galileo.ai
Journey
76.1/ 100
B · Ready with gaps
Waymark scored galileo.ai 76.1/100 (B) on 26 Aug 2026.
galileo.ai is usable with gaps. Usability is the strongest layer, and Access is the open one. Next: public API surface.
FindMixed
14.6/20
11 of 19 checks passed
DoorMixed
19.1/30
20 of 31 checks passed
ToolsStrong
34.8/40
14 of 17 checks passed
Pay
N/A
No cart or pay rail — out of the denominator.
Group by
1. Can an agent discover and trust you? 65/100
Whether an agent can find this origin from public files and treat it as the real one.
pass
HTTPS reachable
2/2
Evidence. Homepage responded 200 over HTTPS.
Probed homepage.
pass
robots.txt present
2/2
Evidence. Valid robots.txt with User-agent rules.
Probed robots.txt.
pass
XML sitemap
2/2
Evidence. Found sitemap.xml or sitemap index.
failed
Well-known AI catalog
0/1
Evidence. No ai-plugin.json or ai-catalog.json.
Recommended fix. Add /.well-known/ai-plugin.json or /.well-known/ai-catalog.json.
failed
AGENTS.md
0/1
Evidence. agents.md status 404.
Probed public URLs named in the evidence.
Recommended fix. Publish /agents.md with agent-oriented usage notes.
partial
robots.txt AI policy
Required
1/2
Evidence. robots.txt present but no named AI crawlers.
Probed robots.txt.
Recommended fix. Name GPTBot, ClaudeBot, Google-Extended, PerplexityBot and state allow or deny.
pass
Sitemap for agents
Recommended
2/2
Evidence. Sitemap document fetched.
Probed sitemap.
failed
HTTP Link header
bonus
0/1
Evidence. No rel=sitemap|describedby|api-catalog|alternate on homepage.
Probed homepage + sitemap.
Recommended fix. Send RFC 8288 Link headers for related machine resources.
failed
ai-plugin.json
bonus
0/1
Evidence. No /.well-known/ai-plugin.json.
Probed well-known paths.
Recommended fix. Optionally publish a plugin-style capability manifest.
n/a
API catalog linkset
bonus
0/2
Evidence. No public API catalog (N/A).
scanner error
Wikipedia sitelink
bonus
0/4
Evidence. Wikidata SPARQL The operation was aborted
Scanner error — not counted as a site fail and not in the score denominator.
scanner error
Wikidata official website
bonus
0/3
Evidence. Wikidata SPARQL The operation was aborted
Scanner error — not counted as a site fail and not in the score denominator.
scanner error
Brand official-website match
Recommended
0/3
Evidence. Wikidata SPARQL The operation was aborted
Scanner error — not counted as a site fail and not in the score denominator.
pass
Public MCP registry listing
bonus
1/1
Evidence. Registry hit at https://glama.ai/mcp/servers?query=galileo.
Probed public URLs named in the evidence.
pass
Package homepage match
bonus
1/1
Evidence. npm package homepage matches galileo.ai.
Probed homepage.
failed
Sitemap lastmod
bonus
0/1
Evidence. Sitemap without lastmod.
Recommended fix. Add lastmod dates to sitemap entries.
n/a
related-website-set
bonus
0/1
Evidence. No related-website-set (N/A unless multi-origin).
n/a
ads.txt
bonus
0/1
Evidence. No ads inventory (N/A).
2. Do you welcome agents? 75/100
Whether crawlers and signed bots are allowed through rather than blocked at the door.
pass
AI crawlers not blanket-blocked
2/2
Evidence. No blanket Disallow: / for common AI bots.
n/a
robots Crawl-delay
bonus
0/1
Evidence. No Crawl-delay (optional).
n/a
Web Bot Auth keys
Recommended
0/2
Evidence. No http-message-signatures-directory.
partial
CORS / API hint
0.5/1
Evidence. No CORS header or obvious API path.
Recommended fix. If you expose an API, send Access-Control-Allow-Origin for intended clients.
failed
CSP or X-Frame-Options
0/1
Evidence. Neither CSP nor X-Frame-Options on homepage.
Probed homepage.
Recommended fix. Send Content-Security-Policy or X-Frame-Options.
pass
robots.txt agent-user policy
Required
2/2
Evidence. No Disallow: / for ChatGPT-User, Claude-User, or Perplexity-User (silence passes).
