Answer 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.

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.

answer-engine-benchmark

Asks ChatGPT, Gemini, Perplexity and Claude your buyers' questions with web search on, three times each, and counts how often the answers cite your site. Every answer is kept as JSONL, so each number in the report can be checked. Python CLI, MIT.

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.

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

aeo-protocol

Python SDK for the AEO Protocol v0.1. Parse, build, validate, and fetch AEO declaration documents. Pydantic v2 + httpx. Loads canonical examples from aeo-protocol-spec.

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.

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.

citation-ready

Check whether a page carries the structural signals observed on content AI engines tend to cite — schema, answer-first structure, heading outline, freshness, entity consistency, llms.txt. Observed correlations, not guarantees. Zero dependencies, Python standard library only, runs offline.

opengtm

Open source alternative to Clay, Apollo, Semrush. AI lead generation, ICP scoring, AEO health check, outreach automation. Free with Gemini API.

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。

schema-for-ai

Copy-paste JSON-LD templates tuned for how AI assistants extract and cite information — Organization, Product/SoftwareApplication, FAQPage — plus a zero-dependency validator. Structured data helps engines resolve what your product is instead of guessing from raw HTML.