# Good for Bots report: pathnovo\.com
Website: https://pathnovo\.com
Report: https://goodforbots.com/r/pathnovo.com
Scan: cmusm4mu6039i01o0q68ajzt8
Scanned at: 2026-10-03T16:35:15.301Z
Status: completed
Rubric: 0\.9\.0
Score: 84/100 (Good)
Name: Pathnovo
## Access & usage policy
GoodForBotsBot received HTTP 200 via a direct request\. No indexing restriction was observed in the supported homepage directives\.
Sampled URL: https://pathnovo\.com/
Crawler identities:
- goodforbotsbot: Good for Bots, Site diagnostics.
- \*: Unspecified, Default robots group.
- oai\-searchbot: OpenAI, ai\-search.
- claude\-searchbot: Anthropic, ai\-search.
- perplexitybot: Perplexity, ai\-search.
- mistralai\-index: Mistral, ai\-search.
- kimi\-searchbot: Moonshot AI, ai\-search.
- amzn\-searchbot: Amazon, ai\-search.
- meta\-webindexer: Meta, ai\-search.
- exasearchbot: Exa, ai\-search.
- aiwebindex: Lyrenth, ai\-search.
- duckassistbot: DuckDuckGo, ai\-search.
- shapbot: Parallel, ai\-search.
- yandexadditional: Yandex, ai\-search.
- yandexadditionalbot: Yandex, ai\-search.
- gptbot: OpenAI, ai\-training.
- claudebot: Anthropic, ai\-training.
- mistralai\-training: Mistral, ai\-training.
- kimibot: Moonshot AI, ai\-training.
- ai2bot: Unspecified, Unknown.
- applebot\-extended: Apple, ai\-training.
- webzio\-extended: Webz\.io, ai\-training.
- chatgpt\-user: OpenAI, user\-fetch.
- claude\-user: Anthropic, user\-fetch.
- perplexity\-user: Perplexity, user\-fetch.
- mistralai\-user: Mistral, user\-fetch.
- kimi\-user: Moonshot AI, user\-fetch.
- amzn\-user: Amazon, user\-fetch.
- diffbot\-user: Diffbot, user\-fetch.
- firecrawlagent: Firecrawl, extraction.
- webzio: Webz\.io, extraction.
- meta\-externalfetcher: Meta, user\-fetch, agent.
- google\-extended: Google, ai\-training, grounding.
- meta\-externalagent: Meta, ai\-training, product\-improvement.
- amazonbot: Amazon, ai\-training, product\-improvement.
- ccbot: Common Crawl, open\-dataset, ai\-training.
- googlebot: Google, search.
- bingbot: Microsoft, search.
- claude\-web: Unspecified, Unknown.
- anthropic\-ai: Unspecified, Unknown.
- bytespider: Unspecified, Unknown.
- diffbot: Diffbot, search.
- cohere\-ai: Unspecified, Unknown.
- cohere\-training\-data\-crawler: Unspecified, Unknown.
- youbot: Unspecified, Unknown.
### Declared crawling rules
No matching refusal for this URL was found for the listed identities\.
- GoodForBotsBot/1\.0 \(\+https://goodforbots\.com/bot\): The recorded robots admission decision allowed our crawler to proceed\.
Source: Scan admission; URL: https://pathnovo\.com/; scope: GoodForBotsBot admission along the homepage request chain; state: allowed.
[Related check: robots\-txt](https://goodforbots.com/standards?rubric=0.9.0#robots-txt)
- goodforbotsbot, \*, claude\-searchbot, mistralai\-index, kimi\-searchbot, amzn\-searchbot, meta\-webindexer, exasearchbot, aiwebindex, shapbot, yandexadditional, yandexadditionalbot, mistralai\-training, kimibot, ai2bot, webzio\-extended, claude\-user, kimi\-user, amzn\-user, diffbot\-user, firecrawlagent, webzio, meta\-externalfetcher, googlebot, bingbot: No matching refusal for this URL in the applicable robots group\. This is a declaration, not an access test\.
Source: robots\.txt; URL: https://pathnovo\.com/robots\.txt; scope: Acquisition of https://pathnovo\.com/; state: allowed.
```text
User-agent: *
allow: /
```
[Related check: robots\-txt](https://goodforbots.com/standards?rubric=0.9.0#robots-txt)
[Related check: ai\-crawler\-rules](https://goodforbots.com/standards?rubric=0.9.0#ai-crawler-rules)
[Related check: ai\-crawler\-access](https://goodforbots.com/standards?rubric=0.9.0#ai-crawler-access)
- oai\-searchbot, perplexitybot, duckassistbot, gptbot, claudebot, applebot\-extended, chatgpt\-user, perplexity\-user, mistralai\-user, google\-extended, meta\-externalagent, amazonbot, ccbot, claude\-web, anthropic\-ai, bytespider, diffbot, cohere\-ai, cohere\-training\-data\-crawler, youbot: No matching refusal for this URL in the applicable robots group\. This is a declaration, not an access test\.
Source: robots\.txt; URL: https://pathnovo\.com/robots\.txt; scope: Acquisition of https://pathnovo\.com/; state: allowed.
```text
User-agent: gptbot
User-agent: oai-searchbot
User-agent: chatgpt-user
User-agent: google-extended
User-agent: claudebot
User-agent: claude-web
User-agent: anthropic-ai
User-agent: perplexitybot
User-agent: perplexity-user
User-agent: applebot-extended
User-agent: bytespider
User-agent: ccbot
User-agent: diffbot
User-agent: meta-externalagent
User-agent: cohere-ai
User-agent: cohere-training-data-crawler
User-agent: amazonbot
User-agent: duckassistbot
User-agent: mistralai-user
User-agent: youbot
allow: /
```
[Related check: robots\-txt](https://goodforbots.com/standards?rubric=0.9.0#robots-txt)
[Related check: ai\-crawler\-rules](https://goodforbots.com/standards?rubric=0.9.0#ai-crawler-rules)
[Related check: ai\-crawler\-access](https://goodforbots.com/standards?rubric=0.9.0#ai-crawler-access)
### Observed access
GoodForBotsBot received HTTP 200 via a direct request\.
- GoodForBotsBot/1\.0 \(\+https://goodforbots\.com/bot\): Our request received HTTP 200\. A status alone does not identify a WAF\.
Source: Direct request; URL: https://pathnovo\.com; scope: Our recorded direct transport attempt; intermediate attempt URLs are not retained; state: observed.
```text
HTTP 200
```
[Related check: homepage\-availability](https://goodforbots.com/standards?rubric=0.9.0#homepage-availability)
- GoodForBotsBot/1\.0 \(\+https://goodforbots\.com/bot\): GoodForBotsBot received HTTP 200 via a direct request\.
Source: Final homepage response; URL: https://pathnovo\.com/; scope: homepage response; state: observed.
```text
HTTP 200
Transport: direct
```
[Related check: homepage\-availability](https://goodforbots.com/standards?rubric=0.9.0#homepage-availability)
[Related check: waf\-challenge](https://goodforbots.com/standards?rubric=0.9.0#waf-challenge)
### Indexing directives
No indexing restriction was observed in the supported homepage directives\.
- Scope unresolved: No indexing restriction was observed in the supported homepage directives\.
Source: Homepage directives; URL: https://pathnovo\.com/; scope: homepage response; state: not-observed.
[Related check: indexing\-blocks](https://goodforbots.com/standards?rubric=0.9.0#indexing-blocks)
### Search snippets
Scoped instructions were recorded; see their values and recipient support below\.
- googlebot: This declares a snippet instruction for the named recipients\. The value is not a claim about citation by every AI operator\.
Source: Meta robots; URL: https://pathnovo\.com/; scope: This response only; state: observed.
```text
max-snippet: -1
```
[Related check: indexing\-blocks](https://goodforbots.com/standards?rubric=0.9.0#indexing-blocks)
### Search usage
No applicable preference for this use was established\.
- goodforbotsbot, \*, oai\-searchbot, claude\-searchbot, perplexitybot, mistralai\-index, kimi\-searchbot, amzn\-searchbot, meta\-webindexer, exasearchbot, aiwebindex, duckassistbot, shapbot, yandexadditional, yandexadditionalbot, gptbot, claudebot, mistralai\-training, kimibot, ai2bot, applebot\-extended, webzio\-extended, chatgpt\-user, claude\-user, perplexity\-user, mistralai\-user, kimi\-user, amzn\-user, diffbot\-user, firecrawlagent, webzio, meta\-externalfetcher, google\-extended, meta\-externalagent, amazonbot, ccbot, googlebot, bingbot, claude\-web, anthropic\-ai, bytespider, diffbot, cohere\-ai, cohere\-training\-data\-crawler, youbot: No applicable AIPREF preference was established for this purpose\.
Source: AIPREF Content\-Usage; URL: https://pathnovo\.com/; scope: Purpose: search; applicable robots group/path and this response's header; state: unstated.
[Related check: content\-signals](https://goodforbots.com/standards?rubric=0.9.0#content-signals)
### AI input and use
No applicable preference for this use was established\.
- goodforbotsbot, \*, oai\-searchbot, claude\-searchbot, perplexitybot, mistralai\-index, kimi\-searchbot, amzn\-searchbot, meta\-webindexer, exasearchbot, aiwebindex, duckassistbot, shapbot, yandexadditional, yandexadditionalbot, gptbot, claudebot, mistralai\-training, kimibot, ai2bot, applebot\-extended, webzio\-extended, chatgpt\-user, claude\-user, perplexity\-user, mistralai\-user, kimi\-user, amzn\-user, diffbot\-user, firecrawlagent, webzio, meta\-externalfetcher, google\-extended, meta\-externalagent, amazonbot, ccbot, googlebot, bingbot, claude\-web, anthropic\-ai, bytespider, diffbot, cohere\-ai, cohere\-training\-data\-crawler, youbot: No applicable AIPREF preference was established for this purpose\.
Source: AIPREF Content\-Usage; URL: https://pathnovo\.com/; scope: Purpose: ai\-use; applicable robots group/path and this response's header; state: unstated.
[Related check: content\-signals](https://goodforbots.com/standards?rubric=0.9.0#content-signals)
### AI training
No applicable preference for this use was established\.
