Turn your AI assistant into a scalable workforce.
Your AI already knows how to think and code. Now it can execute real work at any scale. Just tell Claude Code, Codex, or OpenClaw what you want, LoomLoom will compile your instructions, skills, scripts, and AI-generated workflows into executable AI systems that can handle anything from a single task to millions of parallel tasks—with lower token costs, higher efficiency, production-grade reliability, protected IP, and the ability to package and monetize your expertise.
loomloom connect
Connected to loomloom.cogfoundry.ai
$10 starter credits activated
Tell your AI what you need:
“Generate 500 product descriptions from this product list: product-list-workbook.xlsx.”
Compiled workflow: [email protected] (stable)
Executing 500 tasks in parallel...
500/500 completed
Output: product-description-workbook.xlsx
500 generated assets
Total cost: $1.40
Executed · Monitored · Settled
Quick Start
Upgrade Your AI Assistant into an Execution Engine
# Paste this straight into your Claude Code / Codex / OpenClaw chat
Please install LoomLoom from this GitHub repo: https://github.com/Cogfoundry-ai/loomloom — server address: https://loomloom-integration.test.cogfoundry.ai/loom/v1, and my token is [replace with your own CogFoundry key]. Once installed, run doctor for me to check that everything works.
Three Simple Steps to Build and Run AI Workflows
Turn your ideas into powerful AI systems in minutes. No coding required. Just describe what you want, and LoomLoom handles the rest.
- Input
Tell Your AI Assistant
Open Codex, Claude Code, or OpenClaw and simply describe what you want:
- Run batch tasks Generate hundreds or thousands of outputs in one go
- Create custom workflows Build reusable AI processes with LoomLoom
- Publish and share Turn your AI systems into SkillBots for the marketplace
- Process
Fill in the Excel Workbook
Download our simple Excel template, add your tasks in the rows, and submit with one click.
- One row = one task Easily process hundreds or thousands at once
- Know your cost upfront See estimated costs and savings before running
- Start your way Use ready-made templates or create your own workflows
- Output
Get Your Results
LoomLoom runs everything automatically and sends the results straight back to your workbook.
- Watch progress live Real-time tracking with automatic retries
- Review with ease Results stay perfectly organized row by row
- Deliver instantly Export and share finished work with your team
Build Once. Earn Every Time It Runs
Transform your best AI workflows into valuable products that others can use. Publish them once, and earn passive income every time someone runs them.
- Your IP stays yours Your prompts, workflows, and source code stay private. Buyers only receive the results.
- Earn while you sleep Track your earnings in real time and convert them into CogFoundry credits whenever you want.
- Keep 90% of every sale You keep 90%. CogFoundry only takes 10% when your SkillBot runs.
- 90%
- of every run goes to you
- 0
- source files exposed
Same Work. A Different Scale.
| Scenario | The usual way | With LoomLoom |
|---|---|---|
| Hero images for 50 SKUs | Outsourced, 3–5 days, thousands of yuan | 2 minutes, about ¥10 |
| One PRD reviewed by four teams | Meetings to schedule, a week of back-and-forth | Minutes, summarized automatically |
| 30 short-drama storyboards to video | Storyboard artist drawing for 2–3 days | 5 minutes, generated in bulk |
| 100 product descriptions rewritten | Copywriting queue, a week or more | Minutes, written straight back |
Who Uses LoomLoom?
From solo builders to creative teams, LoomLoom helps people transform repetitive AI tasks into scalable workflows — and turn their expertise into monetizable SkillBots.
- Developers
- Product Managers
- Content Creators
- Founders
- E-commerce Teams
- AI Builders
Storyboard scripts go straight into rough cuts in batches. Clients can see the episode direction the same day.
I built the entire workflow with one sentence in Claude Code. Now my published SkillBot even earns a little income on the side.
Creating 50 hero images used to take a week of outsourcing. Now I just submit the sheet and watch the results come back before my coffee.
Drop in a PRD, let four roles review it in parallel, and get merged feedback in ten minutes. It beats scheduling another meeting.
One person doing the work of three is no exaggeration. The workflow runs automatically — I just review the results.
Nested serial and parallel workflows are a game changer. Complex pipelines become easy to manage, and failed tasks automatically retry.
Use Any Model. Let AI Choose the Best One.
Run LoomLoom workflows with any model you like. CogFoundry automatically selects and routes each task to the optimal model — balancing quality, speed, and cost across leading models from Anthropic, OpenAI, DeepSeek, Kimi, and more.
Sign up to get an API key and a base included credit — usable for supported model API calls and for getting started with LoomLoom.
FAQ
What is LoomLoom?
LoomLoom is an AI workflow compiler that turns prompts, skills, scripts, and agent workflows into reusable AI systems.
It helps developers build AI capabilities once and run them reliably at scale — with lower costs, higher efficiency, and consistent results.
LoomLoom is open and independent, running anywhere from local environments to third-party platforms. Production workflows can be packaged as SkillBots and deployed through CogFoundry's Execution Platform.
Visit the LoomLoom GitHub repository to learn more.
Why LoomLoom?
AI is more than code. Prompts, skills, tools, and workflows define how AI systems think and act — but existing development tools are not designed to optimize them.
LoomLoom applies compiler technology to AI, transforming complex workflows into efficient, reliable, and reusable AI systems.
Internal tests show up to ~80% lower token usage and execution success rates improving from ~60% to ~96%.
How LoomLoom Works
LoomLoom brings compiler principles to AI development through a complete AI system toolchain:
- LoomLoom CLI developer tools for building and managing AI workflows
- SkillCompiler analyzes and compiles AI capabilities into optimized workflows
- WorkLoop IR a structured representation of AI workflows
- SkillBot a portable package format for deploying AI systems
- Execution Platform the runtime for running AI workflows at scale
Together, these components transform prompts, skills, scripts, and agent workflows into executable, reusable AI systems — just as traditional compilers transform source code into software.
Visit the LoomLoom GitHub repository to learn more.
Who It's For
- AI Developers Build, optimize, and deploy reliable AI systems with compiler-based workflows.
- Skill Creators Turn expertise into reusable AI products, protect your IP, and monetize through the Execution Platform.
- Agent Platforms Extend your ecosystem with production-ready AI capabilities without building the full infrastructure.
What You Can Build
LoomLoom turns AI expertise and workflows into reusable systems.
Build:
- AI coding and engineering assistants
- Automated research and analysis workflows
- Large-scale content and data generation pipelines
- Evaluation and testing systems
- Expert SkillBots and AI services
From prompting AI once To running AI capabilities repeatedly at scale