2 Commits

Include renames

Author	SHA1	Message	Date
Bastien Chanot	9da1dec9e6	fix(geo): I6 — every stat was real and attached to the wrong claim ... Audited each statistic in agents/resources/ against primary sources after the VSI fiction (I2) showed WebSearch launders SEO-blog consensus. The failure mode is not invention — it is plausible recombination, which is what a model half-remembering a search result produces: - "Adding statistics increases AI visibility by up to 40% (Aggarwal et al.)" — paper real (KDD 2024), number real, SCOPE WRONG: 40% is the aggregate over the whole method set, domain-dependent. No per-technique figure exists. - "Pages not updated quarterly are 3x more likely to lose AI citations (LLMRefs)" — LLMrefs' actual 3x says brand mentions correlate ~3x more strongly with AI visibility than backlinks. DIFFERENT SUBJECT. No source supports a quarterly decay multiplier. - "QAPage cited 58% more often than Article" — uncited. Nearest real number: AccuraCast 2025, `Person` schema at 58.9% PREVALENCE among cited sources — wrong type, and its FAQPage figure (1.8%) points the opposite way to the claim it propped up. This one drove Tier 1 ranking. - "62% of searches involve voice" — uncited; 62% circulates as smart-speaker ADOPTION. Same family as the "50% by 2020" myth ComScore denied (origin: a 2014 Andrew Ng interview). Corrected my own framing too: I claimed three times these stats "drive axis weights". They do not — the weight tables carry no citations. They drive Tier/priority recommendations and, worse, geo-analyzer's "Cite sources" rule pushed them into CLIENT reports as research-backed. Fixes: recommendations kept on mechanism, fabricated numbers removed with the incident documented inline so they are not re-added. Unverified stats (48% AI Overviews, 2.5B queries/day, Gartner -25%) labelled [UNVERIFIED] rather than asserted or deleted — I did not check them. Structural, not just exhortation: resources/README.md now mandates `<claim> — <source, year, venue|vendor> — measured: <what the source ACTUALLY measured> — <link>`. `measured:` is the field that catches this — all four errors survive a source name; none survives stating the real measurement next to the claim. WebSearch demoted from verification to crawler/tool-name lookup only. Verified: make test 35 GREEN / 0 RED.	2026-07-16 20:32:55 +02:00
bastienandClaude Opus 4.7	95347d2e47	feat(seo/geo): split into parallel seo + geo agents with shared resources ... Refactor the monolithic seo-analyzer into two specialist agents orchestrated in parallel by the /seo skill, plus a standalone /geo skill for AI-only audits. Changes - agents/seo-analyzer.md: refocused on classical engines (Google, Bing, DuckDuckGo). Adds Core Web Vitals 2.0 (LCP/INP/CLS + VSI), CSP + full security headers, hreflang audit, video SEO (transcripts), accessibility as ranking signal, image/video sitemaps. - agents/geo-analyzer.md: new agent for AI engines (ChatGPT, Claude, Perplexity, Gemini, Google AI Overviews, Copilot). Covers AI crawler policy, llms.txt/llms-full.txt, Schema.org for AI extraction (QAPage, Speakable, Person+Article, Organization graph), entity SEO (Wikidata, sameAs, Knowledge Panel), content shape (Definition Lead, TL;DR, Q->A, citable stats, freshness), AI visibility testing. - agents/resources/: shared knowledge base referenced by both agents — ai-crawlers-2026.md (25+ bots, training vs retrieval categories, permissive/restrictive templates), llms-txt-template.md, geo-schemas.md (incl. deprecated list: ClaimReview, CourseInfo, etc. removed June 2025), entity-seo.md, content-shape-for-ai.md, ai-visibility-tools.md, automation-catalog.md. - skills/seo/SKILL.md: becomes parallel dispatcher. Collects context once (depth + business), spawns both agents in a single message for concurrent execution, merges envelopes into unified SEO.md. Includes authoritative file-ownership matrix to prevent parallel-edit races. - skills/geo/SKILL.md: new standalone wrapper for GEO-only audits. Scoring - Combined score: GLOBAL = 0.80 * SEO + 0.20 * GEO (local B2C), 0.75 * SEO + 0.25 * GEO (SaaS/national/content). - GEO axis weight raised from 5% (old) to first-class dimension. Policy - AI crawlers: permissive default (maximise AI citations). Restrictive template available for premium/regulated content. - Every user action in SEO.md section 11 must cite automation options from automation-catalog.md. Tools - WebFetch + WebSearch added to allowed-tools of both skills and both agents (needed for live CWV via PageSpeed API, AI visibility testing, Wikidata/Knowledge Panel lookups, competitor analysis). Research basis (2026 state of the art validated via WebSearch): - Core Web Vitals 2.0 (VSI signal, Google core update March 2026) - AI Overviews trigger on ~48% of Google searches - ClaimReview + 6 other schema types deprecated June 2025 - Definition Lead Architecture (CMU KDD 2024, +impression score) - Citations + stats add up to 40% AI visibility (Aggarwal 2024) - Wikidata grounds every major LLM (ChatGPT, Claude, Gemini, Perplexity) Backup - agents/seo-analyzer.md.bak kept for rollback reference. Co-Authored-By: Claude Opus 4.7 <noreply@anthropic.com>	2026-04-21 16:16:30 +02:00