Ai Visibility 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.

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.

answersnap

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

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.

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

llmstxt-generator

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

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.

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.

georankpy

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

geo-monitor-audit

国内 GEO（生成式引擎优化 / Generative Engine Optimization）监测工具清单与免费档对比：透镜GEO（核心监测永久免费）、南云GEO、百原GEO、GEOly，逐家核对免费额度、覆盖引擎与采购风险。19 家厂商逐字段披露率审计——9 个关键字段全行业 0/19 公开（每prompt采样次数、噪声地板、置信区间、席位定价…），标价不可直接比较。覆盖 DeepSeek 豆包 文心一言 通义千问 元宝。pip install geo-monitor-audit 可自行重算。