- goodforbotsbot, \*, oai\-searchbot, claude\-searchbot, perplexitybot, mistralai\-index, kimi\-searchbot, amzn\-searchbot, meta\-webindexer, exasearchbot, aiwebindex, duckassistbot, shapbot, yandexadditional, yandexadditionalbot, gptbot, claudebot, mistralai\-training, kimibot, ai2bot, applebot\-extended, webzio\-extended, chatgpt\-user, claude\-user, perplexity\-user, mistralai\-user, kimi\-user, amzn\-user, diffbot\-user, firecrawlagent, webzio, meta\-externalfetcher, google\-extended, meta\-externalagent, amazonbot, ccbot, googlebot, bingbot, claude\-web, anthropic\-ai, bytespider, diffbot, cohere\-ai, cohere\-training\-data\-crawler, youbot: No applicable AIPREF preference was established for this purpose\.
Source: AIPREF Content\-Usage; URL: https://pathnovo\.com/; scope: Purpose: train\-ai; applicable robots group/path and this response's header; state: unstated.
[Related check: content\-signals](https://goodforbots.com/standards?rubric=0.9.0#content-signals)
- Crawler coverage includes the registered identities and up to 50 user\-agent entries from robots\.txt\. Source excerpts and detail groups are bounded; omissions are labelled\.
- Observed access describes GoodForBotsBot only\. Other crawler entries describe declared rules, not tests of those operators' access\.
- Coverage is the sampled homepage response and collected robots\.txt files\. No indexing or citation is guaranteed\. Usage preferences are declarations, not a legal determination of permission\.
- This explanation adds no points or penalties\. Any score effects belong to the linked checks\.
- AIPREF and Content Signals keep their own definitions\. AIPREF search can include processing used exclusively for search; training preferences are not a blanket ruling on every search process\.
AI agents that parse engineering documents into structured data for enterprise systems
## About this site
Pathnovo is an engineering document intelligence platform and managed service that builds AI agents to parse, reconcile, and deliver structured data from engineering documents\. It is designed for manufacturing, energy, and EPC companies working with complex technical records such as P&IDs, BOMs, datasheets, isometrics, and HAZOP studies\. The platform automates tag extraction, datasheet reconciliation, BOM validation, and compliance checks, pushing structured outputs into enterprise systems like SAP PM, IBM Maximo, and AVEVA NET\.
## Through a bot's eyes
Written from the response GoodForBotsBot received in scan cmusm4mu6039i01o0q68ajzt8 (2026-10-03T16:35:15.301Z), before any JavaScript ran.
### What a bot can read
A language model reading this input learns that Pathnovo offers AI\-led document intelligence and managed services for parsing engineering records\. The provided homepage content details the five\-stage ingestion and deployment workflow, case studies with metrics from EPC projects, and specific capabilities such as cross\-document reconciliation and compliance monitoring\. The provided llms\.txt file significantly expands on this by listing exact supported document types, enterprise integrations, regulatory standards, and credit\-based pricing tiers\. The JSON\-LD schema adds structured organization details, including founding date, employee count, and ISO certifications\.
> Pathnovo is an engineering document intelligence platform that uses AI agents to parse, reconcile, and convert complex engineering documents into structured data for industrial systems\.
Simulated from the response GoodForBotsBot received, not a live answer from any AI assistant.
Category: AI Products & Agents
Tags: AI & Machine Learning, B2B, Enterprise
Platforms: nextjs
Hosting: vercel
## Site profile
Login: not established.
API: not established.
Commerce: not established.
Not established means the scan found no proof, not that the site lacks it. The profile decides which conditional checks apply.
Robots verdict: allowed
## Scan statistics
```json
{
"pagesScanned": 4,
"requestCount": 23,
"bytesFetched": 3342701,
"durationMs": 13383
}
```
## Pages read
The homepage and up to three content pages chosen from the sitemaps and homepage links. Structured data, page structure, Markdown negotiation and typed links check every page read and take the median page; other checks read the homepage.
- Homepage: https://pathnovo\.com
- https://pathnovo\.com/blog/agentic\-document\-processing\-ai\-agents: article; sitemap; read.
- https://pathnovo\.com/pricing: pricing; homepage link; read.
- https://pathnovo\.com/blog: collection; sitemap; read.
## Score breakdown
Readable base: 47.92; agent layer: 36.25; penalties: 0.
Final points are rounded and cannot fall below zero.
[How scoring works · current methodology](https://goodforbots.com/standards?rubric=0.9.0#scoring)
```json
{
"block1Raw": 57.5,
"block1Max": 60,
"block2Raw": 29,
"block2Max": 40,
"coverage": 1,
"cappedAt": null
}
```
## Detected capabilities
llms\-txt, robots\-txt, sitemap, llms\-txt\-quality, llms\-full\-txt, ai\-crawler\-rules, schema\-org, semantic\-html, crawlable\-navigation, control\-names, form\-semantics, canonical\-url
## Checks
### llms\.txt is present and well formed
ID: llms-txt; version: 2; kind: achievement; status: pass.
Contribution: 11.25; maximum magnitude: 11.25.
[Current methodology](https://goodforbots.com/standards?rubric=0.9.0&check=llms-txt&version=2#llms-txt)
/llms\.txt is well formed: 143 links across 13 sections\.
```json
{
"links": 143,
"title": "Pathnovo, Engineering Document Intelligence",
"errors": [],
"sections": 13,
"charLength": 26626,
"hasSummary": true,
"sectionsWithLinks": 13
}
```
### robots\.txt is present and valid
ID: robots-txt; version: 2; kind: achievement; status: pass.
Contribution: 3.3333333333333335; maximum magnitude: 3.3333333333333335.
[Current methodology](https://goodforbots.com/standards?rubric=0.9.0&check=robots-txt&version=2#robots-txt)
robots\.txt is valid, with 2 user\-agent groups\.
```json
{
"errors": [],
"groups": 2,
"sitemaps": 1,
"directives": 31
}
```
### Sitemap is present and parses
ID: sitemap; version: 4; kind: achievement; status: pass.
Contribution: 8.333333333333334; maximum magnitude: 8.333333333333334.
[Current methodology](https://goodforbots.com/standards?rubric=0.9.0&check=sitemap&version=4#sitemap)
Sitemap declared in robots\.txt, listing at least 200 URLs\.
```json
{
"urlCount": 200,
"documents": [
{
"url": "https://pathnovo.com/sitemap.xml",
"kind": "sitemapindex",
"urls": 0,
"error": null,
"valid": true,
"children": 1,
"compressed": false
},
{
"url": "https://pathnovo.com/sitemap-0.xml",
"kind": "urlset",
"urls": 200,
"error": null,
"valid": true,
"children": 0,
"compressed": false
}
],
"declaredInRobots": true
}
```
### llms\.txt is descriptive, not a bare link list
ID: llms-txt-quality; version: 2; kind: achievement; status: pass.
Contribution: 7.5; maximum magnitude: 7.5.
[Current methodology](https://goodforbots.com/standards?rubric=0.9.0&check=llms-txt-quality&version=2#llms-txt-quality)
/llms\.txt is descriptive: a summary plus descriptions on 100% of links\.
```json
{
"links": 143,
"charLength": 26626,
"hasDetails": true,
"hasSummary": true,
"describedLinks": 143,
"descriptionRatio": 1,
"unconventionalSeparators": 0
}
```
### Serves markdown at its own URL
ID: llms-full-txt; version: 3; kind: achievement; status: pass.
Contribution: 12.5; maximum magnitude: 12.5.
[Current methodology](https://goodforbots.com/standards?rubric=0.9.0&check=llms-full-txt&version=3#llms-full-txt)
/llms\-full\.txt serves the site's content as markdown \(42 KB\)\.
```json
{
"llmsFullTxt": {
"status": 200,
"usable": true,
"rejected": null,
"truncated": false,
"byteLength": 43056
},
"markdownLinksInLlmsTxt": 0
}
```
### Serves markdown when asked for it
ID: markdown-negotiation; version: 3; kind: achievement; status: fail.
Contribution: 0; maximum magnitude: 10.
[Current methodology](https://goodforbots.com/standards?rubric=0.9.0&check=markdown-negotiation&version=3#markdown-negotiation)
None of the 4 pages read pass\. Asking the homepage for markdown still returns text/html\.
```json
{
"vary": "rsc, next-router-state-tree, next-router-prefetch, next-router-segment-prefetch",
"pages": [
{
"url": "https://pathnovo.com/",
"reason": "not-markdown",
"status": "fail",
"summary": "Asking the homepage for markdown still returns text/html.",
"homepage": true
},
{
"url": "https://pathnovo.com/blog/agentic-document-processing-ai-agents",
"reason": "not-markdown",
"status": "fail",
"summary": "Asking the page at /blog/agentic-document-processing-ai-agents for markdown still returns text/html.",
"homepage": false
},
{
"url": "https://pathnovo.com/pricing",
"reason": "not-markdown",
"status": "fail",
"summary": "Asking the page at /pricing for markdown still returns text/html.",
"homepage": false
},
{
"url": "https://pathnovo.com/blog",
"reason": "not-markdown",
"status": "fail",
"summary": "Asking the page at /blog for markdown still returns text/html.",
"homepage": false
}
],
"reason": "not-markdown",
"charset": "utf-8",
"variant": null,
"bodyLength": 415551,
"contentType": "text/html; charset=utf-8",
"variesOnAccept": false
}
```
### States a position on AI crawlers
ID: ai-crawler-rules; version: 5; kind: achievement; status: pass.
Contribution: 5; maximum magnitude: 5.
[Current methodology](https://goodforbots.com/standards?rubric=0.9.0&check=ai-crawler-rules&version=5#ai-crawler-rules)
States a position on 13 AI crawlers, across 3 purposes \(training, search, user\-fetch\)\.
```json
{
"allowed": [
"gptbot",
"oai-searchbot",
"chatgpt-user",
"google-extended",
"claudebot",
"perplexitybot",
"perplexity-user",
"applebot-extended",
"ccbot",
"meta-externalagent",
"amazonbot",
"duckassistbot",
"mistralai-user"
],
"blocked": [],
"purposes": [
"training",
"search",
"user-fetch"
],
"crawlersNamed": 13,
"wildcardBlocksEverything": false
}
```
### Declares AI usage preferences
ID: content-signals; version: 3; kind: achievement; status: fail.
Contribution: 0; maximum magnitude: 2.5.
[Current methodology](https://goodforbots.com/standards?rubric=0.9.0&check=content-signals&version=3#content-signals)
No usage declaration found in robots\.txt or the final successful homepage response header\.
```json
{
"carriers": [],
"contentUsage": [],
"vocabularies": [],
"contentSignal": [],
"contentUsageHeader": null,
"recognisedUsageCategories": [],
"recognisedSignalCategories": []
}
```
### Describes itself to machines with schema\.org JSON\-LD
ID: schema-org; version: 4; kind: achievement; status: pass.
