---
title: "Baseten agent readiness score: 51/100 · Agentrail"
description: "The website is strongest in discovery, passing checks for brand name discoverability and its AI crawler policy, but misses WebMCP support and agent-friendly page-not-found responses."
canonical: "https://www.agentrail.co/agent-readiness/baseten.co"
---

Full report

## See what each check found, and how to fix it.

Evidence, step-by-step fixes and your score over time, for your own site.

[Get started →](https://app.agentrail.co/login?utm%5Fsource=agentrail.co&utm%5Fmedium=website&utm%5Fcampaign=agent-readiness%2Fbaseten.co&utm%5Fcontent=company-report)

Free to start. No card.

Access

21 to fix

- Content without JavaScriptRequiredHow to fix →
- Agent discovery fileRequiredHow to fix →
- Agent Skills index conformance (v0.2.0)EmergingHow to fix →
- A2A / agent-cardRecommendedHow to fix →

Fixes unlock with the full report

Where the score comes from

47 of 90 points

How baseten.co scores on each of the four questions agents ask.

Discovery17/20

Access15/30

Usability15/40

Paymentsnot scored yet

Strongest

### Discovery

ARD discovery, AI Catalog discovery, and 1 more are missing.

17/20

Most to gain

### Usability

auth.md exists, auth.md structure, and 6 more are missing.

15/40

Most to gain

### Access

Content without JavaScript, Agent discovery file, and 11 more are missing.

15/30

Not scored yet

### Payments ( bonus )

Counts when scoring opens.

—

Every check

125checks

- Passed**14**
- To fix**24**
- Not in the score**87**

38 checks count toward the score. The other 87 are tracked for later.