3. Does an agent understand who you are and what you do? 69/100
Whether the site explains the product in language a model can ingest.
pass
Title and description
2/2
Evidence. Title and meta description present.
pass
JSON-LD structured data
4/4
Evidence. application/ld+json script found.
pass
html lang attribute
1/1
Evidence. html[lang] is set.
pass
JSON-LD entities
Recommended
4/4
Evidence. Recognized schema.org types in JSON-LD.
pass
JSON-LD sameAs
bonus
2/2
Evidence. sameAs present.
pass
Open Graph basics
bonus
2/2
Evidence. Open Graph plus canonical.
pass
llms.txt
2/2
Evidence. Found /llms.txt with content.
pass
llms.txt index
Recommended
2/2
Evidence. llms.txt has content.
pass
llms.txt size and links
Recommended
2/2
Evidence. llms.txt 35831 chars, 196 URL(s).
failed
llms-full.txt
bonus
0/1
Evidence. llms-full.txt status 404.
Probed public URLs named in the evidence.
Recommended fix. Optionally publish /llms-full.txt for one-shot ingest.
pass
Section llms.txt
bonus
1/1
Evidence. Fetched /docs/llms.txt.
Probed public URLs named in the evidence.
n/a
NLWeb schemamap
bonus
0/1
Evidence. No schemamap (N/A unless you offer NL search).
pass
Trust pages
Recommended
2/2
Evidence. Trust links found.
n/a
Speakable markup
bonus
0/1
Evidence. No SpeakableSpecification (N/A unless voice content).
n/a
humans.txt
bonus
0/1
Evidence. No /humans.txt (optional).
failed
security.txt
Recommended
0/1
Evidence. No /.well-known/security.txt Contact.
Probed well-known paths.
Recommended fix. Publish /.well-known/security.txt with a Contact field.
failed
RSS or Atom feed
0/1
Evidence. No RSS/Atom link.
Recommended fix. Expose an RSS or Atom feed for machine subscribers.
n/a
RSS or Atom document
bonus
0/1
Evidence. No /feed or /rss.xml document.
failed
Agent instruction / when-to-use
Required
0/3
Evidence. Agent file exists without when-to-use guidance.
Recommended fix. Tell agents when to reach for you: add a 'when to use this' section to your llms.txt (or a dedicated agent-instructions file) that names your best-fit use cases.
n/a
Organization schema completeness
Recommended
0/2
Evidence. No Organization JSON-LD to score completeness.
failed
Schema type breadth
Recommended
0/2
Evidence. JSON-LD only has WebSite, ImageObject.
Recommended fix. Expand your JSON-LD beyond Organization/WebSite. Add FAQPage, Service or Product, AggregateRating or Review, and BreadcrumbList.
failed
Content without JavaScript
Required
0/3
Evidence. Raw HTML is thin for agents (H1=false, 163 chars).
Recommended fix. Server-side render your homepage so AI crawlers see meaningful content without JavaScript. Ensure an H1 and 500+ chars of text in raw HTML.
4. Can an agent integrate with you? 69/100
Whether there is a documented machine door into the product.
n/a
OpenAPI / Swagger link
0/2
Evidence. No OpenAPI/Swagger link in HTML.
Probed OpenAPI.
pass
Login or docs link
3/3
Evidence. Login or developer docs link found.
pass
MCP well-known card
2/2
Evidence. MCP server card found under .well-known.
Probed well-known paths.
pass
MCP SSE / HTTP hint
1/1
Evidence. Page mentions MCP or SSE transport.
n/a
openapi.json fetchable
0/0
Evidence. No HTTP API surface (N/A).
failed
Webhook or API docs
0/2
Evidence. No webhook/API docs mention.
Recommended fix. Document webhooks and REST/RPC APIs for agents.
n/a
Agent skills index
0/2
Evidence. No agent-skills index (N/A unless you publish skills).
n/a
OpenAPI document
Required
0/7
Evidence. OpenAPI probe.
Probed OpenAPI.
failed
Public API surface
Recommended
0/7
Evidence. No public API or docs surface.