Contribution: 8.333333333333334; maximum magnitude: 8.333333333333334.
[Current methodology](https://goodforbots.com/standards?rubric=0.9.0&check=schema-org&version=4#schema-org)
All 4 pages read pass\. The homepage describes itself to machines as Organization, ImageObject, QuantitativeValue in valid schema\.org JSON\-LD\.
```json
{
"nodes": 221,
"pages": [
{
"url": "https://pathnovo.com/",
"reason": "ok",
"status": "pass",
"summary": "The homepage describes itself to machines as Organization, ImageObject, QuantitativeValue in valid schema.org JSON-LD.",
"homepage": true
},
{
"url": "https://pathnovo.com/blog/agentic-document-processing-ai-agents",
"reason": "ok",
"status": "pass",
"summary": "The page at /blog/agentic-document-processing-ai-agents describes itself to machines as Organization, ImageObject, WebSite in valid schema.org JSON-LD.",
"homepage": false
},
{
"url": "https://pathnovo.com/pricing",
"reason": "ok",
"status": "pass",
"summary": "The page at /pricing describes itself to machines as Organization, ImageObject, QuantitativeValue in valid schema.org JSON-LD.",
"homepage": false
},
{
"url": "https://pathnovo.com/blog",
"reason": "ok",
"status": "pass",
"summary": "The page at /blog describes itself to machines as Organization, ImageObject, QuantitativeValue in valid schema.org JSON-LD.",
"homepage": false
}
],
"types": [
"Organization",
"ImageObject",
"QuantitativeValue",
"ContactPoint",
"PostalAddress",
"ReserveAction",
"EntryPoint",
"Reservation",
"ContactAction",
"EducationalOccupationalCredential",
"SoftwareApplication",
"AggregateRating",
"Review",
"Rating",
"Person",
"WebSite",
"WebPage",
"BreadcrumbList",
"ListItem",
"FAQPage",
"Question",
"Answer",
"Article",
"SpeakableSpecification",
"Thing"
],
"blocks": 4,
"reason": "ok",
"contexts": [
"https://schema.org"
],
"rdfaTypes": [],
"truncated": false,
"validBlocks": 4,
"brokenBlocks": [],
"unknownTypes": [
"ContactAction"
],
"pagesExamined": 4,
"skippedBlocks": 0,
"topLevelNodes": 29,
"microdataTypes": [],
"missingProperties": [],
"unnamedTopLevelTypes": [
"BreadcrumbList",
"FAQPage"
]
}
```
### Content is marked up so a reader can find it
ID: semantic-html; version: 4; kind: achievement; status: pass.
Contribution: 10; maximum magnitude: 10.
[Current methodology](https://goodforbots.com/standards?rubric=0.9.0&check=semantic-html&version=4#semantic-html)
All 4 pages read pass\. The homepage marks its content root, its heading outline and its landmarks\.
```json
{
"gaps": [],
"pages": [
{
"url": "https://pathnovo.com/",
"reason": "structured",
"status": "pass",
"summary": "The homepage marks its content root, its heading outline and its landmarks.",
"homepage": true
},
{
"url": "https://pathnovo.com/blog/agentic-document-processing-ai-agents",
"reason": "structured",
"status": "pass",
"summary": "The page at /blog/agentic-document-processing-ai-agents marks its content root, its heading outline and its landmarks.",
"homepage": false
},
{
"url": "https://pathnovo.com/pricing",
"reason": "structured",
"status": "pass",
"summary": "The page at /pricing marks its content root, its heading outline and its landmarks.",
"homepage": false
},
{
"url": "https://pathnovo.com/blog",
"reason": "structured",
"status": "pass",
"summary": "The page at /blog marks its content root, its heading outline and its landmarks.",
"homepage": false
}
],
"roots": [
{
"words": 2091,
"source": "element",
"hierarchicallyCorrect": true
}
],
"reason": "structured",
"h1Count": 1,
"headings": [
{
"text": "AI agents that actually understandengineering documents.",
"empty": false,
"level": 1
},
{
"text": "Our team brings experience from",
"empty": false,
"level": 2
},
{
"text": "Why Pathnovo",
"empty": false,
"level": 2
},
{
"text": "99.5% accuracy. Contractual SLA.",
"empty": false,
"level": 3
},
{
"text": "Built for engineering. Not adapted from it.",
"empty": false,
"level": 3
},
{
"text": "Built by engineers who have done this work.",
"empty": false,
"level": 3
},
{
"text": "Credits scale with your work, not your headcount.",
"empty": false,
"level": 3
},
{
"text": "99.5% accuracy. Contractual SLA.",
"empty": false,
"level": 3
},
{
"text": "Built for engineering. Not adapted from it.",
"empty": false,
"level": 3
},
{
"text": "Built by engineers who have done this work.",
"empty": false,
"level": 3
},
{
"text": "Credits scale with your work, not your headcount.",
"empty": false,
"level": 3
},
{
"text": "How It Works",
"empty": false,
"level": 2
},
{
"text": "Ingest → Deploy",
"empty": false,
"level": 2
},
{
"text": "Ingest",
"empty": false,
"level": 3
},
{
"text": "Parse",
"empty": false,
"level": 3
},
{
"text": "Validate",
"empty": false,
"level": 3
},
{
"text": "Review",
"empty": false,
"level": 3
},
{
"text": "Deploy",
"empty": false,
"level": 3
},
{
"text": "Your documents do not stop working after the first extraction.",
"empty": false,
"level": 2
},
{
"text": "When a drawing revises, you see the full impact immediately.",
"empty": false,
"level": 3
},
{
"text": "Engineers query their documents instead of searching through them.",
"empty": false,
"level": 3
},
{
"text": "Compliance gaps surface before the auditor finds them.",
"empty": false,
"level": 3
},
{
"text": "What We Have Delivered",
"empty": false,
"level": 2
},
{
"text": "Our Services",
"empty": false,
"level": 2
},
{
"text": "Structured Extraction from Engineering Documents",
"empty": false,
"level": 3
},
{
"text": "Cross-Document Reconciliation",
"empty": false,
"level": 3
},
{
"text": "AI Agents for Engineering Workflows",
"empty": false,
"level": 3
},
{
"text": "Built-in Engineering Ontologies",
"empty": false,
"level": 3
},
{
"text": "Enterprise System Delivery",
"empty": false,
"level": 3
},
{
"text": "Custom Document Intelligence Platforms",
"empty": false,
"level": 3
},
{
"text": "Frequently Asked Questions",
"empty": false,
"level": 2
},
{
"text": "Start With 10 Documents",
"empty": false,
"level": 2
},
{
"text": "Contact Us",
"empty": false,
"level": 2
},
{
"text": "Solutions",
"empty": false,
"level": 2
},
{
"text": "Resources",
"empty": false,
"level": 2
},
{
"text": "Developers",
"empty": false,
"level": 2
},
{
"text": "Legal",
"empty": false,
"level": 2
}
],
"bodyWords": 2095,
"landmarks": [
{
"role": "navigation",
"named": true,
"source": "native",
"element": "nav"
},
{
"role": "region",
"named": true,
"source": "native",
"element": "section"
},
{
"role": "region",
"named": true,
"source": "native",
"element": "section"
},
{
"role": "form",
"named": true,
"source": "native",
"element": "form"
}
],
"textRatio": 0.0338,
"truncated": false,
"articleCount": 0,
"contentWords": 2086,
"headingCount": 37,
"headingSkips": [],
"requirements": {
"landmarks": true,
"contentRoot": true,
"headingOutline": true
},
"landmarkRoles": [
"form",
"navigation",
"region"
],
"hiddenMainCount": 0,
"textComposition": {
"words": {
"main": 1847,
"other": 4,
"footer": 0,
"header": 0,
"navigation": 9
},
"shares": {
"main": 0.9930107526881721,
"other": 0.002150537634408602,
"footer": 0,
"header": 0,
"navigation": 0.004838709677419355
},
"version": 1,
"truncated": false,
"totalWords": 1860,
"analysisLimited": false,
"mainRegionCount": 1,
"wordsBeforeMain": 9
},
"emptyHeadingCount": 0,
"misnestedMainCount": 0
}
```
### Navigation links expose usable destinations
ID: crawlable-navigation; version: 2; kind: achievement; status: pass.
Contribution: 8.333333333333334; maximum magnitude: 8.333333333333334.
[Current methodology](https://goodforbots.com/standards?rubric=0.9.0&check=crawlable-navigation&version=2#crawlable-navigation)
2 of 2 assessed homepage navigation links expose usable destinations\.
```json
{
"good": 2,
"page": "homepage",
"total": 2,
"reason": "observed-gaps",
"limited": false,
"examples": [],
"truncated": false,
"skippedContactLinks": 0,
"brokenLabelReferences": 0
}
```
### Links and buttons have accessible names
ID: control-names; version: 1; kind: achievement; status: pass.
Contribution: 4.166666666666667; maximum magnitude: 4.166666666666667.
[Current methodology](https://goodforbots.com/standards?rubric=0.9.0&check=control-names&version=1#control-names)
74 of 74 assessed homepage links and buttons have a nonempty accessible name\.
```json
{
"good": 74,
"page": "homepage",
"total": 74,
"reason": "observed-gaps",
"limited": false,
"examples": [],
"truncated": false,
"skippedContactLinks": 0,
"brokenLabelReferences": 0
}
```
### Form fields have names and recognizable semantics
ID: form-semantics; version: 1; kind: achievement; status: pass.
Contribution: 2.5; maximum magnitude: 2.5.
[Current methodology](https://goodforbots.com/standards?rubric=0.9.0&check=form-semantics&version=1#form-semantics)
1 of 1 assessed homepage form fields meet the static naming and field\-semantics checks\.
```json
{
"good": 1,
"page": "homepage",
"total": 1,
"reason": "observed-gaps",
"limited": false,
"examples": [],
"truncated": false,
"nativeForms": 1,
"submitControls": 0,
"inputTypeFallbacks": 0,
"formsWithoutSubmitControl": 1
}
```
### Controls expose roles, states and relationships
ID: control-semantics; version: 1; kind: achievement; status: warn.
Contribution: 1.25; maximum magnitude: 2.5.
[Current methodology](https://goodforbots.com/standards?rubric=0.9.0&check=control-semantics&version=1#control-semantics)
77 of 82 assessed homepage controls and role declarations meet the static role, state and relationship checks\.
