geokit-audit

Automated AI Search Engine Crawler & GEO Audit Engine for Python.
Powered by GEOKit (https://geokit.site) — The open-source, client-side, privacy-first Generative Engine Optimization (GEO) platform.

🚀 Overview

geokit-audit is a lightweight, zero-dependency Python utility designed to audit web assets for Generative Engine Optimization (GEO) and AI search crawler compatibility.

It evaluates your web application against key criteria required by modern AI retrieval agents, such as OpenAI GPTBot, PerplexityBot, ClaudeBot, and Google-Extended.

Free Online Interactive Tools

For visual auditing and generation, use our free web utilities directly at GEOKit.site:

• 🤖 AI Robots.txt Generator — Manage access for 30+ AI web agents.
• 📄 llms.txt Generator & Validator — Create standardized LLM context manifests.
• 🔍 AI Readiness Checker — Perform real-time audits on live domains.
• 📊 AI Search Engine Grader — Benchmark crawl latency and header response.
• 📐 JSON-LD Schema Generator — Generate agent-friendly entity graphs.
• 💡 AI Citation Score Calculator — Calculate quotation probability.
• 📋 GEO Checklist — Complete 20-step pre-launch audit.
• 📚 Complete Documentation — Architectural guides and research benchmarks.

📦 Installation

pip install geokit-audit

🛠️ Usage Example

from geokit_audit import audit_robots_txt, audit_llms_txt

# 1. Audit robots.txt for AI search engine crawlers
robots_content = """
User-agent: *
Disallow: /admin/

User-agent: GPTBot
Allow: /

User-agent: PerplexityBot
Allow: /
"""

report = audit_robots_txt(robots_content)
print(f"Robots Audit Score: {report['score']}/100")
print(f"Allowed AI Crawlers: {report['allowed_crawlers']}")

# 2. Validate an llms.txt file structure
llms_content = """
# Platform Documentation
> High-performance edge API.

## Core Resources
- [Docs](https://mysite.com/docs): System documentation
"""

llms_report = audit_llms_txt(llms_content)
print(f"llms.txt Valid: {llms_report['is_valid']}")

🔗 Official Ecosystem & Links

• Web Platform: https://geokit.site
• Documentation: https://geokit.site/docs
• PyPI Package: https://pypi.org/project/geokit-audit/
• Node.js Suite: geokit-cli on npm
• License: MIT