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pipulate

Verified Safe

by miklevin

Overview

Pipulate is a local-first AI SEO software and digital workshop, designed to automate data saving/loading, web scraping, and SEO tasks using local LLMs and browser automation with robust error handling and server restart capabilities.

Installation

Run Command
nix develop

Environment Variables

  • BOTIFY_TOKEN
  • GOOGLE_API_KEY

Security Notes

The server-side JavaScript execution via `eval()` for WebSocket messages (e.g., in `assets/pipulate-init.js`) is a critical vulnerability if the WebSocket input can be compromised, allowing arbitrary code execution in the client's browser. While intended for server-controlled scripts in a local-first context, it represents a significant risk for public-facing deployments. The `install.sh` script employs a 'magic cookie' approach which downloads a ROT13-encoded SSH key from `pipulate.com/key.rot`. While ROT13 is not encryption, the reliance on a potentially exposed deploy key for git operations (even if handled by Nix later) could pose a risk if that key has write permissions. External API integrations (Botify, Google AI) mean trust in these services and secure API key management is essential. Dynamic command execution via `subprocess` in Python modules is present, requiring careful sanitization of any user-controlled input.

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Stats

Interest Score36
Security Score4
Cost ClassMedium
Avg Tokens1500
Stars8
Forks0
Last Update2026-01-14

Tags

AISEOAutomationLocal-firstBrowser AutomationWeb ScrapingLLMNixPythonJavaScriptData Management