```json
{
"good": 77,
"page": "homepage",
"total": 82,
"reason": "observed-gaps",
"limited": false,
"examples": [
{
"id": "radix-_R_16cnkdb_-trigger-radix-_R_2n6cnkdb_",
"href": null,
"issue": "broken-aria-controls",
"element": "button"
},
{
"id": "radix-_R_16cnkdb_-trigger-radix-_R_4n6cnkdb_",
"href": null,
"issue": "broken-aria-controls",
"element": "button"
},
{
"id": "radix-_R_16cnkdb_-trigger-radix-_R_6n6cnkdb_",
"href": null,
"issue": "broken-aria-controls",
"element": "button"
},
{
"id": "radix-_R_16cnkdb_-trigger-radix-_R_8n6cnkdb_",
"href": null,
"issue": "broken-aria-controls",
"element": "button"
},
{
"id": "",
"href": null,
"issue": "broken-aria-controls",
"element": "button"
}
],
"truncated": false
}
```
### Advertises machine\-readable resources with typed links
ID: link-headers; version: 4; kind: achievement; status: fail.
Contribution: 0; maximum magnitude: 1.25.
[Current methodology](https://goodforbots.com/standards?rubric=0.9.0&check=link-headers&version=4#link-headers)
None of the 4 pages read pass\. The homepage's links are all ordinary page furniture; none point an agent anywhere\.
```json
{
"pages": [
{
"url": "https://pathnovo.com/",
"reason": "ambient-only",
"status": "fail",
"summary": "The homepage's links are all ordinary page furniture; none point an agent anywhere.",
"homepage": true
},
{
"url": "https://pathnovo.com/blog/agentic-document-processing-ai-agents",
"reason": "ambient-only",
"status": "fail",
"summary": "The page at /blog/agentic-document-processing-ai-agents's links are all ordinary page furniture; none point an agent anywhere.",
"homepage": false
},
{
"url": "https://pathnovo.com/pricing",
"reason": "ambient-only",
"status": "fail",
"summary": "The page at /pricing's links are all ordinary page furniture; none point an agent anywhere.",
"homepage": false
},
{
"url": "https://pathnovo.com/blog",
"reason": "ambient-only",
"status": "fail",
"summary": "The page at /blog's links are all ordinary page furniture; none point an agent anywhere.",
"homepage": false
}
],
"reason": "ambient-only",
"sources": [],
"totalLinks": 25,
"ambientOnly": [
"preload",
"stylesheet",
"dns-prefetch",
"preconnect",
"author",
"manifest",
"canonical",
"shortcut",
"icon",
"apple-touch-icon"
],
"markdownAlternates": [],
"meaningfulRelations": []
}
```
### Each page declares one usable canonical URL
ID: canonical-url; version: 1; kind: achievement; status: pass.
Contribution: 1.6666666666666667; maximum magnitude: 1.6666666666666667.
[Current methodology](https://goodforbots.com/standards?rubric=0.9.0&check=canonical-url&version=1#canonical-url)
3 of 4 pages read pass; 1 partly\. The page at /pricing declares its canonical URL only in a <link> in the body; HTML head processing and Google's guidance expect it in the head\.
```json
{
"pages": [
{
"url": "https://pathnovo.com/",
"reason": "declared",
"status": "pass",
"summary": "The homepage declares itself as its canonical URL.",
"homepage": true
},
{
"url": "https://pathnovo.com/blog/agentic-document-processing-ai-agents",
"reason": "declared",
"status": "pass",
"summary": "The page at /blog/agentic-document-processing-ai-agents declares itself as its canonical URL.",
"homepage": false
},
{
"url": "https://pathnovo.com/pricing",
"reason": "body-only",
"status": "warn",
"summary": "The page at /pricing declares its canonical URL only in a in the body; HTML head processing and Google's guidance expect it in the head.",
"homepage": false
},
{
"url": "https://pathnovo.com/blog",
"reason": "declared",
"status": "pass",
"summary": "The page at /blog declares itself as its canonical URL.",
"homepage": false
}
],
"reason": "declared",
"target": "https://pathnovo.com/",
"readings": [
{
"url": "https://pathnovo.com/",
"target": "https://pathnovo.com/",
"relative": false,
"crossHost": false,
"truncated": false,
"duplicates": 0,
"declarations": [
{
"url": "https://pathnovo.com/",
"href": "https://pathnovo.com",
"source": "head"
}
],
"selfReference": true,
"invalidDeclarations": 0
},
{
"url": "https://pathnovo.com/blog/agentic-document-processing-ai-agents",
"target": "https://pathnovo.com/blog/agentic-document-processing-ai-agents",
"relative": false,
"crossHost": false,
"truncated": false,
"duplicates": 0,
"declarations": [
{
"url": "https://pathnovo.com/blog/agentic-document-processing-ai-agents",
"href": "https://pathnovo.com/blog/agentic-document-processing-ai-agents",
"source": "head"
}
],
"selfReference": true,
"invalidDeclarations": 0
},
{
"url": "https://pathnovo.com/pricing",
"target": "https://pathnovo.com/pricing",
"relative": false,
"crossHost": false,
"truncated": false,
"duplicates": 0,
"declarations": [
{
"url": "https://pathnovo.com/pricing",
"href": "https://pathnovo.com/pricing",
"source": "body"
}
],
"selfReference": true,
"invalidDeclarations": 0
},
{
"url": "https://pathnovo.com/blog",
"target": "https://pathnovo.com/blog",
"relative": false,
"crossHost": false,
"truncated": false,
"duplicates": 0,
"declarations": [
{
"url": "https://pathnovo.com/blog",
"href": "https://pathnovo.com/blog",
"source": "head"
}
],
"selfReference": true,
"invalidDeclarations": 0
}
],
"relative": false,
"crossHost": false,
"truncated": false,
"duplicates": 0,
"declarations": [
{
"url": "https://pathnovo.com/",
"href": "https://pathnovo.com",
"source": "head"
}
],
"selfReference": true,
"invalidDeclarations": 0
}
```
### Section links reach an element on the page
ID: section-links; version: 1; kind: achievement; status: fail.
Contribution: 0; maximum magnitude: 0.8333333333333334.
[Current methodology](https://goodforbots.com/standards?rubric=0.9.0&check=section-links&version=1#section-links)
The page at /blog/agentic\-document\-processing\-ai\-agents has 4 of 18 section links pointing at no element on the page\.
```json
{
"pages": [
{
"url": "https://pathnovo.com/blog/agentic-document-processing-ai-agents",
"reason": "missing-targets",
"status": "fail",
"summary": "The page at /blog/agentic-document-processing-ai-agents has 4 of 18 section links pointing at no element on the page.",
"homepage": false
}
],
"reason": "missing-targets",
"readings": [
{
"top": 0,
"url": "https://pathnovo.com/blog/agentic-document-processing-ai-agents",
"working": 14,
"assessed": 18,
"examples": [
{
"href": "#level-1-assisted-extraction",
"text": "Level 1: Assisted Extraction",
"issue": "missing-target"
},
{
"href": "#level-2-automated-validation",
"text": "Level 2: Automated Validation",
"issue": "missing-target"
},
{
"href": "#level-3-agentic-decisioning",
"text": "Level 3: Agentic Decisioning",
"issue": "missing-target"
},
{
"href": "#level-4-autonomous-workflow",
"text": "Level 4: Autonomous Workflow",
"issue": "missing-target"
}
],
"truncated": false,
"baseElsewhere": 0,
"missingTarget": 4,
"textDirectives": 0,
"scriptAddresses": 0
}
]
}
```
### Serves our crawler without a challenge
ID: waf-challenge; version: 2; kind: penalty; status: pass.
Contribution: 0; maximum magnitude: 15.
[Current methodology](https://goodforbots.com/standards?rubric=0.9.0&check=waf-challenge&version=2#waf-challenge)
Our crawler reaches the page without being challenged\.
```json
{
"status": 200
}
```
### The homepage does not block indexing or snippets
ID: indexing-blocks; version: 5; kind: penalty; status: pass.
Contribution: 0; maximum magnitude: 20.
[Current methodology](https://goodforbots.com/standards?rubric=0.9.0&check=indexing-blocks&version=5#indexing-blocks)
Nothing on the homepage tells a crawler to skip it or to withhold its snippet\.
```json
{
"blocking": [],
"finalUrl": "https://pathnovo.com/",
"redirects": 0,
"directives": [
{
"name": "index",
"value": null,
"inHead": true,
"source": "html",
"userAgent": "*"
},
{
"name": "follow",
"value": null,
"inHead": true,
"source": "html",
"userAgent": "*"
},
{
"name": "index",
"value": null,
"inHead": true,
"source": "html",
"userAgent": "googlebot"
},
{
"name": "follow",
"value": null,
"inHead": true,
"source": "html",
"userAgent": "googlebot"
},
{
"name": "max-video-preview",
"value": "-1",
"inHead": true,
"source": "html",
"userAgent": "googlebot"
},
{
"name": "max-image-preview",
"value": "large",
"inHead": true,
"source": "html",
"userAgent": "googlebot"
},
{
"name": "max-snippet",
"value": "-1",
"inHead": true,
"source": "html",
"userAgent": "googlebot"
}
],
"ignoredScopes": [],
"trainingOptOut": [],
"snippetBlocking": []
}
```
### Serves its content without JavaScript
ID: javascript-required; version: 4; kind: penalty; status: pass.
Contribution: 0; maximum magnitude: 25.
[Current methodology](https://goodforbots.com/standards?rubric=0.9.0&check=javascript-required&version=4#javascript-required)
The captured homepage HTML contains 2086 content words; completeness is not assessed\.
```json
{
"reason": "text-observed",
"bodyWords": 2095,
"truncated": false,
"scriptCount": 119,
"contentWords": 2086,
"markupLength": 415551,
"passWordThreshold": 120,
"hasNoscriptFallback": false,
"nontextElementCount": 182
}
```
### Allows search and user\-fetch crawlers
ID: ai-crawler-access; version: 5; kind: penalty; status: pass.
Contribution: 0; maximum magnitude: 25.
[Current methodology](https://goodforbots.com/standards?rubric=0.9.0&check=ai-crawler-access&version=5#ai-crawler-access)
robots\.txt allows every known search and user\-fetch crawler to reach the homepage\.
```json
{
"path": "/",
"capped": false,
"blocked": [],
"blockedCount": 0,
"penaltyPoints": 0
}
```
### Serves the homepage over HTTPS with HTTP 200
ID: homepage-availability; version: 2; kind: penalty; status: pass.
