geolintv0.4.0AI-search readiness audit
https://wikipedia.org/ → https://www.wikipedia.org/
HTTP 200text/htmlTTFB 137mstotal 422msrobots.txt 200llms.txt 4042026-09-17 12:55 UTC
Grade A
0 errors·3 warnings·11 hints
38/52 checks passed

Categories

AI Crawler Access
100
✓ clean
llms.txt
90
1 warning · 2 hints
Structured Data
90
1 warning · 2 hints
Citability
84
1 warning · 5 hints
Technical Foundation
96
2 hints

AI crawler access 51/51 allowed

BotPurposerobots.txtAccess
OpenAI
GPTBottraininghonored✓ allowed
OAI-SearchBotsearchhonored✓ allowed
ChatGPT-Useruser-fetchmay bypass✓ allowed
OAI-AdsBotmixedhonored✓ allowed
Anthropic
ClaudeBottraininghonored✓ allowed
Claude-Useruser-fetchhonored✓ allowed
Claude-SearchBotsearchhonored✓ allowed
anthropic-airetiredtrainingunverified✓ allowed
Claude-Webretiredsearchunverified✓ allowed
Perplexity
PerplexityBotsearchhonored✓ allowed
Perplexity-Useruser-fetchmay bypass✓ allowed
Google
Googlebotsearchhonored✓ allowed
Google-Extendedopt-outtraininghonored✓ allowed
Apple
Applebotsearchhonored✓ allowed
Applebot-Extendedopt-outtraininghonored✓ allowed
Meta
Meta-ExternalAgentmeta-externalagenttraininghonored✓ allowed
Meta-WebIndexersearchhonored✓ allowed
Meta-ExternalFetcheruser-fetchmay bypass✓ allowed
facebookexternalhituser-fetchunverified✓ allowed
FacebookBotretiredtrainingunverified✓ allowed
Amazon
Amazonbotmixedhonored✓ allowed
Amzn-SearchBotsearchhonored✓ allowed
Amzn-Useruser-fetchhonored✓ allowed
Mistral AI
MistralAI-Useruser-fetchunverified✓ allowed
MistralAI-Indexsearchunverified✓ allowed
MistralAI-Trainingtrainingunverified✓ allowed
Microsoft
Bingbotsearchhonored✓ allowed
DuckDuckGo
DuckDuckBotsearchhonored✓ allowed
DuckAssistBotuser-fetchhonored✓ allowed
You.com
YouBotsearchhonored✓ allowed
Moonshot AI
KimiBottrainingunverified✓ allowed
Kimi-Useruser-fetchunverified✓ allowed
Alibaba
TongyiBotmixedunverified✓ allowed
Exa
ExaBotsearchunverified✓ allowed
Tavily
TavilyBotsearchunverified✓ allowed
Timpi
Timpibotsearchunverified✓ allowed
ByteDance
Bytespidermixedunverified✓ allowed
Common Crawl
CCBottraininghonored✓ allowed
Cohere
cohere-aiuser-fetchunverified✓ allowed
cohere-training-data-crawlertrainingunverified✓ allowed
Diffbot
Diffbotmixedhonored✓ allowed
Webz.io
Omgilibotomgilibotretiredtraininghonored✓ allowed
webziotraininghonored✓ allowed
Webzio-Extendedopt-outtraininghonored✓ allowed
The Hive
ImagesiftBottraininghonored✓ allowed
Huawei
PanguBottrainingunverified✓ allowed
Kangaroo LLM
Kangaroo Bottrainingunverified✓ allowed
Allen Institute for AI
AI2Bottraininghonored✓ allowed
Ai2Bot-Dolmatraininghonored✓ allowed
NICT
ICC-Crawlertrainingunverified✓ allowed
Velen
VelenPublicWebCrawlertrainingunverified✓ allowed

Findings

⚠Warnings 3
⚠ warningllms-txt/missingllms.txt
llms.txt present

No llms.txt found

GET https://www.wikipedia.org/llms.txt returned HTTP 404.

