Agent Readiness Score

mixpanel.com

42 — Developing. Agents can find parts of this site, but key capabilities are hard to reach.

45 of 45 checks conclusive · Confidence High · Evidence coverage 100%

HonestClaw measured how well mixpanel.com's site and APIs work for AI agents — across 9 dimensions and 45 automated checks.

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Dimensions

Discoverability10.6/24

Content Accessibility14.7/24

Bot Access Control0/12

Protocol & Capability Discovery24.9/41

Authentication & Credentials3.5/19

Documentation Quality1.8/10

Structured Data I/O6/13

Observable State & Reliability2/15

Agent Safety & Trust7.4/11

Checks

Discoverability

Subdomain sweepsubdomain-sweepAn agent-relevant subdomain is live and serves its expected content kind (docs.mixpanel.com).Parseable

robots.txtrobots-txtrobots.txt at https://mixpanel.com/robots.txt declares a sitemap. Declared sitemap https://mixpanel.com/static-sitemap/marketing-site.xml resolves as valid XML.Cross-verified

sitemap.xmlsitemap-xmlhttps://mixpanel.com/static-sitemap/marketing-site.xml is a valid sitemap (7 location(s)), but without lastmod or non-homepage URLs.Parseable

Canonical domaincanonical-domainRoot and www converge on mixpanel.com, with a matching canonical tag.Cross-verified

API existenceapi-existenceA real API surface is declared at https://docs.mixpanel.com/openapi/annotations.openapi.yaml: the spec lists servers and paths. (source: spec)Parseable

API catalogapi-catalogNo RFC 9727 API Catalog found at /.well-known/api-catalog.Not detected

API versioningapi-versioningThe API version is declared in the spec (info.version) at https://docs.mixpanel.com/openapi/annotations.openapi.yaml. (source: spec)Parseable

Content Accessibility

llms.txtllms-txtA curated llms.txt index is published on a non-top subdomain at https://docs.mixpanel.com/llms.txt: 456 links across 3 sections. Its credit is capped at useful because it is not published on the main domain.Useful

llms-full.txtllms-full-txtNo llms-full.txt file found (HTML pages at .txt paths do not qualify).Not detected

Freshness signalsfreshness-signalsFreshness signals present: Last-Modified header, ETag header.Useful

Crawl-cost estimatecrawl-cost-estimateInformational — not scoredSitemap index declares 7 child sitemap(s) — crawl cost is not directly observable from the index alone.Parseable

Markdown twinmarkdown-twinA markdown twin is published at https://docs.mixpanel.com/docs/what-is-mixpanel.md alongside the docs HTML surface (https://docs.mixpanel.com/).Parseable

Raw content extractabilityraw-content-extractabilityReadable content is extractable without JavaScript on 2 probed surface(s) with substantial visible text.Cross-verified

ai.txtai-txtNo ai.txt file found (HTML pages at .txt paths do not qualify).Not detected

Bot Access Control

AI bot rulesai-bot-rulesrobots.txt is readable but declares no AI-bot-specific rules.Not detected

Content signalscontent-signalsrobots.txt is readable but declares no Content-Signal line.Not detected

RSL licensingrslrobots.txt is readable but declares no RSL License directive.Not detected

TDM reservationtdmrepNo TDMRep policy found at /.well-known/tdmrep.json.Not detected

Protocol & Capability Discovery

MCP descriptormcp-descriptorInformational — not scoredAn MCP server is described at https://docs.mixpanel.com/.well-known/mcp.json, but the description doesn't include a web address for the server.Parseable

.well-known indexwell-known-indexNo non-owned /.well-known/ descriptors found.Not detected

MCP Server Cardmcp-server-cardA file exists at https://docs.mixpanel.com/.well-known/mcp/server-card.json, but it doesn't contain the fields that describe an MCP Server Card.Detected

A2A Agent Carda2a-agent-cardAn A2A Agent Card is described at https://docs.mixpanel.com/.well-known/agent-card.json, but it is missing required fields (name, description, version, supportedInterfaces, or skills).Parseable

MCP supportmcp-supportFirst-party documentation at https://docs.mixpanel.com/docs/mcp identifies the MCP endpoint https://mcp.mixpanel.com/mcp and explains both its capabilities and how clients connect or authenticate.Cross-verified