Contribution: 0; maximum magnitude: 10.
[Current methodology](https://goodforbots.com/standards?rubric=0.9.0&check=homepage-availability&version=2#homepage-availability)
The homepage is served over HTTPS and returns HTTP 200\.
```json
{
"error": null,
"secure": true,
"status": 200,
"finalUrl": "https://pathnovo.com/",
"requestedUrl": "https://pathnovo.com"
}
```
### Provides a title and meta description
ID: page-metadata; version: 2; kind: penalty; status: pass.
Contribution: 0; maximum magnitude: 3.
[Current methodology](https://goodforbots.com/standards?rubric=0.9.0&check=page-metadata&version=2#page-metadata)
The homepage provides both a non\-empty title and meta description\.
```json
{
"title": "AI Agents for Engineering Documents | Manufacturing & Energy | Pathnovo",
"titleCount": 1,
"description": "Pathnovo builds AI agents that parse P&IDs, BOMs, and drawings into structured data. Automated reconciliation, compliance, and ERP delivery. 99.5% SLA.",
"descriptionCount": 1
}
```
### Reaches the homepage within two redirects
ID: redirect-chain; version: 2; kind: penalty; status: pass.
Contribution: 0; maximum magnitude: 3.
[Current methodology](https://goodforbots.com/standards?rubric=0.9.0&check=redirect-chain&version=2#redirect-chain)
The homepage is reached in 0 redirects\.
```json
{
"finalUrl": "https://pathnovo.com/",
"redirects": 0,
"threshold": 2,
"requestedUrl": "https://pathnovo.com"
}
```
### Returns the homepage within three seconds
ID: response-time; version: 2; kind: penalty; status: pass.
Contribution: 0; maximum magnitude: 3.
[Current methodology](https://goodforbots.com/standards?rubric=0.9.0&check=response-time&version=2#response-time)
The homepage reached a plain crawler in 100 ms\.
```json
{
"durationMs": 100,
"thresholdMs": 3000,
"directAttempts": 1
}
```
### Publishes an API catalog
ID: api-catalog; version: 4; kind: capability; status: na.
Contribution: 0; maximum magnitude: 0.
[Current methodology](https://goodforbots.com/standards?rubric=0.9.0&check=api-catalog&version=4#api-catalog)
No API catalog published\.
```json
{
"wellKnown": {
"status": 404,
"problem": "absent",
"profile": null,
"contentType": null
},
"advertisedVia": []
}
```
### Publishes an auth\.md for agents
ID: auth-md; version: 2; kind: capability; status: na.
Contribution: 0; maximum magnitude: 0.
[Current methodology](https://goodforbots.com/standards?rubric=0.9.0&check=auth-md&version=2#auth-md)
No /auth\.md published\.
```json
{
"error": null,
"reason": "absent",
"status": 404,
"contentType": "text/html"
}
```
### Lists an MCP server card in its AI Catalog
ID: mcp-server-card; version: 3; kind: capability; status: na.
Contribution: 0; maximum magnitude: 0.
[Current methodology](https://goodforbots.com/standards?rubric=0.9.0&check=mcp-server-card&version=3#mcp-server-card)
No AI Catalog published, so no MCP server card can be discovered\.
```json
{
"reason": "absent",
"catalog": {
"status": 404,
"entries": 0,
"problem": "absent",
"contentType": null,
"specVersion": null,
"malformedEntries": 0
}
}
```
### Publishes an A2A Agent Card
ID: a2a-agent-card; version: 3; kind: capability; status: na.
Contribution: 0; maximum magnitude: 0.
[Current methodology](https://goodforbots.com/standards?rubric=0.9.0&check=a2a-agent-card&version=3#a2a-agent-card)
No A2A Agent Card at /\.well\-known/agent\-card\.json, and none listed in an AI Catalog\.
```json
{
"cards": [
{
"via": "well-known",
"name": null,
"error": null,
"notes": [],
"shape": null,
"skills": 0,
"source": "https://pathnovo.com/.well-known/agent-card.json",
"status": 404,
"usable": false,
"problem": "absent",
"version": null,
"bindings": [],
"identifier": null,
"interfaces": []
}
],
"reason": "absent",
"catalog": {
"status": 404,
"entries": 0,
"problem": "absent"
},
"wellKnown": {
"status": 404,
"problem": "absent",
"contentType": "text/html; charset=utf-8"
}
}
```
### Publishes an Agent Skills index
ID: agent-skills-index; version: 3; kind: capability; status: na.
Contribution: 0; maximum magnitude: 0.
[Current methodology](https://goodforbots.com/standards?rubric=0.9.0&check=agent-skills-index&version=3#agent-skills-index)
No usable Agent Skills index was found at either well\-known path or in the AI Catalog\.
```json
{
"reason": "absent",
"catalog": {
"status": 404,
"problem": "absent",
"individualSkills": 0
},
"indexes": [
{
"via": "well-known",
"error": null,
"notes": [],
"total": 0,
"format": null,
"issues": [],
"schema": null,
"source": "https://pathnovo.com/.well-known/agent-skills/index.json",
"status": 404,
"usable": 0,
"entries": [],
"problem": "absent",
"rejected": 0,
"identifier": null
},
{
"via": "well-known",
"error": null,
"notes": [],
"total": 0,
"format": null,
"issues": [],
"schema": null,
"source": "https://pathnovo.com/.well-known/skills/index.json",
"status": 404,
"usable": 0,
"entries": [],
"problem": "absent",
"rejected": 0,
"identifier": null
}
],
"artifactVerification": "not-performed"
}
```
### Declares WebMCP tools for browser agents
ID: webmcp; version: 1; kind: capability; status: na.
Contribution: 0; maximum magnitude: 0.
[Current methodology](https://goodforbots.com/standards?rubric=0.9.0&check=webmcp&version=1#webmcp)
No WebMCP declarations were found in the collected HTML or inline scripts\. External scripts were not inspected\.
```json
{
"pages": [
{
"key": "homepage",
"url": "https://pathnovo.com/",
"secure": true,
"usable": 0,
"truncated": false,
"references": 0,
"parseErrors": 0,
"declarations": 0
},
{
"key": "page:https://pathnovo.com/blog/agentic-document-processing-ai-agents",
"url": "https://pathnovo.com/blog/agentic-document-processing-ai-agents",
"secure": true,
"usable": 0,
"truncated": false,
"references": 0,
"parseErrors": 0,
"declarations": 0
},
{
"key": "page:https://pathnovo.com/pricing",
"url": "https://pathnovo.com/pricing",
"secure": true,
"usable": 0,
"truncated": false,
"references": 0,
"parseErrors": 0,
"declarations": 0
},
{
"key": "page:https://pathnovo.com/blog",
"url": "https://pathnovo.com/blog",
"secure": true,
"usable": 0,
"truncated": false,
"references": 0,
"parseErrors": 0,
"declarations": 0
}
],
"reason": "absent",
"detection": "static",
"pageCount": 4,
"references": [],
"parseErrors": 0,
"usableCount": 0,
"declarations": [],
"referenceCount": 0,
"declarationCount": 0,
"runtimeVerification": "not-performed"
}
```
### Publishes a Web Bot Auth key directory
ID: web-bot-auth; version: 2; kind: capability; status: na.
Contribution: 0; maximum magnitude: 0.
[Current methodology](https://goodforbots.com/standards?rubric=0.9.0&check=web-bot-auth&version=2#web-bot-auth)
No Web Bot Auth key directory at /\.well\-known/http\-message\-signatures\-directory\.
```json
{
"keys": {
"total": 0,
"sample": [],
"usable": 0,
"testKeys": 0,
"evaluated": 0,
"privateMaterial": 0
},
"notes": [
"media-type",
"unsigned"
],
"shape": null,
"reason": "absent",
"signature": {
"total": 0,
"status": "absent",
"ignored": 0,
"coverage": null,
"malformed": false,
"signatures": []
},
"wellKnown": {
"status": 404,
"problem": "absent",
"finalUrl": "https://pathnovo.com/.well-known/http-message-signatures-directory",
"redirects": 0,
"contentType": null
},
"extraMembers": [],
"signatureAgent": "https://pathnovo.com"
}
```
### Accepts agent payments with x402 or MPP
ID: x402-mpp; version: 2; kind: capability; status: na.
Contribution: 0; maximum magnitude: 0.
[Current methodology](https://goodforbots.com/standards?rubric=0.9.0&check=x402-mpp&version=2#x402-mpp)
No HTTP 402 payment challenge on the homepage or robots\.txt, and no manifest at /\.well\-known/x402\.
```json
{
"reason": "absent",
"manifest": {
"kind": null,
"notes": [],
"shape": null,
"status": 404,
"problem": "absent",
"finalUrl": "https://pathnovo.com/.well-known/x402",
"resources": {
"total": 0,
"sample": [],
"skipped": {},
"eligible": 0,
"examined": 0
},
"contentType": null
},
"protocols": [],
"responses": [],
"verification": null,
"paymentVerification": "not-performed"
}
```
### Publishes ACP discovery metadata
ID: acp; version: 1; kind: capability; status: na.
Contribution: 0; maximum magnitude: 0.
[Current methodology](https://goodforbots.com/standards?rubric=0.9.0&check=acp&version=1#acp)
No ACP discovery declaration established at /\.well\-known/acp\.json\.
```json
{
"api": false,
"key": "well-known-acp",
"issues": [],
"marked": false,
"reason": "absent",
"status": 404,
"usable": false,
"problem": "absent",
"version": null,
"commerce": false,
"services": [],
"transports": [],
"capabilities": [],
"transactionVerification": "not-performed"
}
```
### Publishes UCP discovery metadata
ID: ucp; version: 1; kind: capability; status: na.
Contribution: 0; maximum magnitude: 0.
[Current methodology](https://goodforbots.com/standards?rubric=0.9.0&check=ucp&version=1#ucp)
No UCP discovery declaration established at /\.well\-known/ucp\.
