Open-source Claude skills for GEO, AI discoverability, and developer GTM workflows. Built for developer-focused companies that want their documentation to be found, parsed, and cited by AI systems.
Find · Leverage · Optimize · Win — an evidence-led SEO playbook for the AI-search era. 72 docs · 42 AI prompts · 27 diagrams · 15 sourced 2026 stats. CC BY 4.0.
MCP server for measuring LLM citation visibility across Perplexity, Claude, ChatGPT, Gemini, Bing, and Google AI Overviews. 12 tools, BYO keys, self-hosted, no telemetry.
The AI Architecture for Content Transparency And Attribution (AIACTA) Framework: Implementation Specifications for Publisher Visibility & Attribution Standards. Open Specification for AI Content Transparency and Attribution.
AI Citation Toolkit — 14 MCP tools to audit, score, and rewrite web pages for AI-citation eligibility (AEO/GEO/LLM visibility). Read-only, no API keys, works in any MCP client.
LatticeOcean: AI Citation Feasibility platform measuring structural eligibility for citations in AI answers from ChatGPT, Gemini, and Perplexity.
Open-source playbook for turning GitHub repositories into clearer, more discoverable projects that earn more stars.
Post-publish SEO performance MCP. Unifies Google Search Console, Matomo, GA4, Clarity, and AI-citation signals per URL and emits a per-URL verdict.
The open AEO/GEO audit standard. CLI + library for scoring any URL against the 47-signal VectorCite Rubric. MIT-licensed. npx aeo-audit https://example.com
Public methodology and evidence-schema documentation for court-grade crypto forensic investigations.
AI citation visibility framework by Kristina Shrider: MAHI Index, MAD-M, and MAHI-100 benchmark protocol for measuring how AI systems cite businesses. AIMRI; Market Disruptors AI Visibility Agency.
Check whether a public content URL is cited in AI answers.
Entity density vs AI citation rates: a pilot study. Domain authority gates citation eligibility — entity density operates within that gate. Filtered NER, competition queries, replication guide.
CLI tool for auditing brand visibility across LLMs - queries ChatGPT, Claude, and Perplexity with structured prompt batteries and outputs citation rate, position, and sentiment by competitor
Daily public measurement of AI Citation Rate for Livostyle across Perplexity. Companion to DOI 10.5281/zenodo.20155974
Public source archive for early human-AI co-evolution materials, anchor declarations, semantic structure notes, and curated public fragments.
Add a description, image, and links to the ai-citation topic page so that developers can more easily learn about it.
To associate your repository with the ai-citation topic, visit your repo's landing page and select "manage topics."