GEO Optimizer, the open-source engine behind GeoReady (geoready.dev): audit whether ChatGPT, Perplexity, Gemini & Google AI Overviews cite your site. CLI, Python, MCP.
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Updated
Oct 30, 2026 - Python
GEO Optimizer, the open-source engine behind GeoReady (geoready.dev): audit whether ChatGPT, Perplexity, Gemini & Google AI Overviews cite your site. CLI, Python, MCP.
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.
Open-source CLI and MCP server that tracks how ChatGPT, Claude, Gemini, Grok and Perplexity mention your brand and competitors. Ranks mentions, extracts cited links and domains, and builds a local HTML report with CSV export. AI visibility and GEO tracking for marketers. Formerly AICW Rankings.
Trustworthy AI Knowledge Workbench — Verifiable RAG with citation tracking, document-grounded review, and self-contained desktop mode. Windows / macOS / Linux / Android / iOS.
中文 AI 引擎品牌可见性监测 · 双模式提及率 · 配置化品牌词
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.
Collect ChatGPT answers, Markdown output, links, and citations through the Scrapeless LLM Chat Scraper API for SEO/GEO monitoring, AI response analysis, and automation.
Collect Microsoft Copilot answers, Markdown responses, links, and citations through the Scrapeless LLM Chat Scraper API for GEO, AI search monitoring, and automation.
SEO Bandwagon Chrome extension - page analysis and capture tool
Collect Google Gemini answers, Markdown responses, links, and citations through the Scrapeless LLM Chat Scraper API for AI search visibility and GEO workflows.
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.
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.
Evidence-first Apify Actor for tracking Perplexity source citations with explicit provenance.
Best LLM tracking tools compared by sample size and cost per 1,000 answers, plus Python to put error bars on visibility scores.
Open-source GEO / AEO skill for Claude. Audits how ChatGPT, Perplexity, Gemini, Google AI Overviews — plus DeepSeek, Doubao, Qwen and Kimi — describe and cite your brand, then writes the fixes. It won't fabricate a platform answer: you run the prompts, it does the analysis.
Capture and diff Google AI Overview, ChatGPT and Perplexity responses for a query - dated JSON snapshots + citation diffs. Methodology: allanaeo.com/research
Agentic source-clean citation tracking for code and documentation — attach durable, auditable citations to file/line ranges without touching source.
To associate your repository with the citation-tracking topic, visit your repo's landing page and select "manage topics."