xinference.co agent readiness score

Scanned 4 Nov 2026 · 15s

Agent readiness report

FPartial assessment#13 of 17 scanned businesses

30 of 78 checks verified. Unverified capabilities earn no points.

Agents can read your homepage without JavaScript. Provide a discoverable agent instruction file and link the actual interfaces.

Xinference: Self-serve Model API, hosted in Australia

Self-serve Model API for Kimi K3 and DeepSeek. One OpenAI-compatible API, hosted in Australia, at the same per-token price as the model vendor.

What agents found

132 checks from this scan

All findings, 132 checks

Audit findings by layer
PathValueShare of parent
Discovery16 checks12.1%
Discovery / Pass4 checks25%
Discovery / Pass / ARD discovery1 check25%
Discovery / Pass / ARD entry validity1 check25%
Discovery / Pass / robots.txt AI crawler policy1 check25%
Discovery / Pass / Homepage open to search indexing1 check25%
Discovery / Needs work1 check6.3%
Discovery / Needs work / Wikipedia / Wikidata entity presence1 check100%
Discovery / Not verified7 checks43.8%
Discovery / Not verified / Developer resource discoverability1 check14.3%
Discovery / Not verified / Brand name discoverability1 check14.3%
Discovery / Not verified / Listed in MCP registries1 check14.3%
Discovery / Not verified / NPM/PyPI SDK package1 check14.3%
Discovery / Not verified / Agent platform configs1 check14.3%
Discovery / Not verified / Agent Plugins manifest1 check14.3%
Discovery / Not verified / ChatGPT app listed1 check14.3%
Discovery / Not applicable4 checks25%
Discovery / Not applicable / AI Catalog discovery1 check25%
Discovery / Not applicable / ARD trust manifest1 check25%
Discovery / Not applicable / Category share of voice1 check25%
Discovery / Not applicable / Registry branding1 check25%
Access42 checks31.8%
Access / Pass13 checks31%
Access / Pass / Sitemap exists1 check7.7%
Access / Pass / Content without JavaScript1 check7.7%
Access / Pass / pricing.md exists1 check7.7%
Access / Pass / HTTP Link headers (RFC 8288)1 check7.7%
Access / Pass / Sitemap freshness (lastmod)1 check7.7%
Access / Pass / robots.txt agent-user policy1 check7.7%
Access / Pass / llms.txt exists1 check7.7%
Access / Pass / Public API/docs linked from homepage1 check7.7%
Access / Pass / JSON-LD entity linking (sameAs)1 check7.7%
Access / Pass / Metadata completeness1 check7.7%
Access / Pass / Schema type breadth1 check7.7%
Access / Pass / Redirect hygiene1 check7.7%
Access / Pass / Page token budget1 check7.7%
Access / Needs work6 checks14.3%
Access / Needs work / Agent discovery file1 check16.7%
Access / Needs work / Agent Skills index conformance (v0.2.0)1 check16.7%
Access / Needs work / Agent mode view1 check16.7%
Access / Needs work / Modular llms.txt per product area1 check16.7%
Access / Needs work / llms.txt formatting1 check16.7%
Access / Needs work / Markdown agent docs1 check16.7%
Access / Partial3 checks7.1%
Access / Partial / JSON-LD structured data1 check33.3%
Access / Partial / Organization schema completeness1 check33.3%
Access / Partial / Agent crawler reachability1 check33.3%
Access / Not verified9 checks21.4%
Access / Not verified / Not blocked by bot detection1 check11.1%
Access / Not verified / Listed on skills.sh1 check11.1%
Access / Not verified / Pricing info accessible1 check11.1%
Access / Not verified / Agent instruction / when-to-use1 check11.1%
Access / Not verified / Skills.sh skill quality1 check11.1%
Access / Not verified / Trust anchor pages1 check11.1%
Access / Not verified / Content behind auth1 check11.1%
Access / Not verified / OpenAPI spec published1 check11.1%
Access / Not verified / Developer portal1 check11.1%
Access / Not applicable11 checks26.2%
Access / Not applicable / A2A / agent-card1 check9.1%
Access / Not applicable / NLWeb Schema Feeds1 check9.1%
Access / Not applicable / MCP well-known discovery1 check9.1%
Access / Not applicable / Markdown URL fallback1 check9.1%
Access / Not applicable / llms.txt links resolve1 check9.1%
Access / Not applicable / Markdown alternate link1 check9.1%
Access / Not applicable / Markdown frontmatter metadata1 check9.1%
Access / Not applicable / Code fence validity1 check9.1%
Access / Not applicable / API catalog (RFC 9727)1 check9.1%
Access / Not applicable / Markdown content negotiation (acceptmarkdown.com)1 check9.1%
Access / Not applicable / Bot-UA markdown serving1 check9.1%
Usability68 checks51.5%
Usability / Needs work2 checks2.9%
Usability / Needs work / NLWeb /ask endpoint1 check50%
Usability / Needs work / NLWeb streaming support1 check50%
Usability / Partial1 check1.5%
Usability / Partial / Agent-friendly 404s1 check100%
Usability / Not verified27 checks39.7%
