qdrant.tech

Journey

· Snapshot & citation

65.8/ 100

C · Needs work

Waymark scored qdrant.tech 65.8/100 (C) on 24 Aug 2026.

qdrant.tech is blockers remain. Discovery is the strongest layer, and Access is the open one. Next: openAPI document.

FindMixed
16/20
12 of 17 checks passed
DoorMixed
17.5/30
8 of 21 checks passed
ToolsMixed
25.7/40
5 of 11 checks passed
Pay
N/A
No cart or pay rail — out of the denominator.

What should the prompt cover?

24 findings · 19 selected

Failures (16)

Warnings (8)

Group by
1. Can an agent discover and trust you?ROBOTSSITEMAPDISCOVERYSKILLS 76/100

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.
pass
HTTP Link header bonus 1/1
Evidence. Link: <index.md>; rel="alternate"; type="text/markdown"
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://registry.modelcontextprotocol.io/v0/servers?search=qdrant.
Probed public URLs named in the evidence.
pass
Package homepage match bonus 1/1
Evidence. npm package homepage matches qdrant.tech.
Probed homepage.
pass
Sitemap lastmod bonus 1/1
Evidence. Sitemap has lastmod.
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?ROBOTSCRAWLBOT AUTH 88/100

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.
pass
CSP or X-Frame-Options 1/1
Evidence. CSP or X-Frame-Options present.
3. Does an agent understand who you are and what you do?HTMLJSON-LDLLMS.TXTSKILLSDOCSNLWEB 71/100

Whether the site explains the product in language a model can ingest.

partial
Title and description 1/2
Evidence. title=true meta=false
Recommended fix. Set a unique <title> and meta name=description.
pass
JSON-LD structured data 4/4
Evidence. application/ld+json script found.
failed
html lang attribute 0/1
Evidence. Missing lang on <html>.
Recommended fix. Set <html lang="en"> (or the correct language).
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.
n/a
Open Graph basics bonus 0/2
Evidence. No og meta with 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 154829 chars, 595 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.
n/a
Section llms.txt bonus 0/1
Evidence. No /docs/llms.txt.
n/a
NLWeb schemamap bonus 0/1
Evidence. No schemamap (N/A unless you offer NL search).
failed
Trust pages Recommended 0/2
Evidence. No about/privacy/contact link.
Recommended fix. Link about or privacy from the homepage.
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.
4. Can an agent integrate with you?LINKSSKILLSDOCSAPIOPSMCPSDK 63/100

Whether there is a documented machine door into the product.

failed
OpenAPI / Swagger link 0/2
Evidence. No OpenAPI/Swagger link in HTML.
Probed OpenAPI.
Recommended fix. Link to an OpenAPI or Swagger document from the homepage.
failed
Login or docs link 0/3
Evidence. No login/docs/developers link.
Recommended fix. Link to login and developer documentation from the homepage.
failed
MCP well-known card 0/2
Evidence. MCP mentioned without a well-known card.
Probed well-known paths.
Recommended fix. Publish /.well-known/mcp.json describing your MCP server.
pass
MCP SSE / HTTP hint 1/1
Evidence. Page mentions MCP or SSE transport.
n/a
openapi.json fetchable 0/0
Evidence. API surface without a fetchable OpenAPI document.
Probed OpenAPI.
pass
Webhook or API docs 2/2
Evidence. Webhook or API docs mention found.
n/a
Agent skills index 0/2
Evidence. No agent-skills index (N/A unless you publish skills).
failed
OpenAPI document Required 0/7
Evidence. OpenAPI probe.
Probed OpenAPI.
Recommended fix. Publish an OpenAPI document at a stable URL. Verify: curl -sI https://qdrant.tech/openapi.json
pass
Public API surface Recommended 7/7
Evidence. Docs or API paths look callable.
pass
Developer portal Recommended 6/6
Evidence. Developer hub found.
pass
MCP server Recommended 6/6
Evidence. MCP probe.
partial
MCP server card Recommended 1/2
Evidence. MCP mentioned without a card.
Recommended fix. Publish /.well-known/mcp.json or mcp/server-card.json.
n/a
Agent Skills files bonus 0/2
Evidence. No SKILL.md surface (N/A).
pass
CLI tool Recommended 3/3
Evidence. CLI mention found.
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. API surface without OpenAPI.
Probed OpenAPI.
5. Is your integration well-built?APIMCP 50/100

Whether the integration surface is complete enough to call with confidence.

n/a
MCP initialize Required 0/3
Evidence. initialize HTTP 200 at https://mcp.qdrant.tech/mcp
Probed public URLs named in the evidence.
partial
MCP server card Recommended 1/2
Evidence. MCP mentioned without a card.
Recommended fix. Publish /.well-known/mcp.json or mcp/server-card.json.
6. Can an agent use you reliably in production?MCPAPIOPS 45/100

Whether errors, idempotency, and limits are visible before a call fails.

partial
Rate limit signal Recommended 1/2
Evidence. API surface without a rate-limit signal.
Recommended fix. Document or send rate-limit headers on APIs.
partial
Idempotency signal Recommended 1/3
Evidence. API surface without idempotency notes.
Recommended fix. Document idempotency keys for mutating calls.
partial
Machine-readable errors Recommended 1/4
Evidence. API surface without a JSON error shape.
Recommended fix. Return a JSON or problem+json error body.
pass
Honest 404 Recommended 2/2
Evidence. 404/410 on probe path.
7. Can an agent authenticate to you?SDKOAUTHAUTH.MDMCP 33/100

Whether an agent can obtain access without a human in the loop.

partial
OAuth / OIDC well-known 1/2
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
auth.md bonus 0/2
Evidence. No /auth.md (optional).
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.
8. Can an agent transact with you?PRICINGX402MPPUCPACPAP2 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).
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?APPS 0/100

Whether a person can finish a job through an agent-facing UI.

failed
MCP Apps UI hint bonus 0/1
Evidence. No MCP Apps hint (N/A unless you return UI).
Recommended fix. If you return UI, declare io.modelcontextprotocol/ui resources.
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).
10. Can an agent operate your website directly?MARKDOWNA11YHTMLWEBMCPNLWEBLLMS.TXT 33/100

Whether an agent can read and operate the site itself when there is no API or MCP.

failed
Markdown negotiation bonus 0/1
Evidence. Homepage did not negotiate markdown.
Probed homepage.
Recommended fix. Respond to Accept: text/markdown with a markdown body.
failed
/index.md fallback bonus 0/1
Evidence. index.md status 404.
Probed public URLs named in the evidence.
Recommended fix. Serve a markdown homepage at /index.md.
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).

About this snapshot & how to cite it

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Methodology and limits · Markdown · JSON evidence

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