```json
{
"api": false,
"key": "well-known-ucp",
"issues": [],
"marked": false,
"reason": "absent",
"status": 404,
"usable": false,
"problem": "absent",
"version": null,
"commerce": false,
"services": [],
"transports": [],
"capabilities": [],
"transactionVerification": "not-performed"
}
```
## Observations
### robots
```json
{
"status": 200,
"contentType": "text/plain; charset=utf-8",
"bodyHash": "f60ab68c49423f5033ea030b093f2d76b37923ca2f5c70c5b9ddcb3bd71ed06c",
"error": null,
"durationMs": 96,
"key": "robots",
"url": "https://pathnovo.com/robots.txt",
"finalUrl": "https://pathnovo.com/robots.txt",
"rung": "direct",
"redirects": 0,
"byteLength": 886,
"truncated": false,
"attempts": [
{
"status": 200,
"contentType": "text/plain; charset=utf-8",
"bodyHash": "f60ab68c49423f5033ea030b093f2d76b37923ca2f5c70c5b9ddcb3bd71ed06c",
"error": null,
"durationMs": 96,
"rung": "direct",
"reason": null
}
]
}
```
### homepage
```json
{
"status": 200,
"contentType": "text/html; charset=utf-8",
"bodyHash": "f9eb42560ebb31a1516af6188e00f46eb92acdefada05e5f49c2bd3677b62309",
"error": null,
"durationMs": 100,
"key": "homepage",
"url": "https://pathnovo.com",
"finalUrl": "https://pathnovo.com/",
"rung": "direct",
"redirects": 0,
"byteLength": 415573,
"truncated": false,
"attempts": [
{
"status": 200,
"contentType": "text/html; charset=utf-8",
"bodyHash": "6ea8160f442de6ac2a1cda73decd4e427b8e687595ac8ae54fc66cc7f6c75fba",
"error": null,
"durationMs": 100,
"rung": "direct",
"reason": null
}
]
}
```
### llms\-txt
```json
{
"status": 200,
"contentType": "text/plain; charset=utf-8",
"bodyHash": "2236c24d5a7de4cec0d8707e938fac068b21294c249f78dfa0bbba30e4ea790b",
"error": null,
"durationMs": 37,
"key": "llms-txt",
"url": "https://pathnovo.com/llms.txt",
"finalUrl": "https://pathnovo.com/llms.txt",
"rung": "direct",
"redirects": 0,
"byteLength": 26626,
"truncated": false,
"attempts": [
{
"status": 200,
"contentType": "text/plain; charset=utf-8",
"bodyHash": "efb56b1e7944a239cf123aa88fba006fd506619bce3a2b676cac430dc3ae87f0",
"error": null,
"durationMs": 37,
"rung": "direct",
"reason": null
}
]
}
```
### llms\-full\-txt
```json
{
"status": 200,
"contentType": "text/plain; charset=utf-8",
"bodyHash": "f0b0062b4951aff3d4c85252a9cf27da78b8d93813c2c018facdbbad0efffaac",
"error": null,
"durationMs": 46,
"key": "llms-full-txt",
"url": "https://pathnovo.com/llms-full.txt",
"finalUrl": "https://pathnovo.com/llms-full.txt",
"rung": "direct",
"redirects": 0,
"byteLength": 43056,
"truncated": false,
"attempts": [
{
"status": 200,
"contentType": "text/plain; charset=utf-8",
"bodyHash": "6d221e195c59c3da18c9466ccb6fc0cc759ab0eda1b5657f6faf1a10b0f294dd",
"error": null,
"durationMs": 46,
"rung": "direct",
"reason": null
}
]
}
```
### markdown\-negotiation
```json
{
"status": 200,
"contentType": "text/html; charset=utf-8",
"bodyHash": "f9eb42560ebb31a1516af6188e00f46eb92acdefada05e5f49c2bd3677b62309",
"error": null,
"durationMs": 52,
"key": "markdown-negotiation",
"url": "https://pathnovo.com",
"finalUrl": "https://pathnovo.com/",
"rung": "direct",
"redirects": 0,
"byteLength": 415573,
"truncated": false,
"attempts": [
{
"status": 200,
"contentType": "text/html; charset=utf-8",
"bodyHash": "6ea8160f442de6ac2a1cda73decd4e427b8e687595ac8ae54fc66cc7f6c75fba",
"error": null,
"durationMs": 52,
"rung": "direct",
"reason": null
}
]
}
```
### sitemap:https://pathnovo\.com/sitemap\.xml
```json
{
"status": 200,
"contentType": "application/xml",
"bodyHash": "bf857da06eb3754fb7d4912207f4299051e3d3fe40b0a79d884255b5e0f7a89d",
"error": null,
"durationMs": 63,
"key": "sitemap:https://pathnovo.com/sitemap.xml",
"url": "https://pathnovo.com/sitemap.xml",
"finalUrl": "https://pathnovo.com/sitemap.xml",
"rung": "direct",
"redirects": 0,
"byteLength": 186,
"truncated": false,
"attempts": [
{
"status": 200,
"contentType": "application/xml",
"bodyHash": "bf857da06eb3754fb7d4912207f4299051e3d3fe40b0a79d884255b5e0f7a89d",
"error": null,
"durationMs": 63,
"rung": "direct",
"reason": null
}
]
}
```
### well\-known\-api\-catalog
```json
{
"status": 404,
"contentType": "text/html; charset=utf-8",
"bodyHash": "491abcab689478da813cb09b45fa5af777f86e7bf3de880b449f9b6987c895fe",
"error": null,
"durationMs": 32,
"key": "well-known-api-catalog",
"url": "https://pathnovo.com/.well-known/api-catalog",
"finalUrl": "https://pathnovo.com/.well-known/api-catalog",
"rung": "direct",
"redirects": 0,
"byteLength": 28592,
"truncated": false,
"attempts": [
{
"status": 404,
"contentType": "text/html; charset=utf-8",
"bodyHash": "bf950130333043dfacda52a741f3718a71e9baf6da2f6ddeb076f6f1a4a3ca9b",
"error": null,
"durationMs": 32,
"rung": "direct",
"reason": null
}
]
}
```
### well\-known\-ai\-catalog
```json
{
"status": 404,
"contentType": "text/html; charset=utf-8",
"bodyHash": "491abcab689478da813cb09b45fa5af777f86e7bf3de880b449f9b6987c895fe",
"error": null,
"durationMs": 24,
"key": "well-known-ai-catalog",
"url": "https://pathnovo.com/.well-known/ai-catalog.json",
"finalUrl": "https://pathnovo.com/.well-known/ai-catalog.json",
"rung": "direct",
"redirects": 0,
"byteLength": 28592,
"truncated": false,
"attempts": [
{
"status": 404,
"contentType": "text/html; charset=utf-8",
"bodyHash": "bf950130333043dfacda52a741f3718a71e9baf6da2f6ddeb076f6f1a4a3ca9b",
"error": null,
"durationMs": 24,
"rung": "direct",
"reason": null
}
]
}
```
### well\-known\-agent\-card
```json
{
"status": 404,
"contentType": "text/html; charset=utf-8",
"bodyHash": "491abcab689478da813cb09b45fa5af777f86e7bf3de880b449f9b6987c895fe",
"error": null,
"durationMs": 47,
"key": "well-known-agent-card",
"url": "https://pathnovo.com/.well-known/agent-card.json",
"finalUrl": "https://pathnovo.com/.well-known/agent-card.json",
"rung": "direct",
"redirects": 0,
"byteLength": 28592,
"truncated": false,
"attempts": [
{
"status": 404,
"contentType": "text/html; charset=utf-8",
"bodyHash": "bf950130333043dfacda52a741f3718a71e9baf6da2f6ddeb076f6f1a4a3ca9b",
"error": null,
"durationMs": 47,
"rung": "direct",
"reason": null
}
]
}
```
### well\-known\-agent\-skills
```json
{
"status": 404,
"contentType": "text/html; charset=utf-8",
"bodyHash": "491abcab689478da813cb09b45fa5af777f86e7bf3de880b449f9b6987c895fe",
"error": null,
"durationMs": 20,
"key": "well-known-agent-skills",
"url": "https://pathnovo.com/.well-known/agent-skills/index.json",
"finalUrl": "https://pathnovo.com/.well-known/agent-skills/index.json",
"rung": "direct",
"redirects": 0,
"byteLength": 28592,
"truncated": false,
"attempts": [
{
"status": 404,
"contentType": "text/html; charset=utf-8",
"bodyHash": "bf950130333043dfacda52a741f3718a71e9baf6da2f6ddeb076f6f1a4a3ca9b",
"error": null,
"durationMs": 20,
"rung": "direct",
"reason": null
}
]
}
```
### well\-known\-skills
```json
{
"status": 404,
"contentType": "text/html; charset=utf-8",
"bodyHash": "491abcab689478da813cb09b45fa5af777f86e7bf3de880b449f9b6987c895fe",
"error": null,
"durationMs": 24,
"key": "well-known-skills",
"url": "https://pathnovo.com/.well-known/skills/index.json",
"finalUrl": "https://pathnovo.com/.well-known/skills/index.json",
"rung": "direct",
"redirects": 0,
"byteLength": 28592,
"truncated": false,
"attempts": [
{
"status": 404,
"contentType": "text/html; charset=utf-8",
"bodyHash": "bf950130333043dfacda52a741f3718a71e9baf6da2f6ddeb076f6f1a4a3ca9b",
"error": null,
"durationMs": 24,
"rung": "direct",
"reason": null
}
]
}
```
### well\-known\-http\-message\-signatures\-directory
```json
{
"status": 404,
"contentType": "text/html; charset=utf-8",
"bodyHash": "491abcab689478da813cb09b45fa5af777f86e7bf3de880b449f9b6987c895fe",
"error": null,
"durationMs": 30,
"key": "well-known-http-message-signatures-directory",
"url": "https://pathnovo.com/.well-known/http-message-signatures-directory",
"finalUrl": "https://pathnovo.com/.well-known/http-message-signatures-directory",
"rung": "direct",
"redirects": 0,
"byteLength": 28592,
"truncated": false,
"attempts": [
{
"status": 404,
"contentType": "text/html; charset=utf-8",
"bodyHash": "bf950130333043dfacda52a741f3718a71e9baf6da2f6ddeb076f6f1a4a3ca9b",
"error": null,
"durationMs": 30,
"rung": "direct",
"reason": null
}
]
}
```
### well\-known\-x402
```json
{
"status": 404,
"contentType": "text/html; charset=utf-8",
"bodyHash": "491abcab689478da813cb09b45fa5af777f86e7bf3de880b449f9b6987c895fe",
"error": null,
"durationMs": 22,
"key": "well-known-x402",
"url": "https://pathnovo.com/.well-known/x402",
"finalUrl": "https://pathnovo.com/.well-known/x402",
"rung": "direct",
"redirects": 0,
"byteLength": 28592,
"truncated": false,
"attempts": [
{
"status": 404,
"contentType": "text/html; charset=utf-8",
"bodyHash": "bf950130333043dfacda52a741f3718a71e9baf6da2f6ddeb076f6f1a4a3ca9b",
"error": null,
"durationMs": 22,
"rung": "direct",
"reason": null
}
