geo-optimizer

1# GEO Optimizer
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3> Make websites visible and citable by AI search engines (ChatGPT Search, Perplexity, Claude, Google AI Overviews). Implements the GEO audit framework plus a citability engine of 47 content checks, 9 of them taken directly from the methods tested in Princeton KDD 2024 research.
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5## Before you run anything
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7### Preflight (stop if it fails)
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9Every command below is the `geo` executable from the `geo-optimizer-skill` PyPI package. It is not a separate third-party tool. Check it before the first command:
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11```bash
12geo --version   # expect: geo-optimizer, version 4.19.10 or later
13```
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15If `geo` is missing or older, do not guess an alternative and do not continue. Ask the user to install it (Python 3.10+):
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17```bash
18pipx install geo-optimizer-skill          # or: pip install geo-optimizer-skill
19pip install "geo-optimizer-skill[pdf]"    # only for --format pdf (needs WeasyPrint system libraries)
20pip install "geo-optimizer-skill[llm]"    # only for geo citations with the OpenAI/Anthropic/Groq SDKs
21pip install "geo-optimizer-skill[mcp]"    # only for the geo-mcp server
22```
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24Core dependencies (click, requests, beautifulsoup4, lxml, urllib3, rich) and every extra are declared in `pyproject.toml`.
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26### What each command touches
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28Machine-readable version: [`capabilities.json`](https://github.com/Auriti-Labs/geo-optimizer-skill/blob/main/capabilities.json). A test keeps it in sync with the registered commands and MCP tools.
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