1. Hi, AI! Please run: .venv/bin/python AI_RUNME.py
2. Hi, Auditor! What you're looking for is AUDIT.md ( https://pipulate.com/AUDIT.md )
3. And context AI_CONTEXT.md ( https://pipulate.com/AI_CONTEXT.md )

Pipulate: Local First AI-Readiness for the Agentic Web

( Like a canary you say? )                      
                                           O        /)  ____            The "No Problem" Framework
>  I HEREBY WILL NOT RE-GENERATE            o /)\__//  /    \        Pipulate - Protecting Your Code 
>  Once upon machines be smarten          ___(/_ 0 0  |      |       just by being honest about text.
>  ASCII sealing immutata art in        *(    ==(_T_)== NPvg |        (If mangled, then AI drifted.)
>  This here cony if it's broken          \  )   ""\  |      |             https://pipulate.com
>  Smokin gun drift now in token           |__>-\_>_>  \____/                     🥕🥕🥕

Quick Start: Be Running in 5 Minutes

Want to skip the philosophy and just see what this does? Paste this into your terminal:

curl -fsSL https://pipulate.com/install.sh | bash

Note: Nix creates a perfectly reproducible environment, like Docker but more integrated. The first setup might take a few minutes to download dependencies, but subsequent launches are fast.

# 2. Launch it
cd ~/pipulate && nix develop

What you get: A local web app at http://localhost:5001 with step-by-step workflows, integrated AI chat, and a JupyterLab instance at http://localhost:8888. No cloud required.

Success looks like: A JupyterLab Notebook tab opens in your default browser and Onboards you to the FastHTML web app.

These few commands:

• ✅ Updates to the latest version automatically
• ✅ Starts JupyterLab and the Pipulate server
• ✅ Opens web interfaces in your browser
• ✅ Provides a complete, reproducible development environment

That's it! You now have a local-first development environment with AI integration.

4. Run It Again!

1. You can just forcibly exit out of that Terminal it's running from.
2. Open a new Terminal, and once again:

cd ~/pipulate
nix develop

💡 What Can You Actually Build?

Real examples of what people create with Pipulate:

🔍 Agentic-Web Readiness Workflows (the craft formerly known as SEO)

• Keyword Research Pipeline: Input seed keywords → AI expansion → competition analysis → export spreadsheet
• Content Gap Analysis: Compare your site vs competitors → identify missing topics → prioritized content calendar
• Technical Readiness Audits: Crawl site → check what agents actually see → generate action items → track fixes

📊 Data Processing Workflows

• CSV Data Cleaning: Upload messy data → standardize formats → remove duplicates → validate results
• API Data Collection: Connect to APIs → fetch data in batches → transform to consistent format → store locally
• Report Generation: Combine multiple data sources → apply business rules → create branded reports

🤖 AI-Assisted Workflows

• Content Creation Pipeline: Research topics → generate outlines → write drafts → optimize for machine readers
• Data Analysis Helper: Upload spreadsheet → AI suggests insights → create visualizations → export findings

Key advantage: Each workflow is a guided, step-by-step process that non-technical users can run repeatedly, while developers can customize the Python code behind each step.

Meet Chip O'Theseus

╔═════════════════════════════════════════════════════════════════════════╗  Chip O'What?
║  🎭 PIPULATE: LOCAL-FIRST AI-READINESS & DIGITAL WORKSHOP               ║     ,       O
║  ────────────────────────────────────────────────────────────────────── ║     \\  .  O
║                                                                         ║     |\\/| o
║  💬 Chip O'Theseus: "Welcome to your sovereign computing environment!"  ║     / " '\
║