Recommended fix. Document a public API at /docs or /developers.
pass
Developer portal
Recommended
6/6
Evidence. Developer hub found.
pass
MCP server
Recommended
6/6
Evidence. https://v2galileo.main-kill-isr.mintlify.me/mcp initialize 200
Probed public URLs named in the evidence.
pass
MCP server card
Recommended
2/2
Evidence. MCP card JSON found.
n/a
Agent Skills files
bonus
0/2
Evidence. No SKILL.md surface (N/A).
n/a
CLI tool
Recommended
0/3
Evidence. No CLI mention.
n/a
GraphQL GET hint
bonus
0/2
Evidence. No GraphQL surface (N/A).
n/a
OpenAPI UI page
bonus
0/1
Evidence. No swagger-ui/redoc page.
n/a
OpenAPI (legacy slot)
0/0
Evidence. No HTTP API surface detected (N/A).
5. Is your integration well-built? 100/100
Whether the integration surface is complete enough to call with confidence.
pass
MCP initialize
Required
3/3
Evidence. initialize HTTP 200 at https://v2galileo.main-kill-isr.mintlify.me/mcp
Probed public URLs named in the evidence.
pass
MCP server card
Recommended
2/2
Evidence. MCP card JSON found.
n/a
REST typed error model
Recommended
0/1
Evidence. No OpenAPI document to analyze.
Probed OpenAPI.
n/a
REST versioning / deprecation policy
Recommended
0/1
Evidence. No OpenAPI document to analyze.
Probed OpenAPI.
n/a
REST pagination pattern
Recommended
0/1
Evidence. No OpenAPI document to analyze.
Probed OpenAPI.
n/a
REST async-job pattern
Recommended
0/1
Evidence. No OpenAPI document to analyze.
Probed OpenAPI.
n/a
REST response schema coverage
Recommended
0/1
Evidence. No OpenAPI document to analyze.
Probed OpenAPI.
n/a
Function calling compatibility
Recommended
0/1
Evidence. No OpenAPI document to analyze.
Probed OpenAPI.
n/a
REST batch / bulk endpoint
bonus
0/1
Evidence. No OpenAPI document to analyze.
Probed OpenAPI.
pass
MCP tool listing
bonus
3/3
Evidence. tools/list HTTP 200 at https://v2galileo.main-kill-isr.mintlify.me/mcp, 3 tool(s).
Probed public URLs named in the evidence.
pass
MCP tool descriptions
bonus
3/3
Evidence. 3/3 tools have descriptions ≥20 chars.
pass
MCP parameter schemas
bonus
2/2
Evidence. 3/3 tools have inputSchema.
pass
MCP tool naming
bonus
2/2
Evidence. 3/3 tools use descriptive names.
pass
MCP tool annotations
bonus
2/2
Evidence. 3/3 tools have behavioral annotations.
pass
MCP resources exposed
Recommended
3/3
Evidence. resources/list returned 1 resource(s).
6. Can an agent use you reliably in production? 100/100
Whether errors, idempotency, and limits are visible before a call fails.
n/a
Rate limit signal
Recommended
0/2
Evidence. No HTTP API surface (N/A).
n/a
Idempotency signal
Recommended
0/3
Evidence. No HTTP API surface (N/A).
n/a
Machine-readable errors
Recommended
0/4
Evidence. No HTTP API surface (N/A).
pass
Honest 404
Recommended
2/2
Evidence. Unknown path returned HTTP 404.
n/a
Sandbox / test environment
bonus
0/2
Evidence. Docs do not mention sandbox/test keys (N/A).
n/a
Agent onboarding friction
Recommended
0/2
Evidence. No OpenAPI spec; onboarding stays N/A (no live signup probe).
Probed OpenAPI.
pass
MCP error handling
bonus
2/2
Evidence. Bad tools/call returned a structured JSON-RPC error.
7. Can an agent authenticate to you? 40/100
Whether an agent can obtain access without a human in the loop.
failed
OAuth / OIDC well-known
0/2
Evidence. No oauth-authorization-server or openid-configuration.
Recommended fix. Publish /.well-known/openid-configuration or oauth-authorization-server if you authenticate agents.
n/a
OAuth 2.0 surface
Required
0/5
Evidence. No delegated-access surface (N/A).
n/a
OAuth AS metadata
Required
0/3
Evidence. No AS metadata (N/A unless you run an AS).
n/a
PKCE S256
Required
0/2
Evidence. No OAuth metadata to evaluate PKCE.
n/a
OAuth protected resource
Recommended
0/2
Evidence. No OAuth resource metadata (N/A).
n/a
Scoped permissions
Recommended
0/5
Evidence. No named OAuth scopes.
n/a
Scoped permissions
Recommended
0/2
Evidence. No OpenAPI document to analyze.
