---
name: "Audit AI search citation readiness with GEO Optimizer"
slug: "audit-ai-search-citation-readiness-with-geo-optimizer"
description: "Use GEO Optimizer from the CLI or MCP so agents can audit a site for AI search visibility, generate llms.txt/schema fixes, check bot access, and track citation readiness."
github_stars: 611
verification: "security_reviewed"
source: "https://github.com/Auriti-Labs/geo-optimizer-skill"
author: "Juan Camilo Auriti / Auriti Labs"
publisher_type: "organization"
category: "Content Writing & SEO"
framework: "MCP"
tool_ecosystem:
  github_repo: "Auriti-Labs/geo-optimizer-skill"
  github_stars: 611
---

# Audit AI search citation readiness with GEO Optimizer

Use GEO Optimizer from the CLI or MCP so agents can audit a site for AI search visibility, generate llms.txt/schema fixes, check bot access, and track citation readiness.

## Prerequisites

Python 3.9+; geo-optimizer-skill package; optional MCP client such as Claude Code, Cursor, Windsurf, or another MCP-capable runtime; optional Perplexity/OpenAI/Anthropic keys for live citation checks

## Installation

Use the upstream install or setup path that matches your environment:
- pip install geo-optimizer-skill
- pip install geo-optimizer-skill[mcp]

Requirements and caveats from upstream:
- [![Python 3.9+](https://img.shields.io/badge/python-3.9+-3776ab?style=flat-square&logo=python&logoColor=white)](https://python.org)
- | **Free audit** | [geoready.dev](https://geoready.dev) — single-URL GEO score, no account required |

Basic usage or getting-started notes:
- [Quick Start](#quick-start) · [Live Demo](https://geoready.dev) · [Pricing](https://geoready.dev/pricing) · [Sign Up](https://app.geoready.dev/signup) · [Documentation](https://auriti-labs.github.io/geo-optimizer-skil...
- **16 CLI commands** · **8 scoring categories** · **47 research-backed methods** · **7 output formats** · **1,720 tests** · academic foundation ([KDD 2024](https://arxiv.org/abs/2311.09735), [ICLR 2026](https://arxiv.o...
- No install? One-shot audit with [uv](https://docs.astral.sh/uv/):

- Source: https://github.com/Auriti-Labs/geo-optimizer-skill
- Extracted from upstream docs: https://raw.githubusercontent.com/Auriti-Labs/geo-optimizer-skill/HEAD/README.md

## Documentation

- https://auriti-labs.github.io/geo-optimizer-skill/

## Source

- [Agent Skill Exchange](https://agentskillexchange.com/skills/audit-ai-search-citation-readiness-with-geo-optimizer/)