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AISO SCAN · combined· SCANNED 45D AGO
openai.com
How AI sees it: invisible · preview · 32 critical issues blocking AI agents.
AISO SCORE0/100Invisible32 critical
How AI sees it: invisible · preview · 32 critical issues blocking AI agents.
AISO fixBreak paragraphs above 400 words with subheadings, lists, or bolded facts
AISO fixAllowlist these UAs at your CDN (Cloudflare WAF rules / Akamai Bot Manager / fastly). Cloudflare's 'Verified Bots' toggle covers most of these but ChatGPT-User and PerplexityBot frequently need explicit rules. Check robots.txt too.
AISO fixMaintain readable structure + recency: clear headings/lists for chunkability, recent updated-at dates, no stale fact decay, answer-extractable formatting (Q→A, def→explanation).
AISO fixCite at least one .edu/.gov, Wikipedia, IETF/W3C spec, or tier-1 publication near your flagship claims.
AISO fixWrap the FAQ with a FAQPage JSON-LD block so AI engines can lift the Q/A pairs verbatim.
AISO fixAdd H2/H3 section breaks every ~500 words to scaffold the content
AISO fixUse a BCP-47 code: 2-3 lowercase letters, optional region as `-XX` uppercase (e.g. `en`, `en-US`, `pt-BR`), or `x-default`.
AISO fixUse a BCP-47 code: 2-3 lowercase letters, optional region as `-XX` uppercase (e.g. `en`, `en-US`, `pt-BR`), or `x-default`.
AISO fixUse a BCP-47 code: 2-3 lowercase letters, optional region as `-XX` uppercase (e.g. `en`, `en-US`, `pt-BR`), or `x-default`.
AISO fixUse a BCP-47 code: 2-3 lowercase letters, optional region as `-XX` uppercase (e.g. `en`, `en-US`, `pt-BR`), or `x-default`.
AISO fixMake WHO you are unambiguous: Organization JSON-LD with sameAs links, agent-discovery files (llms.txt + .well-known manifests), structured contact + offer data so delegate agents can transact.
AISO fixMost claims lack inline sources within 200 chars. LLMs heavily discount uncited statistics. Add anchor links to primary sources, "according to" attributions, or numeric footnote refs.
AISO fixPublish /llms.txt at the site root with '# <Project>' + a short summary + H2 sections linking to canonical doc URLs.
AISO fixAdd a /best-X-alternatives or /you-vs-competitor page
AISO fixAdd a TL;DR sentence or '<Brand> is a <category> that …' lead at the top
AISO fixOpen the homepage with '<Brand> is a <category> that <differentiator>' — this is the single biggest lever for AI citability.
AISO fixAdd FAQPage schema with 5-10 high-frequency questions for AI-search retrieval.
AISO fixAdd an HTML <table> with <th>feature</th>/<th>price</th> columns
AISO fixAdd a Person JSON-LD entry for founder/principal author with sameAs links.
AISO fixAdd a glossary page with 5+ defined terms
AISO fixDefine key terms explicitly: '**AI Agent** is a software program that...'
AISO fixPublish JSON-LD with Organization/Service nodes including `audience` and `aggregateRating` properties so LLMs can extract market-fit signals.
AISO fixPublish JSON-LD blocks (`<script type="application/ld+json">`) describing your offer/service, address, and contact methods. Without structured data, delegate agents can't transact on your behalf.
AISO fixPublish Organization JSON-LD with name + url + sameAs for entity association.
AISO fixAdd Pros/Cons sections to comparison and review pages
AISO fixAdd an explicit '<h2>FAQ</h2>' or 'Frequently Asked Questions' section with at least 3 items.
AISO fixAdd <script type='application/ld+json'> with @type:Organization including name, url, logo, and sameAs (≥3 social profiles).
AISO fixIncrease the sampled-page count to evaluate internal connectivity
AISO fixBold key statistics, definitions, and claims so AI can cite them
AISO fixDrop 'unsafe-eval' from script-src; refactor any eval/new Function callers.
AISO fixscript-src 'self' 'strict-dynamic' 'nonce-<random>'; (drop 'unsafe-inline')
AISO fixEvery % / 'X customers' / stat deserves an inline citation link to the origin study or publication.
AISO fixComparative pages can over-index on the competitor name. Rebalance copy so your own brand is the dominant entity per section.
AISO fixPrioritize: Frequently Asked Questions about AI Agent Tooling; AI Agent Tooling Glossary: Key Terms Explained.
