Generative Engine Optimization Python Packages

geo-optimizer-skill

Open-source Answer Engine Optimization (AEO) & Generative Engine Optimization (GEO) toolkit — audit, optimize & track whether ChatGPT, Perplexity, Gemini & Google AI Overviews cite your site. AI SEO / LLM SEO. CLI, Python, MCP, Astro.

seomator-geo-audit

Deterministic GEO audits for AI search: a Python CLI and Claude Code skills that score how well AI engines can read, quote and cite a site.

geo-score

Can AI engines cite your site, and do they? Free 0–100 readiness score on an open GEO rubric, plus ask and weekly citation tracking via OpenAI, Perplexity, Gemini, Anthropic and OpenRouter with your own keys. Zero dependencies; CLI, GitHub Action and MCP server.

egeo

Open-source Generative Engine Optimization (GEO) & Answer Engine Optimization (AEO) toolkit — optimize content to rank in ChatGPT, Perplexity, Gemini & Claude. AI SEO / LLM SEO. CLI, Claude Code, MCP.

sv-cli

Open source SEO/GEO CLI for Claude, Claude Code, Openclaw, Hermes Agent and other agentic workflows

answersnap

Auditable AI-visibility (GEO) snapshots: what ChatGPT, Claude and Gemini actually said about a brand, with the evidence kept.

sage-audit

The Unified 3-Pillar Audit Engine for Technical SEO, JSON-LD Entity AEO, and Generative Engine Optimization (GEO). CLI, Python library & FastMCP server.

promptbeacon

Does AI recommend your product? Measure, track and CI-test your share of voice in ChatGPT, Claude, Gemini and more, for brands and open-source projects.

aio-surfaces

Generate llms.txt, aeo.json, entity.json, and brand.json from a single site config — AI citation engineering for static + dynamic sites.

llmscout-cli

Technical-SEO and GEO checker CLI in TypeScript or Python: 21 checks, no headless browser, no external toolchain.

seryvon

Seryvon is an open-source web visibility audit tool. Deterministic, transparent scoring across SEO, GEO, GSO, AEO and ASO. BYOK, self-hosted. Open core. Published by Powehi

sentinelseo

Free, open-source desktop SEO crawler and technical site audit engine for macOS, Windows, and Linux. 250+ technical SEO, GEO, and AI-search checks with no page cap.

geo-scope

Open framework for empirical AI visibility benchmarks, multi-model provider observation, and reproducible GEO research.

answerpath-geo

Privacy-first SEO, GEO & AEO question discovery and search intent mining engine. Categorizes user demand and powers AI visibility benchmarks.

llmstxt-generator

Build a high-quality llms.txt for any website. Model-agnostic, SSRF-safe, no hallucinated URLs. Built by Trakkr.

geo-check

Check whether a website is reachable and readable by AI crawlers, and score it. Two scores, never averaged. Blocking model training costs no points.

sitepulsar-mcp

Hosted MCP server for SitePulsar — Agent Experience Optimization (AEO) tools that measure and improve how findable, readable, and usable any website is to AI answer engines and autonomous AI agents.

gemini-scraper

Gemini scraper and Gemini API endpoint client in Python and Node. Send prompts, get text, markdown and citations as JSON.

llms-txt-kit

Generate and validate llms.txt files — CLI and Python library, zero dependencies. Build one from your sitemap in a single command.

pythia-geo

The oracle that tells you how AIs see your site — GEO/AEO audit CLI for Python

geoskills

29 free GEO/AI-search Agent Skills plus an installable CLI for audits, citability, AI crawlers, prompt packs, owner maps, Claude Code and Codex. MIT.

epovest

The official Epovest SDKs for JavaScript, Python and PHP, generated from the OpenAPI description of the API. With Epovest, businesses make AIs recommend them.

aeo-audit-lite

Measure share of model: run a buyer prompt against an AI engine repeatedly and see how often your brand appears versus named competitors, with a confidence interval. A single screenshot proves nothing — AI answers are non-deterministic. Zero dependencies, Python standard library only, mock mode by default.

georankpy

Open-source GEO toolkit for AI visibility, semantic optimization, llms.txt generation, and LLM discoverability.