Usability / Not verified / Public API with reachable endpoints1 check3.7%
Usability / Not verified / OAuth 2.0 support1 check3.7%
Usability / Not verified / Scoped permissions1 check3.7%
Usability / Not verified / Agent onboarding friction1 check3.7%
Usability / Not verified / auth.md structure1 check3.7%
Usability / Not verified / Agent auth WWW-Authenticate hint1 check3.7%
Usability / Not verified / WebMCP support1 check3.7%
Usability / Not verified / Rate limit response headers1 check3.7%
Usability / Not verified / Idempotency-Key support1 check3.7%
Usability / Not verified / JSON error responses1 check3.7%
Usability / Not verified / REST typed error model1 check3.7%
Usability / Not verified / REST versioning / deprecation policy1 check3.7%
Usability / Not verified / REST pagination pattern1 check3.7%
Usability / Not verified / REST async-job pattern1 check3.7%
Usability / Not verified / CLI tool available1 check3.7%
Usability / Not verified / Multi-language SDK packages1 check3.7%
Usability / Not verified / REST response schema coverage1 check3.7%
Usability / Not verified / Sandbox / test environment1 check3.7%
Usability / Not verified / REST batch / bulk endpoint1 check3.7%
Usability / Not verified / Accessible document structure1 check3.7%
Usability / Not verified / Native interactive controls1 check3.7%
Usability / Not verified / Accessible names on controls1 check3.7%
Usability / Not verified / Form control labeling1 check3.7%
Usability / Not verified / Accessibility-tree injection safety (bonus)1 check3.7%
Usability / Not verified / A2UI / generative UI support1 check3.7%
Usability / Not verified / API schema complexity analysis1 check3.7%
Usability / Not verified / Function calling compatibility1 check3.7%
Usability / Not applicable38 checks55.9%
Usability / Not applicable / MCP tool descriptions1 check2.6%
Usability / Not applicable / MCP parameter schemas1 check2.6%
Usability / Not applicable / MCP server identity1 check2.6%
Usability / Not applicable / MCP tool listing1 check2.6%
Usability / Not applicable / MCP tool naming1 check2.6%
Usability / Not applicable / MCP auth mechanism1 check2.6%
Usability / Not applicable / MCP OAuth metadata1 check2.6%
Usability / Not applicable / MCP PKCE S256 support1 check2.6%
Usability / Not applicable / Web Bot Auth directory1 check2.6%
Usability / Not applicable / OAuth Protected Resource metadata (RFC 9728)1 check2.6%
Usability / Not applicable / auth.md exists1 check2.6%
Usability / Not applicable / auth.md walkthrough simulation1 check2.6%
Usability / Not applicable / Agent auth discovery metadata1 check2.6%
Usability / Not applicable / agent_auth endpoints reachable1 check2.6%
Usability / Not applicable / MCP server / manifest1 check2.6%
Usability / Not applicable / MCP error handling1 check2.6%
Usability / Not applicable / MCP modern transport1 check2.6%
Usability / Not applicable / MCP tool annotations1 check2.6%
Usability / Not applicable / MCP server-card.json1 check2.6%
Usability / Not applicable / Product + docs MCP coverage1 check2.6%
Usability / Not applicable / MCP resources exposed1 check2.6%
Usability / Not applicable / GraphQL typed error model1 check2.6%
Usability / Not applicable / GraphQL versioning / deprecation policy1 check2.6%
Usability / Not applicable / GraphQL pagination pattern1 check2.6%
Usability / Not applicable / GraphQL async-job pattern1 check2.6%
Usability / Not applicable / GraphQL schema description coverage1 check2.6%
Usability / Not applicable / GraphQL batch mutations1 check2.6%
Usability / Not applicable / MCP Apps support1 check2.6%
Usability / Not applicable / MCP Apps UI quality1 check2.6%
Usability / Not applicable / MCP App view reachable1 check2.6%
Usability / Not applicable / MCP App view CSP1 check2.6%
Usability / Not applicable / MCP resource quality1 check2.6%
Usability / Not applicable / PAP discovery document1 check2.6%
Usability / Not applicable / PAP issuer binding1 check2.6%
Usability / Not applicable / PAP sign-in and extension setup1 check2.6%
Usability / Not applicable / PAP conversation and API entries1 check2.6%
Usability / Not applicable / PAP endpoint authentication1 check2.6%
Usability / Not applicable / PAP consistency with other agent surfaces1 check2.6%
Payments6 checks4.5%
Payments / Not verified5 checks83.3%
Payments / Not verified / MPP payment protocol1 check20%
Payments / Not verified / x402 payment protocol1 check20%
Payments / Not verified / ACP - Agentic Commerce Protocol1 check20%
Payments / Not verified / ACP delegate payment1 check20%
Payments / Not verified / AP2 - Agent Payments Protocol1 check20%
Payments / Not applicable1 check16.7%
Payments / Not applicable / UCP - Universal Commerce Protocol1 check100%
Needs work