AISO fixAllowlist these UAs at your CDN (Cloudflare WAF rules / Akamai Bot Manager / fastly). Cloudflare's 'Verified Bots' toggle covers most of these but ChatGPT-User and PerplexityBot frequently need explicit rules. Check robots.txt too.
AISO fixLift the lowest-scoring dimensions in `composite_inputs` first; citation-crawl and agent-readiness move the headline metric the most.
AISO fixEmit Article JSON-LD with headline, author, datePublished, dateModified.
AISO fixBuild cited-by signals: domain authority (OpenPageRank), placements on high-DR publications (TechCrunch, ProductHunt, etc), patent/news mentions. Authority is the #1 driver of LLM citations.
AISO fixconnect-src 'self' https://trusted.example; (replace wildcards with explicit hosts)
AISO fixfont-src 'self' https://trusted.example; (replace wildcards with explicit hosts)
AISO fixframe-src 'self' https://trusted.example; (replace wildcards with explicit hosts)
AISO fixUse exactly one H1, ensure the first H2 precedes any H3, and give every H2 a clear topic label (3+ words).
AISO fiximg-src 'self' https://trusted.example; (replace wildcards with explicit hosts)
AISO fixmedia-src 'self' https://trusted.example; (replace wildcards with explicit hosts)
AISO fixAdd /.well-known/ai.txt with your AI/agent policy in RFC9116-style key:value lines or short markdown.
AISO fixPublish an About page listing founders, team, and credentials. AI engines heavily weight provenance.
AISO fixPublish /ai/summary.json with name, description, founded, services[], contact, and brand_assets so agents skip HTML scraping.
AISO fixAdd a 2–4 sentence paragraph immediately after the H1 summarising what the product is and who it serves.
AISO fixPublish an AGENTS.md at your repo or web root listing the skills, conventions, and tools agents should use when working with your codebase or service.
AISO fixOpen with 'We are ...' / 'Our mission is ...' / 'This is ...' — AI models need explicit entity framing.
AISO fixAdd <time datetime='YYYY-MM-DD'>Updated ...</time> or article:modified_time meta, or expose dateModified in Article JSON-LD.
AISO fixAim for 134-167 words per h2-bounded section — zubair's empirical citability optimum. Long sections get truncated; short ones don't carry enough signal.
AISO fixAdd 'according to', 'source:', or numeric footnote references. LLMs cite content that points at primary sources.
AISO fixDelay or remove modal and overlay patterns on indexable pages, especially above-the-fold newsletter or signup gates.
AISO fixRemove agent-hostile signals: prompt-injection patterns, broken links, deceptive cloaking, robots conflicts. Agents discount hosts that look unsafe to act on.
AISO fixstyle-src 'self' 'nonce-<random>'; (drop 'unsafe-inline')
AISO fixFix crawl access first: ensure 200 OK on homepage + sitemap, valid JSON-LD, llms.txt published, SSR-rendered content, and a non-blocking CSP. Without this layer agents can't read the site.
AISO fixworker-src 'self' https://trusted.example; (replace wildcards with explicit hosts)
AISO fixTrim verbose alt text. Long alt reads like SEO spam to ranking models and screen readers alike.
AISO fixAllowlist these UAs at your CDN (Cloudflare WAF rules / Akamai Bot Manager / fastly). Cloudflare's 'Verified Bots' toggle covers most of these but ChatGPT-User and PerplexityBot frequently need explicit rules. Check robots.txt too.
AISO fixAdd explicit entity surfaces: about or company page, team or founder page, pricing page, docs or API page.
AISO fixImprove the underlying dimensions that drive chatgpt citations: crawlability, structure, schema, freshness, entity clarity, and trust.
AISO fixImprove the underlying dimensions that drive claude citations: crawlability, structure, schema, freshness, entity clarity, and trust.
AISO fixKeep the cadence — fresh news coverage compounds AI-search authority.
AISO fixImprove the underlying dimensions that drive google_ai citations: crawlability, structure, schema, freshness, entity clarity, and trust.
AISO fixUse sequential heading levels (h1→h2→h3). Skipped levels confuse chunkers and accessibility tools alike.
AISO fixAdd ItemList JSON-LD schema to comparison pages
AISO fixWrap term/definition pairs in <dl><dt>term</dt><dd>def</dd></dl> markup
AISO fixOptional: publish /.well-known/agent.json (A2A or MCP manifest) so agent runtimes can discover capabilities.