Discovery17 of 203 to fix2 passed

ARD discoveryRequired0 / 1

AI Catalog discoveryRecommended0 / 1

Wikipedia / Wikidata entity presenceRecommended0 / 4

Brand name discoverabilityRequired3 / 3

robots.txt AI crawler policyRequired2 / 2

\+ 10 checks not in the score

ARD entry validityRecommendedNot counted

ARD trust manifestRecommendedNot counted

Category share of voiceRecommendedNot counted

Developer resource discoverabilityRecommendedNot counted

Listed in MCP registriesRecommendedNot counted

NPM/PyPI SDK packageRecommendedNot counted

Agent platform configsEmergingNot counted

Agent Plugins manifestEmergingNot counted

Registry brandingEmergingNot counted

ChatGPT app listedRecommendedNot counted

Access15 of 3012 to fix1 partly10 passed

Content without JavaScriptRequired0 / 3

Agent discovery fileRequired0 / 2

A2A / agent-cardRecommended0 / 2

MCP well-known discoveryRecommended0 / 2

HTTP Link headers (RFC 8288)Required0 / 1

JSON-LD structured dataRequired0 / 4

JSON-LD entity linking (sameAs)Recommended0 / 2

Organization schema completenessRecommended0 / 2

Schema type breadthRecommended0 / 2

Trust anchor pagesRequired0 / 2

API catalog (RFC 9727)Required0 / 2

Markdown content negotiation (acceptmarkdown.com)Recommended0 / 1

Metadata completenessRequired1 / 2

Sitemap existsRequired2 / 2

Not blocked by bot detectionRequired2 / 2

Sitemap freshness (lastmod)Recommended1 / 1

robots.txt agent-user policyRequired2 / 2

llms.txt existsRequired1 / 1

llms.txt formattingRecommended2 / 2

llms.txt links resolveRecommended2 / 2

Redirect hygieneRecommended1 / 1

Page token budgetRecommended1 / 1

Agent crawler reachabilityRecommended2 / 2

\+ 19 checks not in the score

Agent Skills index conformance (v0.2.0)EmergingNot counted

Listed on skills.shEmergingNot counted

pricing.md existsEmergingNot counted

NLWeb Schema FeedsEmergingNot counted

Agent mode viewEmergingNot counted

Markdown URL fallbackEmergingNot counted

Modular llms.txt per product areaEmergingNot counted

Pricing info accessibleRequiredNot counted

Public API/docs linked from homepageRequiredNot counted

Agent instruction / when-to-useRequiredNot counted

Skills.sh skill qualityEmergingNot counted

Markdown alternate linkEmergingNot counted

Markdown frontmatter metadataEmergingNot counted

Code fence validityEmergingNot counted

Content behind authRecommendedNot counted

OpenAPI spec publishedRequiredNot counted

Developer portalRecommendedNot counted

Markdown agent docsEmergingNot counted

Bot-UA markdown servingEmergingNot counted

Usability15 of 407 to fix1 partly2 passed

auth.md existsRequired0 / 2

auth.md structureRecommended0 / 2

agent\_auth endpoints reachableRecommended0 / 2

WebMCP supportRequired0 / 5

Sandbox / test environmentRecommended0 / 2

Agent-friendly 404sRecommended0 / 2

Accessible document structureRecommended0 / 3

Agent auth discovery metadataRecommended1 / 3

OAuth Protected Resource metadata (RFC 9728)Required2 / 2

Agent auth WWW-Authenticate hintRecommended1 / 1

\+ 52 checks not in the score

MCP tool descriptionsRecommendedNot counted

MCP parameter schemasRecommendedNot counted

MCP server identityRecommendedNot counted

MCP tool listingRecommendedNot counted

MCP tool namingRecommendedNot counted

Public API with reachable endpointsRequiredNot counted

OAuth 2.0 supportRequiredNot counted

Scoped permissionsRecommendedNot counted

MCP auth mechanismRecommendedNot counted

MCP OAuth metadataRecommendedNot counted

MCP PKCE S256 supportRecommendedNot counted

Agent onboarding frictionRecommendedNot counted

Web Bot Auth directoryEmergingNot counted

auth.md walkthrough simulationRecommendedNot counted

MCP server / manifestRequiredNot counted

MCP error handlingRecommendedNot counted

MCP modern transportRecommendedNot counted

Rate limit response headersRecommendedNot counted

Idempotency-Key supportRecommendedNot counted

JSON error responsesRequiredNot counted

REST typed error modelRecommendedNot counted

REST versioning / deprecation policyRecommendedNot counted

REST pagination patternRecommendedNot counted

REST async-job patternRecommendedNot counted

CLI tool availableRecommendedNot counted

Multi-language SDK packagesRecommendedNot counted

NLWeb /ask endpointEmergingNot counted

NLWeb streaming supportEmergingNot counted

REST response schema coverageRecommendedNot counted

MCP tool annotationsRecommendedNot counted

MCP server-card.jsonRecommendedNot counted

Product + docs MCP coverageRecommendedNot counted

REST batch / bulk endpointRecommendedNot counted

MCP resources exposedRecommendedNot counted

GraphQL typed error modelRecommendedNot counted

GraphQL versioning / deprecation policyRecommendedNot counted

GraphQL pagination patternRecommendedNot counted

GraphQL async-job patternRecommendedNot counted

GraphQL schema description coverageRecommendedNot counted

GraphQL batch mutationsRecommendedNot counted

Native interactive controlsRecommendedNot counted

Accessible names on controlsRecommendedNot counted

Form control labelingRecommendedNot counted

Accessibility-tree injection safety (bonus)RecommendedNot counted

MCP Apps supportRecommendedNot counted

A2UI / generative UI supportEmergingNot counted

MCP Apps UI qualityRecommendedNot counted

MCP App view reachableRecommendedNot counted

MCP App view CSPRecommendedNot counted

API schema complexity analysisRecommendedNot counted

Function calling compatibilityRecommendedNot counted

MCP resource qualityRecommendedNot counted

PaymentsNot scored yet

\+ 6 checks not in the score

MPP payment protocolRequiredNot counted

x402 payment protocolRequiredNot counted

UCP - Universal Commerce ProtocolRequiredNot counted

ACP - Agentic Commerce ProtocolRequiredNot counted

ACP delegate paymentRecommendedNot counted

AP2 - Agent Payments ProtocolRecommendedNot counted