Agent discovery file

The agent-skills index was inspected for named, described capabilities; llms.txt alone does not fulfil this criterion.

Group by

Readiness checks

Audit mapExplore the layers, evidence and fixes132 checks

Competitive analytics

Across 17 scanned businesses

Leaderboard →
Scanned businesses17
Average score36
Grade B or above0
Your rank13

Layer profile

Layer profile for xinference.co against the directory average. You: Discovery 42.9, Access 41.9, Usability 1.8. Directory average: Discovery 38.7, Access 46.5, Usability 26.1.

Layer profile for xinference.co against the directory average
MeasureYouDirectory average
Discovery42.938.7
Access41.946.5
Usability1.826.1

Community neighbors

Score distribution

  • 1
    0–9
  • 1
    10–19
  • 8
    20–29
  • 1
    30–39
  • 0
    40–49
  • 3
    50–59
  • 3
    60–69
  • 0
    70–79
  • 0
    80–89
  • 0
    90–100

Your range is highlighted · 17 businesses

Score over time

24/100

Latest scan · 4 Nov 2026

Rescan after your fixes to measure progress.
Scan details & exports

Scanned 4 Nov 2026, 3:29:31 pm AWST · ae-readiness-2.3.0

Public collection: 80 probes, 75 seconds, 12 MiB, six declared hosts. Homepage, sitemap, published OpenAPI JSON and large Markdown responses allow 2 MiB; others 256 KiB. Crawler reachability uses response-head samples; full content is measured separately. Sitemap sample: four maps and first 200 locations per map. Developer resources: two namespace indexes, three declared child indexes, six entry points and six targeted second-hop pages plus up to four decision-selected observed documentation reads. No sign-in, form submission, tool execution or payment. Browser and external discovery have independent bounded measurements. Protocol discovery and documented capability do not prove a completed customer task. Inspected conventional public files in 0 repositories with verified GitHub profile backlinks; no qualifying artifact was established in this bounded sample. Inspected conventional public files in 0 repositories with verified GitHub profile backlinks; no qualifying artifact was established in this bounded sample. Brand search did not complete its bounded provider sample; no negative search verdict was assigned. Developer-resource search did not complete its bounded provider sample; no negative search verdict was assigned. App and skill search did not complete its bounded provider sample; no negative search verdict was assigned. Public skills.sh collection was partial; independently retrieved listing and SKILL.md receipts remain valid. A package registry sample was unavailable; independently verified package evidence remains valid. No official npm or PyPI SDK was attributed in the bounded sample; package absence remains unverified. No official SDK was attributed in the bounded npm, PyPI, RubyGems and Go samples; package absence remains unverified. Browser rendering was incomplete; captured markup cannot establish the full interactive surface. Browser collection: 19 public-read attempts (96-request limit), 1345722/6291456 received bytes. 5 Script: out-of-scope; 4 Connection: connect-src-restricted Documentation review could not finish; independently verified findings and native evidence are retained.