FixCreate /llms.txt at the site root: an H1 title, a short blockquote summary, and ## sections linking to your key content.

https://www.wikipedia.org/llms.txt → HTTP 404
⚠ warningschema/no-jsonldStructured Data
JSON-LD structured data present

No JSON-LD structured data on the page

AI engines use schema.org markup to identify entities, dates, authors and page types. Without it they fall back to unreliable inference.

FixAdd JSON-LD blocks describing the page (Article, Organization, BreadcrumbList, FAQPage as appropriate).

⚠ warningcontent/missing-datesCitability
Visible publication/modified date

No machine-readable publication or modified date found

Checked <time datetime>, article:* meta tags and JSON-LD datePublished/dateModified — none present.

FixExpose a date via <time datetime="…">, article:published_time meta or JSON-LD datePublished/dateModified.

ℹHints 11
ℹ hintllms-txt/llms-full-missingllms.txt
llms-full.txt companion file

No llms-full.txt found

GET https://www.wikipedia.org/llms-full.txt returned HTTP 404. The optional full-content companion is absent.

FixConsider publishing /llms-full.txt with your key documentation inlined as markdown.

https://www.wikipedia.org/llms-full.txt → HTTP 404
ℹ hintllms-txt/ai-manifestllms.txt
Emerging AI manifest files (agents.json, ai.txt)

No emerging AI manifest files found

Checked /agents.json, /ai.txt, /.well-known/ai-plugin.json — all absent. These conventions are early and entirely optional.

FixPrioritize /llms.txt; add agents.json or ai.txt only if they fit your AI distribution strategy.

ℹ hintschema/no-organizationStructured Data
Organization schema present

No Organization schema found

Without entity grounding, engines cannot connect this site to a known organization — weaker trust signals for citation.

FixAdd an Organization JSON-LD block (name, url, logo, sameAs links) at least on the homepage.

ℹ hintschema/no-breadcrumbStructured Data
BreadcrumbList schema present

No BreadcrumbList schema found

Breadcrumbs expose site structure to machines; without them a page floats without context.

FixAdd BreadcrumbList JSON-LD matching the visible breadcrumb trail.

ℹ hintcontent/no-question-headingsCitability
Question-shaped headings

No question-shaped headings (h2/h3 ending in "?")

Question headings map directly onto user prompts and make sections self-contained citable answers.

FixRewrite a few section headings as the actual questions your audience asks.

ℹ hintcontent/no-authorCitability
Author attribution

No author attribution found

No meta[name=author], rel=author, JSON-LD author or author/byline markup — the content looks anonymous.

FixAttribute the content: an author byline, meta[name=author] or a Person in JSON-LD author.

ℹ hintcontent/no-data-pointsCitability
Concrete data points

Few concrete data points found (1 numeric stats)

Percentages, growth figures and quantities give AI engines precise, attributable claims to quote.

FixAdd verifiable numbers — percentages, counts, benchmarks — near the claims they support.

ℹ hintcontent/images-no-altCitability
Images carry alt text

7 of 7 images have no alt text

Alt text is the primary way AI systems understand what an image shows; missing alt makes visual content uncitable.

FixWrite descriptive alt text for meaningful images (purely decorative ones can keep alt="").

ℹ hintcontent/answer-firstCitability
Page leads with a direct answer

No paragraph directly follows the H1

Whatever sits under the H1 — image, list, navigation — is what engines read first; a declarative lead paragraph is the easiest span to cite.

FixOpen the article with a 2–4 sentence paragraph that directly answers the question the H1 poses.

ℹ hinttechnical/canonicalTechnical Foundation
Canonical link sanity

No canonical link element

Without a canonical, engines pick one themselves — and may consolidate onto the wrong URL.

FixAdd <link rel="canonical" href="…"> pointing at the preferred URL for this page.

ℹ hinttechnical/redirectTechnical Foundation
No unexpected redirect

The URL redirected to a different final URL

Requested https://wikipedia.org/, ended at https://www.wikipedia.org/.

FixMake sure redirects are intentional, single-hop and point at the canonical destination.

https://wikipedia.org/ → https://www.wikipedia.org/