DNS-AIDdns-aidNo DNS-AID index found at _index._agents.mixpanel.com.Not detected

GraphQL surfacegraphql-surfaceNo GraphQL transport surface found at conventional paths (GET-only; no introspection issued).Not detected

Auth discoveryauth-discoveryAgent-native auth discovery: a valid RFC 9728 PRM (via challenge) or a PRM plus a valid AS/OIDC descriptor.Cross-verified

SDK availabilitysdk-availabilitySDK libraries page at https://docs.mixpanel.com/docs/tracking-methods/sdks: 2 GitHub repos, 0 registry links, 0 install commands (2 pointers).Cross-verified

Link headerslink-headersNo RFC 8288 Link headers found on any probed response.Not detected

OpenAPI specificationopenapi-specValid OpenAPI 3.0.2 spec at https://docs.mixpanel.com/openapi/annotations.openapi.yaml: 7 operations, 13 schemas, 100% response coverage, servers declared.Cross-verified

Rate limit documentationrate-limit-docsRate limits are documented at https://docs.mixpanel.com/reference/rate-limits with a concrete limit and rate-limit response headers. To reach the top level, it would need 429 handling, Retry-After guidance, and tier/plan differences.Useful

WebMCPwebmcpInformational — not scoredWebMCP browser probing is not yet available in this scanner release.Couldn't verify

Authentication & Credentials

Programmatic auth flowprogrammatic-auth-flowAn authentication page exists at https://docs.mixpanel.com/reference/authentication, but it doesn't document a programmatic grant with a token endpoint.Parseable

Auth documentationauth-documentationAn authentication documentation page exists at https://docs.mixpanel.com/reference/authentication, but it doesn't name a specific method or show how a request is authenticated.Parseable

Credential managementcredential-managementNo credential management documentation found at the standard docs locations an agent would check.Not detected

Sandbox environmentsandbox-environmentNo sandbox or test environment documentation found at the standard docs locations an agent would check.Not detected

Documentation Quality

API reference depthapi-reference-depthAn API reference page exists at https://docs.mixpanel.com/docs/access-security/audit-log-reference, but it doesn't show parameters with example requests and responses.Parseable

Changelog presencechangelog-presenceNo changelog or release notes found at the standard docs locations an agent would check.Not detected

Structured Data I/O

Structured data I/Ostructured-data-ioThe spec at https://docs.mixpanel.com/openapi/annotations.openapi.yaml declares typed response schemas as a rule (100% of operations) — no documented pagination pattern. (source: spec)Useful

Machine-readable pricingmachine-readable-pricingNo machine-readable pricing endpoint found (HTML pricing pages do not qualify).Not detected

Data export APIdata-export-apiData export is mentioned at https://docs.mixpanel.com/reference/raw-data-export-api, but not on a page dedicated to documenting it.Detected

Observable State & Reliability

Status & health endpointsstatus-and-healthHealth/status endpoint found at https://mixpanel.com/healthz (HTTP 200).Detected

Webhook documentationwebhook-documentationA webhook documentation page exists at https://docs.mixpanel.com/docs/cohort-sync/webhooks, but it doesn't list specific event types with their payload shape.Parseable

Retry & idempotencyretry-and-idempotencyNo retry or idempotency documentation found at the standard docs locations an agent would check.Not detected

Error documentationerror-documentationNo error documentation found at the standard docs locations an agent would check.Not detected

Machine payments (x402/MPP)x402-or-mpp-supportInformational — not scoredNo machine-payment signal observed (no HTTP 402, no payment-required response header, and no /.well-known/x402.json manifest). Payment support cannot be ruled out from an unauthenticated probe.Couldn't verify

Agent Safety & Trust

security.txtsecurity-txtsecurity.txt at https://mixpanel.com/.well-known/security.txt includes Contact, a future Expires date, and Encryption or Policy.Cross-verified

Org identity signalsorg-identityNo org-identity signals detected on the homepage.Not detected

Metadata consistencymetadata-consistencyHomepage metadata (canonical, Open Graph, schema) is present and consistent.Cross-verified

Legal policy pageslegal-pagesBoth privacy and terms policies are discoverable with substantive content.Useful