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SUMMARY

AnyT notebook

README.md

AnyT Notebook

The workflow development environment for AI agents.

AI agents are powerful, but they work like chatbots -- you give them a prompt, hope they get everything right in one shot, and when things break halfway through, you start over. AnyT Notebook changes this. It gives AI agents a workflow layer: visible steps, human checkpoints, and recoverable state.

AnyT Notebook Demo

Why AnyT Notebook

When you ask an AI agent to do something complex, the one-shot chatbot model falls apart:

  • No visibility -- You can't see the plan before it runs
  • No control -- You can't pause, review, or redirect mid-execution
  • No recovery -- If step 4 of 8 fails, you redo everything
  • No separation -- AI handles things a simple shell command could do faster

AnyT Notebook solves this with a Jupyter-style notebook for AI agent workflows. Break tasks into cells, add human checkpoints, mix AI and shell scripts, and run with full control. Edit cells with a rich text editor featuring code blocks with syntax highlighting, or toggle to raw markdown. Give cells human-friendly labels so your notebook reads like a plan. Configure agent profiles per-notebook or per-cell to use different runtimes and settings where they matter most. Enable session mode to maintain Claude context across task cells, browse generated files in the Files tab, and get Jupyter-style shell error display with line highlighting when scripts fail.

Supported Runtimes

AnyT Notebook works with multiple AI runtimes:

Runtime Status Notes
Claude Code Primary Full support with streaming output
Codex Supported Full support with JSON output
Gemini CLI Supported Full support with streaming output

Select your runtime from the dropdown in the notebook toolbar. Switch between runtimes at any time. Configure different runtimes per-notebook or per-cell via VS Code settings -- for example, use Claude Code for complex reasoning tasks and a faster runtime for simpler ones.

Installation

From VS Code Marketplace

  1. Open VS Code or Cursor
  2. Go to Extensions (Ctrl+Shift+X / Cmd+Shift+X)
  3. Search for "AnyT Notebook"
  4. Click Install

From VSIX

  1. Download the latest .vsix file from the releases
  2. In VS Code, open Command Palette (Ctrl+Shift+P / Cmd+Shift+P)
  3. Run "Extensions: Install from VSIX..."
  4. Select the downloaded file

Quick Start

1. Try a Sample -- Cmd+Shift+P -> "AnyT: Open Sample Notebook" -> pick one -> click Run

2. Or Create Your Own:

  • Cmd+Shift+P -> "AnyT: New Notebook"
  • Click + Task, + Shell, + Input, + Break, or + Note to add cells
  • Edit cells with the rich text editor (or switch to the Markdown tab for raw editing)
  • Click Run to execute the notebook step by step

Cell Types

AnyT Notebook provides five cell types. Mix and match them to build workflows that combine AI execution, automation, and human oversight.

Task

Task cells are executed by your AI agent (Claude Code, Codex, or Gemini). Write a natural language instruction and the agent carries it out. Use tasks for anything that requires reasoning, code generation, or multi-file changes.

Example: "Create a REST API with Express.js and TypeScript, including user authentication routes."

Shell

Shell cells run scripts directly -- no AI involved. They're fast, deterministic, and ideal for commands you already know. Use them for installs, builds, tests, linting, or any CLI operation. When a script fails, a Jupyter-style error display highlights the exact failing line.

Example: npm install && npm run build && npm test

Input

Input cells pause execution and present a form to the user. Use them to collect configuration values, choose between options, or supply information that downstream cells need. Form responses are available to subsequent cells.

Example: "Choose deployment target" with a dropdown for staging vs. production.

Note

Note cells are markdown documentation checkpoints. They auto-complete instantly when reached and serve as section headers, context annotations, or progress markers in your workflow.

Example: A section header like "Phase 2: Testing and Validation" to organize your notebook.

Break

Break cells pause execution so you can review what's happened so far. Inspect outputs, verify results, then click Continue when ready. Add breaks liberally while developing a workflow; remove them once you're confident it runs end-to-end.

Example: "Review the generated project structure before adding API routes."


Workflow Development Lifecycle

AnyT Notebook treats AI workflows like code -- build, test, and refine them iteratively:

  1. Create -- Add cells visually: tasks for AI work, shell for scripts, inputs for user decisions, notes for documentation
  2. Debug -- Insert break cells as checkpoints and run step by step to inspect each output
  3. Iterate -- Review results, fix failing steps, reorder or add cells as needed
  4. Harden -- Remove breakpoints once confident and run the full workflow end-to-end
  5. Share -- Version the .anyt file and share with your team

This is the same cycle as software development: write code, add breakpoints, step through, fix bugs, remove breakpoints, deploy. AnyT Notebook brings this discipline to AI agent workflows.


Sample Notebooks

Sample What it does
Stock Analysis Analyze stock data with AI-powered insights
YouTube Video Summarizer Summarize YouTube videos from transcripts
Story to Video Generate videos from story prompts
LinkedIn Outreach AI-powered LinkedIn outreach with agent-browser automation
Image Background Remover Remove image backgrounds using AI
Gemini Image Playground Generate and edit images with Google Gemini
Page to RedNote Convert web pages to RedNote-style carousel posts
Podcast to Ebook Convert YouTube podcasts into formatted ebooks

Open Command Palette -> "AnyT: Open Sample Notebook" -> pick one -> click Run.


Configuration

Setting Default Description
anyt.agent "claude" AI agent (claude, codex, or gemini)
anyt.autoVersion true Auto-version on changes
anyt.shell.path "" Custom shell path for shell cells
anyt.shell.loginShell true Use login shell to source profile files
anyt.claude.sessionMode false Maintain Claude context across task cells
anyt.claude.resumeFailRecovery true Auto-retry without session args when resume fails

Commands

Command What it does
AnyT: New Notebook Create a fresh .anyt file
AnyT: Open Sample Notebook Browse and open built-in sample notebooks
AnyT: Settings Toggle extension settings via QuickPick
AnyT: Toggle Session Mode Toggle Claude session mode on/off

All other actions (run, stop, reset, add cells) are available directly from the notebook toolbar.


Requirements

  • Claude Code CLI installed and authenticated (install guide), Codex CLI installed, or Gemini CLI installed (install guide)
  • VS Code 1.85+

Skills

AnyT Notebook supports PSPM skills — reusable prompt skill packages that extend AI coding agents with additional capabilities. This repo includes example skills in the skills/ directory:

Skill Description
youtube-downloader Download YouTube videos and transcripts in various formats and qualities
pspm-skill-creator Scaffold, validate, and package PSPM skills with isolated runtime environments
create-anyt-notebook Create new AnyT Notebook files from templates
remove-background Remove image backgrounds using AI
upscale-image Upscale images using AI super-resolution
rednote Generate RedNote-style carousel posts from web content
ebook Convert podcast transcripts to formatted ebooks
gemini-image Generate and edit images with Google Gemini
gemini-video Generate videos with Google Gemini and concatenation support
keling-video Generate videos with Kling AI and keyframe control

Install a skill with PSPM:

pspm install youtube-downloader

See docs/skill-development-guide.md for full conventions on creating new skills.


Documentation

Links

License

Copyright (c) 2026 AnyTransformer Inc. All rights reserved.

See the LICENSE file for details.

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