestration-framework?

A prompt-based workflow framework that makes any AI coding assistant pause, plan, and document changes before touching your code.

What license does ai-orchestration-framework use?

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

How hard is ai-orchestration-framework to set up?

Setup difficulty is rated easy, with roughly 30min to a first successful run.

Who is ai-orchestration-framework for?

Mainly vibe coder.

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