Probed OpenAPI.
n/a
auth.md
bonus
0/2
Evidence. No /auth.md (optional).
n/a
auth.md structure
bonus
0/2
Evidence. No /auth.md to grade.
failed
change-password well-known
bonus
0/1
Evidence. Login surface without /.well-known/change-password.
Probed well-known paths.
Recommended fix. If users have passwords, serve /.well-known/change-password.
pass
MCP auth mechanism
bonus
2/2
Evidence. MCP initialize succeeded (public or session).
n/a
Agent auth WWW-Authenticate hint
bonus
0/1
Evidence. No documented API path to probe for WWW-Authenticate.
8. Can an agent transact with you? 100/100
Whether an agent can price, pay, or check out on a documented rail.
n/a
x402 payment
bonus
0/0
Evidence. No cart/SKU/checkout and no live payment rail (Pay N/A).
n/a
Agentic checkout (ACP)
bonus
0/0
Evidence. No cart/SKU/checkout and no live payment rail (Pay N/A).
n/a
ACP delegated payment
bonus
0/0
Evidence. No cart/SKU/checkout and no live payment rail (Pay N/A).
n/a
Universal Commerce Protocol
bonus
0/0
Evidence. No cart/SKU/checkout and no live payment rail (Pay N/A).
n/a
Machine Payments Protocol
bonus
0/0
Evidence. No cart/SKU/checkout and no live payment rail (Pay N/A).
n/a
AP2 - Agent Payments Protocol
bonus
0/0
Evidence. No cart/SKU/checkout and no live payment rail (Pay N/A).
pass
Pricing page
Recommended
3/3
Evidence. Fetched /pricing.
Probed public URLs named in the evidence.
n/a
pricing.md
bonus
0/2
Evidence. No /pricing.md (optional).
9. Can a user act through an agent? N/A
Whether a person can finish a job through an agent-facing UI.
n/a
MCP Apps UI hint
bonus
0/1
Evidence. No MCP Apps hint (N/A unless you return UI).
n/a
A2A agent card
Required
0/2
Evidence. No agent-card.json (N/A unless A2A).
n/a
Web app manifest
bonus
0/1
Evidence. No web app manifest (N/A).
n/a
Listed on skills.sh
bonus
0/1
Evidence. No official skills.sh org for this brand; community listings are N/A.
10. Can an agent operate your website directly? 64/100
Whether an agent can read and operate the site itself when there is no API or MCP.
pass
Markdown negotiation
bonus
1/1
Evidence. Accept markdown returned text/markdown; charset=utf-8.
n/a
/index.md fallback
bonus
0/1
Evidence. No /index.md twin (N/A).
n/a
WebMCP page tools
bonus
0/1
Evidence. No in-page WebMCP (N/A).
n/a
NLWeb /ask
bonus
0/1
Evidence. No NLWeb /ask (N/A).
pass
Agent mode view
bonus
1/1
Evidence. mode=agent responded.
Probed public URLs named in the evidence.
n/a
NodeInfo
bonus
0/1
Evidence. No nodeinfo (N/A).
n/a
oEmbed discovery
bonus
0/1
Evidence. No oEmbed (N/A unless embeddable).
n/a
Markdown alternate link
bonus
0/1
Evidence. No rel=alternate type=text/markdown.
pass
Markdown frontmatter metadata
bonus
1/1
Evidence. Markdown opens with title plus metadata frontmatter.
pass
Markdown content negotiation (acceptmarkdown.com)
bonus
1/1
Evidence. Vary includes Accept (Accept-Encoding, Accept).
pass
Agent-UA markdown docs
bonus
1/1
Evidence. GPTBot Accept: text/markdown returned text/markdown; charset=utf-8.
failed
Accessible document structure
bonus
0/3
Evidence. Homepage HTML lacks main/nav/H1 document structure.
Probed homepage.
Recommended fix. Give the homepage a main region, nav, H1, and a heading order that does not skip levels.
pass
Code fence validity
bonus
1/1
Evidence. No fenced blocks to unbalance.
partial
llms.txt links resolve
Recommended
1/2
Evidence. 6 real, 2 homepage-shell, 0 dead of 8 sampled links.
Probed homepage.
Recommended fix. Make every link your llms.txt declares resolve to real content, not a homepage shell 200.
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