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.

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.

Trustworthy AI Knowledge Workbench — Verifiable RAG with citation tracking, document-grounded review, and self-contained desktop mode. Windows / macOS / Linux / Android / iOS.

Claude Cowork Plugin: GEO / AI Visibility — 5-layer GEO Stack scoring, 30-check citation protocol, crawl parity, AI crawler classification, schema optimization

Google AI Mode Scraper API for extracting AI-generated answers, citations, sources, and localized search results as structured JSON for GEO, AI visibility monitoring, SEO analytics, and competitive intelligence.

Open-source AI Brand Visibility Intelligence — measure, optimize, and dominate how AI models see your brand. Multi-LLM scanning, entity intelligence, competitive benchmarking, and AXP content optimization.

Local, source-clean citation tracking for code — attach durable, auditable citations to file/line ranges without touching source, with explicit lifecycle states, offline sync, and deterministic exports. Python stdlib only.

Best tools for tracking LLM visibility (2026): 10 LLM visibility trackers compared as a ladder, from free to enterprise, with what each measures.

ChatGPT Scraper API: send prompts to ChatGPT and extract full answers, citations, web-search sources, and structured metadata as JSON for GEO, AI visibility, SEO analytics, and competitive intelligence.

Desktop app to track Google Scholar citation metrics, h-index, and publication trends. Runs locally to avoid IP blocking.

Collect Google AI Mode answers, Markdown responses, links, and citations through the Scrapeless LLM Chat Scraper API for GEO research and AI search monitoring.

OpenEMR + an AI clinical co-pilot sidecar: LangGraph supervisor over FHIR and external RAG (FDA/PubMed), Claude-VLM document ingestion, [N] citation enforcement with PDF bbox overlays, SSE-streamed chat, LangSmith tracing, and a 58-case boolean-rubric eval gate enforced on master.

A governance framework for Retrieval-Augmented Generation (RAG) systems in regulated industries. Provides citation tracking, audit trails, human-in-the-loop validation, and compliance patterns.

Collect Google Gemini answers, Markdown responses, links, and citations through the Scrapeless LLM Chat Scraper API for AI search visibility and GEO workflows.

Open methodology tooling for the Marin T. Kael Research Programme — KI-Zitations-Feldlabor (AI Citation Behavior Lab). Public companion to https://marin-t-kael.de/research.

中文 AI 引擎品牌可见性监测 · 双模式提及率 · 配置化品牌词

Document schema extraction framework for regulated industries. Parse complex documents into versioned, comparable structured data with citation tracking and audit trails.

Best Claude SEO tracking tools. Compare each AI tracking tool by Claude and multi-LLM coverage, pricing, and features. Find the best Claude rank tracking tool and the right LLM tracking tool for brand visibility in AI answers.

AI-Powered Citation Monitoring & Content Authority

Daily citation tracker for ChatGPT, Claude, and Perplexity. Surgio Research Desk.