]
}
```
### well\-known\-acp
```json
{
"status": 404,
"contentType": "text/html; charset=utf-8",
"bodyHash": "491abcab689478da813cb09b45fa5af777f86e7bf3de880b449f9b6987c895fe",
"error": null,
"durationMs": 36,
"key": "well-known-acp",
"url": "https://pathnovo.com/.well-known/acp.json",
"finalUrl": "https://pathnovo.com/.well-known/acp.json",
"rung": "direct",
"redirects": 0,
"byteLength": 28592,
"truncated": false,
"attempts": [
{
"status": 404,
"contentType": "text/html; charset=utf-8",
"bodyHash": "bf950130333043dfacda52a741f3718a71e9baf6da2f6ddeb076f6f1a4a3ca9b",
"error": null,
"durationMs": 36,
"rung": "direct",
"reason": null
}
]
}
```
### well\-known\-ucp
```json
{
"status": 404,
"contentType": "text/html; charset=utf-8",
"bodyHash": "491abcab689478da813cb09b45fa5af777f86e7bf3de880b449f9b6987c895fe",
"error": null,
"durationMs": 28,
"key": "well-known-ucp",
"url": "https://pathnovo.com/.well-known/ucp",
"finalUrl": "https://pathnovo.com/.well-known/ucp",
"rung": "direct",
"redirects": 0,
"byteLength": 28592,
"truncated": false,
"attempts": [
{
"status": 404,
"contentType": "text/html; charset=utf-8",
"bodyHash": "bf950130333043dfacda52a741f3718a71e9baf6da2f6ddeb076f6f1a4a3ca9b",
"error": null,
"durationMs": 28,
"rung": "direct",
"reason": null
}
]
}
```
### auth\-md
```json
{
"status": 404,
"contentType": "text/html; charset=utf-8",
"bodyHash": "491abcab689478da813cb09b45fa5af777f86e7bf3de880b449f9b6987c895fe",
"error": null,
"durationMs": 24,
"key": "auth-md",
"url": "https://pathnovo.com/auth.md",
"finalUrl": "https://pathnovo.com/auth.md",
"rung": "direct",
"redirects": 0,
"byteLength": 28592,
"truncated": false,
"attempts": [
{
"status": 404,
"contentType": "text/html; charset=utf-8",
"bodyHash": "bf950130333043dfacda52a741f3718a71e9baf6da2f6ddeb076f6f1a4a3ca9b",
"error": null,
"durationMs": 24,
"rung": "direct",
"reason": null
}
]
}
```
### sitemap:https://pathnovo\.com/sitemap\-0\.xml
```json
{
"status": 200,
"contentType": "application/xml",
"bodyHash": "02a2cd598f8059571e1bdb6dc715001a4ac2827a1af384f2a5f6213380d58276",
"error": null,
"durationMs": 26,
"key": "sitemap:https://pathnovo.com/sitemap-0.xml",
"url": "https://pathnovo.com/sitemap-0.xml",
"finalUrl": "https://pathnovo.com/sitemap-0.xml",
"rung": "direct",
"redirects": 0,
"byteLength": 45135,
"truncated": false,
"attempts": [
{
"status": 200,
"contentType": "application/xml",
"bodyHash": "60bf7cb937a357aeb33ff3681fa9bafb2b2ee97376886f8ee43e13f3f88911c0",
"error": null,
"durationMs": 26,
"rung": "direct",
"reason": null
}
]
}
```
### page:https://pathnovo\.com/blog/agentic\-document\-processing\-ai\-agents
```json
{
"status": 200,
"contentType": "text/html; charset=utf-8",
"bodyHash": "1b36e469c450889354fb35bdd1783cbb8b1efa4e47f65e993014d31fbada08ea",
"error": null,
"durationMs": 220,
"key": "page:https://pathnovo.com/blog/agentic-document-processing-ai-agents",
"url": "https://pathnovo.com/blog/agentic-document-processing-ai-agents",
"finalUrl": "https://pathnovo.com/blog/agentic-document-processing-ai-agents",
"rung": "direct",
"redirects": 0,
"byteLength": 369320,
"truncated": false,
"attempts": [
{
"status": 200,
"contentType": "text/html; charset=utf-8",
"bodyHash": "e205a12ce8cb1a56830fded5bd1f7453b3bfc6766c0e6373a8acf59cea3307b5",
"error": null,
"durationMs": 220,
"rung": "direct",
"reason": null
}
]
}
```
### page:https://pathnovo\.com/pricing
```json
{
"status": 200,
"contentType": "text/html; charset=utf-8",
"bodyHash": "b75966d1e033467d625f024f7e50dba2e7303aa473bc74abe7b4491c81d09669",
"error": null,
"durationMs": 291,
"key": "page:https://pathnovo.com/pricing",
"url": "https://pathnovo.com/pricing",
"finalUrl": "https://pathnovo.com/pricing",
"rung": "direct",
"redirects": 0,
"byteLength": 202759,
"truncated": false,
"attempts": [
{
"status": 200,
"contentType": "text/html; charset=utf-8",
"bodyHash": "8e0a944c89780256ec67e25cc57981a2ce81d507859ada00580d8122c386ef1d",
"error": null,
"durationMs": 291,
"rung": "direct",
"reason": null
}
]
}
```
### page:https://pathnovo\.com/blog
```json
{
"status": 200,
"contentType": "text/html; charset=utf-8",
"bodyHash": "b7202473c2c344662a15d4782c370a313f368d17652ca620c63becf04da5575a",
"error": null,
"durationMs": 285,
"key": "page:https://pathnovo.com/blog",
"url": "https://pathnovo.com/blog",
"finalUrl": "https://pathnovo.com/blog",
"rung": "direct",
"redirects": 0,
"byteLength": 482794,
"truncated": false,
"attempts": [
{
"status": 200,
"contentType": "text/html; charset=utf-8",
"bodyHash": "0e6fc2f8a5e59fa847278931360cdc62597bffcf5c572c2f326a080ee841ac9d",
"error": null,
"durationMs": 285,
"rung": "direct",
"reason": null
}
]
}
```
### page\-markdown:https://pathnovo\.com/blog/agentic\-document\-processing\-ai\-agents
```json
{
"status": 200,
"contentType": "text/html; charset=utf-8",
"bodyHash": "1b36e469c450889354fb35bdd1783cbb8b1efa4e47f65e993014d31fbada08ea",
"error": null,
"durationMs": 32,
"key": "page-markdown:https://pathnovo.com/blog/agentic-document-processing-ai-agents",
"url": "https://pathnovo.com/blog/agentic-document-processing-ai-agents",
"finalUrl": "https://pathnovo.com/blog/agentic-document-processing-ai-agents",
"rung": "direct",
"redirects": 0,
"byteLength": 369320,
"truncated": false,
"attempts": [
{
"status": 200,
"contentType": "text/html; charset=utf-8",
"bodyHash": "e205a12ce8cb1a56830fded5bd1f7453b3bfc6766c0e6373a8acf59cea3307b5",
"error": null,
"durationMs": 32,
"rung": "direct",
"reason": null
}
]
}
```
### page\-markdown:https://pathnovo\.com/pricing
```json
{
"status": 200,
"contentType": "text/html; charset=utf-8",
"bodyHash": "b75966d1e033467d625f024f7e50dba2e7303aa473bc74abe7b4491c81d09669",
"error": null,
"durationMs": 203,
"key": "page-markdown:https://pathnovo.com/pricing",
"url": "https://pathnovo.com/pricing",
"finalUrl": "https://pathnovo.com/pricing",
"rung": "direct",
"redirects": 0,
"byteLength": 202759,
"truncated": false,
"attempts": [
{
"status": 200,
"contentType": "text/html; charset=utf-8",
"bodyHash": "8e0a944c89780256ec67e25cc57981a2ce81d507859ada00580d8122c386ef1d",
"error": null,
"durationMs": 203,
"rung": "direct",
"reason": null
}
]
}
```
### page\-markdown:https://pathnovo\.com/blog
```json
{
"status": 200,
"contentType": "text/html; charset=utf-8",
"bodyHash": "b7202473c2c344662a15d4782c370a313f368d17652ca620c63becf04da5575a",
"error": null,
"durationMs": 68,
"key": "page-markdown:https://pathnovo.com/blog",
"url": "https://pathnovo.com/blog",
"finalUrl": "https://pathnovo.com/blog",
"rung": "direct",
"redirects": 0,
"byteLength": 482794,
"truncated": false,
"attempts": [
{
"status": 200,
"contentType": "text/html; charset=utf-8",
"bodyHash": "0e6fc2f8a5e59fa847278931360cdc62597bffcf5c572c2f326a080ee841ac9d",
"error": null,
"durationMs": 68,
"rung": "direct",
"reason": null
}
]
}
```
## Fixes
Showing 3 of 15 fixes.
### Serve Markdown when asked for it
Recoverable contribution: 10 points.
Score with this fix and the ones above it: 94/100.
None of the 4 pages read pass\. Asking the homepage for markdown still returns text/html\.
```text
My website pathnovo.com scored 84/100 on Good for Bots (Good). Good for Bots measures one thing: whether a language model can read a site and cite it.
I need you to: serve markdown through content negotiation on all public HTML routes.
The check it fails is "Serves markdown when asked for it", worth 10 points. What the scanner saw: None of the 4 pages read pass. Asking the homepage for markdown still returns text/html.
The scan checked a sample of 4 pages. It does not establish which other pages have the same issues. Use the findings below to locate the responsible templates, components or configuration, and apply the fix wherever the same issue occurs. Pages in the sample with findings:
- https://pathnovo.com/: Asking the homepage for markdown still returns text/html.
- https://pathnovo.com/blog/agentic-document-processing-ai-agents: Asking the page at /blog/agentic-document-processing-ai-agents for markdown still returns text/html.
- https://pathnovo.com/pricing: Asking the page at /pricing for markdown still returns text/html.
- https://pathnovo.com/blog: Asking the page at /blog for markdown still returns text/html.
Implement content negotiation across all public HTML routes, including page types
outside the scan's sample. Put it in the shared response handling or the handlers
for each page type, so new pages receive it too. Agents need the content of any
page they follow, including pages the report did not name.
When a request arrives with `text/markdown` in its `Accept` header, the same URL that
serves HTML to a browser should return a markdown rendering of that page's content.
Requests without that header must keep getting the HTML exactly as they do now.
