---
title: "PostHog agent readiness score: 88/100 · Agentrail"
description: "How well AI agents can find, read, use and pay PostHog — agent readiness score from Agentrail (agentrail.co)."
canonical: "https://www.agentrail.co/agent-readiness/posthog.com"
---

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%2Fposthog.com&utm%5Fcontent=company-report)

Free to start. No card.

Access

18 to fix

- Content without JavaScriptRequiredHow to fix →
- Agent discovery fileRequiredHow to fix →
- A2A / agent-cardRecommendedHow to fix →
- NLWeb Schema FeedsEmergingHow to fix →

Fixes unlock with the full report

Where the score comes from

78 of 90 points

How posthog.com scores on each of the four questions agents ask.

Discovery18/20

Access25/30

Usability35/40

Paymentsnot scored yet

Strongest

### Discovery

ARD discovery and Wikipedia / Wikidata entity presence are missing.

18/20

Most to gain

### Access

Content without JavaScript, Agent discovery file, and 10 more are missing.

25/30

Most to gain

### Usability

Agent onboarding friction, auth.md exists, and 12 more are missing.

35/40

Not scored yet

### Payments ( bonus )

6 checks partly met. Counts when scoring opens.

—

Every check

125checks

- Passed**36**
- To fix**34**
- Not in the score**55**

70 checks count toward the score. The other 55 are tracked for later.

Discovery18 of 201 to fix1 partly5 passed

ARD discoveryRequired0 / 1

Wikipedia / Wikidata entity presenceRecommended2 / 4

Developer resource discoverabilityRecommended3 / 3

Brand name discoverabilityRequired3 / 3

robots.txt AI crawler policyRequired2 / 2

Listed in MCP registriesRecommended1 / 1

NPM/PyPI SDK packageRecommended1 / 1

\+ 8 checks not in the score

AI Catalog discoveryRecommendedNot counted

ARD entry validityRecommendedNot counted

ARD trust manifestRecommendedNot counted

Category share of voiceRecommendedNot counted

Agent platform configsEmergingNot counted

Agent Plugins manifestEmergingNot counted

Registry brandingEmergingNot counted

ChatGPT app listedRecommendedNot counted

Access25 of 308 to fix4 partly15 passed

Agent discovery fileRequired0 / 2

A2A / agent-cardRecommended0 / 2

MCP well-known discoveryRecommended0 / 2

HTTP Link headers (RFC 8288)Required0 / 1

Sitemap freshness (lastmod)Recommended0 / 1

Schema type breadthRecommended0 / 2

API catalog (RFC 9727)Required0 / 2

Markdown content negotiation (acceptmarkdown.com)Recommended0 / 1

Content without JavaScriptRequired2 / 3

llms.txt formattingRecommended1 / 2

Organization schema completenessRecommended1 / 2

Redirect hygieneRecommended0 / 1

Sitemap existsRequired2 / 2

Not blocked by bot detectionRequired2 / 2

robots.txt agent-user policyRequired2 / 2

llms.txt existsRequired1 / 1

JSON-LD structured dataRequired4 / 4

Pricing info accessibleRequired3 / 3

Public API/docs linked from homepageRequired3 / 3

JSON-LD entity linking (sameAs)Recommended2 / 2

Metadata completenessRequired2 / 2

Trust anchor pagesRequired2 / 2

llms.txt links resolveRecommended2 / 2

Page token budgetRecommended1 / 1

OpenAPI spec publishedRequired7 / 7

Developer portalRecommended6 / 6

Agent crawler reachabilityRecommended2 / 2

\+ 15 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

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

Markdown agent docsEmergingNot counted

Bot-UA markdown servingEmergingNot counted

Usability35 of 407 to fix7 partly16 passed

auth.md existsRequired0 / 2

auth.md structureRecommended0 / 2

agent\_auth endpoints reachableRecommended0 / 2

Rate limit response headersRecommended0 / 2

MCP server-card.jsonRecommended0 / 2

Sandbox / test environmentRecommended0 / 2

Accessible document structureRecommended0 / 3

Agent onboarding frictionRecommended1 / 2

Agent auth discovery metadataRecommended2 / 3

MCP server / manifestRequired5 / 6

REST versioning / deprecation policyRecommended1 / 3

REST async-job patternRecommended1 / 2

Agent-friendly 404sRecommended1 / 2

API schema complexity analysisRecommended1 / 2

Public API with reachable endpointsRequired7 / 7

OAuth 2.0 supportRequired5 / 5

Scoped permissionsRecommended5 / 5

MCP auth mechanismRecommended2 / 2

MCP OAuth metadataRecommended2 / 2

MCP PKCE S256 supportRecommended2 / 2

OAuth Protected Resource metadata (RFC 9728)Required2 / 2

Agent auth WWW-Authenticate hintRecommended1 / 1

WebMCP supportRequired5 / 5

Idempotency-Key supportRecommended3 / 3

JSON error responsesRequired4 / 4

REST typed error modelRecommended3 / 3

CLI tool availableRecommended3 / 3

REST batch / bulk endpointRecommended2 / 2

Accessible names on controlsRecommended2 / 2

Function calling compatibilityRecommended2 / 2

\+ 32 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

Web Bot Auth directoryEmergingNot counted

auth.md walkthrough simulationRecommendedNot counted

MCP error handlingRecommendedNot counted

MCP modern transportRecommendedNot counted

REST pagination patternRecommendedNot counted

Multi-language SDK packagesRecommendedNot counted

NLWeb /ask endpointEmergingNot counted

NLWeb streaming supportEmergingNot counted

REST response schema coverageRecommendedNot counted

MCP tool annotationsRecommendedNot counted

Product + docs MCP coverageRecommendedNot 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

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

MCP resource qualityRecommendedNot counted

PaymentsNot scored yet6 partly

MPP payment protocolRequired0 / 2

x402 payment protocolRequired0 / 2

UCP - Universal Commerce ProtocolRequired0 / 3

ACP - Agentic Commerce ProtocolRequired0 / 3

ACP delegate paymentRecommended0 / 3

AP2 - Agent Payments ProtocolRecommended0 / 3