AISO fixPublish /ai/faq.json as { faqs: [{ question, answer, source_url }] } so agents can cite your answers verbatim.
AISO fixPublish /ai/service.json as a schema.org Service object describing what you sell, area served, and provider.
AISO fixIf the site supports browser-native agent access, publish a WebMCP endpoint or discovery document and link it from developer docs and llms.txt.
AISO fixIf you intend to expose agentic surfaces, publish a WebMCP manifest at `/.well-known/webmcp.json` with version + entrypoint + tools list.
AISO fixIf paid agent/API access is supported, document x402 payment flow, supported networks/tokens, payment headers, and facilitator behavior.
AISO fixAdd 'founder': [{ @type: Person, name: ... }] to the Organization schema.
AISO fixImprove the underlying dimensions that drive perplexity citations: crawlability, structure, schema, freshness, entity clarity, and trust.
AISO fixAdd concrete numbers, dates, and named entities. LLMs cite specifics — '47% of teams use X' beats 'many teams use X'.
AISO fixRun Template Audit, Full Site, or Deep Investigation mode to compare key templates across the site.
AISO fixPages about prices, versions, launches, or changing data should expose a clear last-updated date and refresh cadence.
Deterministic extraction from stored page context: identity, offers, actions, files, trust, and evidence.
No grounded description found.
No structured offer or price evidence found.
No booking, buying, contact, quote, or API path found.
No llms.txt, agents.json, mcp.json, x402.json, profile.json, or offers.json found.
Agents need a stable name, category, and short description before they can explain the page.
Agents cannot recommend, compare, or transact without a grounded offer or price.
Agents need explicit next actions instead of guessing how to engage.
Files such as llms.txt, agents.json, mcp.json, profile.json, and offers.json make the site directly readable.
Paste these into the public agent files your site is missing, then rescan.
# openai.com
> Public profile for agent-readable discovery.
Canonical: https://openai.com/index/open-source-codex-orchestration-symphony
Agent-readable schema: aios.agent_readable.v1
## Offers
- Add structured offers.
## Actions
- Add book, buy, quote, contact, or API actions.{
"schema": "aios.agent_readable.v1",
"name": "openai.com",
"url": "https://openai.com/index/open-source-codex-orchestration-symphony",
"description": "Public profile for agent-readable discovery.",
"offers": [],
"actions": [],
"evidence": []
}{
"schema": "aios.mcp_manifest.v1",
"name": "openai.com",
"profile_url": "https://openai.com/index/open-source-codex-orchestration-symphony",
"tools": [
{
"name": "ask_profile",
"description": "Answer questions using grounded public profile context."
},
{
"name": "get_offers",
"description": "Return structured offers with prices, URLs, and evidence."
},
{
"name": "start_action",
"description": "Open the best booking, buying, quote, contact, or API action."
}
]
}Every check rolls up into covered, not captured, or planned-only. Click-through rows below stay tied to stored signals only.
AISO maps llms.txt and WebMCP overlap with Chrome Lighthouse's experimental agentic audits. This is an overlap map, not a Lighthouse pass/fail claim.
Web3 surfaces, Solidity and Rust audit, content quality, and site-wide context intelligence ship via the AISO Web Context Engine plus planned TOOLBOX code-audit workers. Cards below show what each module checks; metrics populate once the context-shard dispatch is enabled for your tier.
Wallet-connect, contract addresses, x402 endpoint health, ENS, chain metadata, exposed ABI and token metadata.
Context Engine - scrape regex + actionsFlesch-Kincaid readability, AI-readability, thin pages, duplicate content, keyword stuffing and original-research density.
Context Engine - scrape + researchSitemap coverage %, scrape markdown quality, crawl-discovered pages, entity knowledge-graph presence, research-synthesized authority and wire-extractor results.
Context Engine - scrape + map + crawl + researchAgent readiness is discovery, metadata, proof, offers, actions, protocols, and safe access together.
Sequential. Most of it auto-generates when you install Agent Link; the scanner verifies the result on the next pass.
The preview above stays visible. The detailed scanner rows, provider evidence, PDF export, and long copy-paste repair prompt are behind a one-time Stripe checkout. Referral attribution is preserved through the signed AISO referral cookie when present.
The detail rows, provider evidence, repair prompt and PDF export are behind a one-time unlock. The preview cards above stay visible.