The response must:
- set `Content-Type: text/markdown; charset=utf-8`;
- include `Accept` in the `Vary` header, so shared caches never serve the markdown to a
browser or the HTML to an agent (RFC 9110 says a server SHOULD send `Vary` whenever
the representation depends on a request header);
- contain real markdown, not HTML with a different header on it;
- drop `ETag` and `Last-Modified` for the converted response, since a conditional request
cannot be honoured against a body generated on the fly.
Work out how to do this in whatever stack this project uses. If the site is behind
Cloudflare on a paid plan, the "Markdown for Agents" zone setting does all of the above
and is the least invasive option. Otherwise implement it in the framework: middleware
inspecting the `Accept` header, a route handler that returns the markdown source, or
whatever fits the architecture here.
Strip navigation, headers, footers and cookie banners from the markdown. The point is the
content, without the page furniture around it.
Verify HTML and Markdown responses for each public page type, including URLs
outside the reported sample. Check that each Markdown response contains that
page's content and that ordinary browser requests still receive HTML.
The whole report, as markdown, is at https://goodforbots.com/r/pathnovo.com.md?scan=cmusm4mu6039i01o0q68ajzt8. Read it first: this prompt covers one finding, and the report has everything the scan saw.
When you are done, summarise what you changed and how to check it against a running instance. Do not try to run the Good for Bots scan yourself: it only sees what is already deployed, it is rate-limited, and re-running it is the site owner's call once the change ships.
```
### Declare AI usage preferences
Recoverable contribution: 2.5 points.
Score with this fix and the ones above it: 97/100.
No usage declaration found in robots\.txt or the final successful homepage response header\.
````text
My website pathnovo.com scored 84/100 on Good for Bots (Good). Good for Bots measures one thing: whether a language model can read a site and cite it.
I need you to: declare the site's AI usage preferences in robots.txt or HTTP headers.
The check it fails is "Declares AI usage preferences", worth 2.5 points. What the scanner saw: No usage declaration found in robots.txt or the final successful homepage response header.
Blocking a crawler says who may fetch a page. This says what may be done with the
content afterwards (trained on, indexed, quoted in an answer), which is a different
question, and one a site can answer without blocking anybody.
There are two vocabularies for it and either is fine. Cloudflare's `Content-Signal` is
deployed at scale; the IETF AIPREF working group's `Content-Usage` is the standards-track
version. Pick one.
Cloudflare's, placed inside a user-agent group:
```
User-agent: *
Content-Signal: ai-train=no, search=yes, ai-input=yes
Allow: /
```
The three categories are `ai-train` (training or fine-tuning models), `search` (building
a search index that links back here) and `ai-input` (feeding the content to a model at
answer time, such as retrieval-augmented generation). Each takes `yes` or `no`.
The IETF version, with reversed naming for the training category and single-letter
values:
```
User-agent: *
Content-Usage: train-ai=n, search=y, ai-use=y
Allow: /
```
Alternatively, send the same IETF preference as an HTTP response header:
```http
Content-Usage: train-ai=n, search=y, ai-use=y
```
Configure it on the content responses it is meant to cover, including the final
homepage response after redirects. A header applies only to that response's content;
it is not a site-wide declaration. Do not put a robots.txt path prefix in it.
The scanner samples the final successful homepage response and awards this check
once even when both robots.txt and the header declare preferences.
Use lowercase category labels and the unquoted tokens `y` or `n`. Parameters are
ignored. Repeated HTTP fields form one dictionary: a duplicate category keeps its
last value. Keep that distinct from conflicts between separate applicable AIPREF
statements, where disallow takes precedence over allow by default. Keep the
carriers consistent with the intended policy; a header does not automatically
override robots.txt.
Decide what this project wants. A common position is to refuse training while
allowing search and grounding, so the site stays citable without feeding a model.
Omitting a category is allowed and means "unstated", not "allowed".
One caution: nothing compels a crawler to honour either directive. This is a stated
preference, not an enforcement mechanism. The standards-track vocabulary is also a draft
that can still change under you.
The whole report, as markdown, is at https://goodforbots.com/r/pathnovo.com.md?scan=cmusm4mu6039i01o0q68ajzt8. Read it first: this prompt covers one finding, and the report has everything the scan saw.
When you are done, summarise what you changed and how to check it against a running instance. Do not try to run the Good for Bots scan yourself: it only sees what is already deployed, it is rate-limited, and re-running it is the site owner's call once the change ships.
````
### Expose control roles, states and relationships
Recoverable contribution: 1.25 points.
Score with this fix and the ones above it: 98/100.
77 of 82 assessed homepage controls and role declarations meet the static role, state and relationship checks\.
````text
My website pathnovo.com scored 84/100 on Good for Bots (Good). Good for Bots measures one thing: whether a language model can read a site and cite it.
I need you to: expose valid control roles, states and relationships.
The check it only partly passes is "Controls expose roles, states and relationships", with 1.25 points of it still on the table. What the scanner saw: 77 of 82 assessed homepage controls and role declarations meet the static role, state and relationship checks.
Use native HTML controls when they implement the intended behaviour. Native
checkboxes, selects and range inputs already expose their corresponding semantics;
do not duplicate them with ARIA just to satisfy this check.
For custom widgets, choose a recognised non-abstract role and supply its required
states. Keep declared state values consistent with the widget. Resolve relationship
attributes such as aria-controls, aria-labelledby and aria-activedescendant to the
intended elements in the same document.
```html
```
Update aria-expanded and the panel's visibility together in the event handler.
Do not treat this markup example as a working custom widget without implementing
its behaviour. For sliders, expose a current value within its bounds. Preserve
implicit defaults and native semantics instead of requiring every optional state.
Verify keyboard use, focus movement and state changes in the browser. This check
reads the collected HTML and checks a defined subset of ARIA; it cannot prove
that a declared state matches runtime behaviour or that the widget is accessible.
The whole report, as markdown, is at https://goodforbots.com/r/pathnovo.com.md?scan=cmusm4mu6039i01o0q68ajzt8. Read it first: this prompt covers one finding, and the report has everything the scan saw.
When you are done, summarise what you changed and how to check it against a running instance. Do not try to run the Good for Bots scan yourself: it only sees what is already deployed, it is rate-limited, and re-running it is the site owner's call once the change ships.
````
12 more fixes come with Pro, each with a prompt. Only the listing's verified owner can upgrade it, and Pro never changes the score. [Pro for this listing](https://goodforbots.com/pricing?host=pathnovo.com#upgrade)
Deployed your fixes? [Rescan to update your score](https://goodforbots.com/r/pathnovo.com#rescan). Only the listing's verified owner can request a rescan; claiming is free.
## Structured data
```json
{
"@context": "https://schema.org",
"@graph": [
{
"@type": "ItemPage",
"@id": "https://goodforbots.com/r/pathnovo.com#webpage",
"url": "https://goodforbots.com/r/pathnovo.com",
"name": "pathnovo.com AI visibility report",
"description": "pathnovo.com scores 84/100 for AI visibility. Scanned 3 Oct 2026. Review bot access, content checks and available fixes in the full report.",
"inLanguage": "en",
"isPartOf": {
"@id": "https://goodforbots.com/#website"
},
"breadcrumb": {
"@id": "https://goodforbots.com/r/pathnovo.com#breadcrumb"
},
"mainEntity": {
"@id": "https://goodforbots.com/r/pathnovo.com#site"
},
"about": {
"@id": "https://goodforbots.com/r/pathnovo.com#site"
},
"dateModified": "2026-10-03T16:35:15.301Z"
},
{
"@type": "BreadcrumbList",
"@id": "https://goodforbots.com/r/pathnovo.com#breadcrumb",
"itemListElement": [
{
"@type": "ListItem",
"position": 1,
"name": "Home",
"item": "https://goodforbots.com/"
},
{
"@type": "ListItem",
"position": 2,
"name": "Directory",
"item": "https://goodforbots.com/directory"
},
{
"@type": "ListItem",
"position": 3,
"name": "AI Products & Agents",
"item": "https://goodforbots.com/directory/category/ai-products"
},
{
"@type": "ListItem",
"position": 4,
"name": "Pathnovo",
"item": "https://goodforbots.com/r/pathnovo.com"
}
]
},
{
"@type": "WebSite",
"@id": "https://goodforbots.com/r/pathnovo.com#site",
"name": "Pathnovo",
"url": "https://pathnovo.com",
"description": "AI agents that parse engineering documents into structured data for enterprise systems",
"image": "https://cdn.goodforbots.com/site-images/logo/84208f06-a416-48a3-a799-f789f6a9264d.webp"
},
{
"@type": "Organization",
"@id": "https://goodforbots.com/#organization",
"name": "Good for Bots",
"url": "https://goodforbots.com",
"logo": "https://goodforbots.com/icon-512.png",
"founder": {
"@id": "https://goodforbots.com/#person-mateusz-pawlica"
},
"contactPoint": {
"@type": "ContactPoint",
"contactType": "customer support",
"email": "support@goodforbots.com",
"url": "https://goodforbots.com/contact"
}
},
{
"@type": "WebSite",
"@id": "https://goodforbots.com/#website",
"name": "Good for Bots",
"url": "https://goodforbots.com",
"description": "Check if AI crawlers can access and read your website, free. Get a score out of 100 with every finding and fix prompts, then browse reports in the directory.",
"inLanguage": "en",
"publisher": {
"@id": "https://goodforbots.com/#organization"
},
"potentialAction": {
"@type": "SearchAction",
"target": {
"@type": "EntryPoint",
"urlTemplate": "https://goodforbots.com/directory?q={q}"
},
"query-input": "required maxlength=120 name=q"
}
},
{
"@type": "Person",
"@id": "https://goodforbots.com/#person-mateusz-pawlica",
"name": "Mateusz Pawlica",
"givenName": "Mateusz",
"familyName": "Pawlica",
"jobTitle": "Founder of Good for Bots",
"description": "Web developer who builds directories and AI-powered products, and the founder of Good for Bots.",
"url": "https://goodforbots.com/about#founder",
"sameAs": [
"https://pl.linkedin.com/in/mateusz-pawlica-65238816b",
"https://pawlicaweb.pl/o-mnie"
],
"knowsAbout": [
"llms.txt",
"robots.txt",
"AI crawlers",
"Markdown content negotiation",
"Structured data",
"Technical SEO",
"Web directories",
"Next.js",
"TypeScript",
"Generative AI"
],
"worksFor": {
"@id": "https://goodforbots.com/#organization"
}
}
]
}
```