Agent readiness report

Neo4j

neo4j.com

Database

56/ 100

CFair
Rank
#12 of 14
In its category
#5 of 5 in Database
Last 7 days
New
Scanned
Oct 12, 2026
What the scan found
The website is strongest in agent discovery, with Wikipedia/Wikidata presence and developer resources discoverable, but it lacks an MCP server or manifest and scoped permissions.

Where the score comes from

  1. /01Discovery20/ 20Can an agent find you?
  2. /02Access22/ 30Can an agent read you?
  3. /03Usability8/ 40Can an agent work with you?
  4. /04PaymentsNo check appliedCan an agent pay you?

Every check

Each check the scan ran, by layer. Checks it couldn’t check are listed too; they are left out of the score.

Checks passed
26
Checks to fix
31
Not in the score
68
/01Discovery20 / 205 Passed
  • PassedDeveloper resource discoverabilityRecommended3 / 3
  • PassedBrand name discoverabilityRequired3 / 3
  • PassedWikipedia / Wikidata entity presenceRecommendedBonus4 / 4
  • Passedrobots.txt AI crawler policyRequired2 / 2
  • PassedNPM/PyPI SDK packageRecommended1 / 1
10 checks not in the score
  • Couldn’t checkARD discoveryRequiredNot counted
  • Couldn’t checkAI Catalog discoveryRecommendedBonusNot counted
  • Couldn’t checkCategory share of voiceRecommendedBetaNot counted
  • Couldn’t checkAgent platform configsEmergingNot counted
  • Couldn’t checkAgent Plugins manifestEmergingBonusNot counted
  • Couldn’t checkChatGPT app listedRecommendedBonusNot counted
  • Not applicableARD entry validityRecommendedBonusNot counted
  • Not applicableARD trust manifestRecommendedBonusNot counted
  • Not applicableListed in MCP registriesRecommendedNot counted
  • Not applicableRegistry brandingEmergingNot counted
/02Access22 / 302 Failed6 Partly18 Passed
  • FailedTrust anchor pagesRequired0 / 2
  • FailedOpenAPI spec publishedRequired0 / 7
  • PartlyContent without JavaScriptRequired2 / 3
  • PartlyNot blocked by bot detectionRequired1 / 2
  • PartlyJSON-LD structured dataRequired2 / 4
  • PartlyOrganization schema completenessRecommended1 / 2
  • PartlySchema type breadthRecommended1 / 2
  • PartlyAgent crawler reachabilityRecommended1 / 2
  • PassedSitemap existsRequired2 / 2
  • PassedAgent discovery fileRequired2 / 2
  • PassedMCP well-known discoveryRecommendedBonus2 / 2
  • PassedHTTP Link headers (RFC 8288)RequiredBonus1 / 1
  • PassedSitemap freshness (lastmod)RecommendedBonus1 / 1
  • Passedrobots.txt agent-user policyRequired2 / 2
  • Passedllms.txt existsRequired1 / 1
  • Passedllms.txt formattingRecommended2 / 2
  • PassedPricing info accessibleRequired3 / 3
  • PassedPublic API/docs linked from homepageRequired3 / 3
  • PassedJSON-LD entity linking (sameAs)Recommended2 / 2
  • PassedMetadata completenessRequired2 / 2
  • Passedllms.txt links resolveRecommended2 / 2
  • PassedRedirect hygieneRecommended1 / 1
  • PassedPage token budgetRecommended1 / 1
  • PassedDeveloper portalRecommended6 / 6
  • PassedAPI catalog (RFC 9727)RequiredBonus2 / 2
  • PassedMarkdown content negotiation (acceptmarkdown.com)RecommendedBonus1 / 1
16 checks not in the score
  • FailedAgent Skills index conformance (v0.2.0)EmergingBonusNot counted
  • FailedListed on skills.shEmergingNot counted
  • FailedNLWeb Schema FeedsEmergingNot counted
  • FailedAgent mode viewEmergingBonusNot counted
  • FailedSkills.sh skill qualityEmergingNot counted
  • FailedMarkdown alternate linkEmergingBonusNot counted
  • FailedMarkdown frontmatter metadataEmergingNot counted
  • FailedBot-UA markdown servingEmergingBonusNot counted
  • PartlyMarkdown URL fallbackEmergingBonusNot counted
  • PartlyModular llms.txt per product areaEmergingBonusNot counted
  • Passedpricing.md existsEmergingNot counted
  • PassedCode fence validityEmergingNot counted
  • PassedMarkdown agent docsEmergingNot counted
  • Couldn’t checkA2A / agent-cardRecommendedBonusNot counted
  • Couldn’t checkAgent instruction / when-to-useRequiredNot counted
  • Couldn’t checkContent behind authRecommendedNot counted
/03Usability8 / 4015 Failed2 Partly3 Passed
  • FailedScoped permissionsRecommended0 / 5
  • Failedauth.md existsRequiredBonus0 / 2
  • Failedauth.md structureRecommendedBonus0 / 2
  • FailedAgent auth WWW-Authenticate hintRecommendedBonus0 / 1
  • FailedMCP server / manifestRequired0 / 6
  • FailedWebMCP supportRequired0 / 5
  • FailedRate limit response headersRecommended0 / 2
  • FailedIdempotency-Key supportRecommended0 / 3
  • FailedJSON error responsesRequired0 / 4
  • FailedREST typed error modelRecommended0 / 3
  • FailedREST async-job patternRecommended0 / 2
  • FailedREST batch / bulk endpointRecommendedBonus0 / 2
  • FailedAccessible document structureRecommendedBonus0 / 3
  • FailedAPI schema complexity analysisRecommended0 / 2
  • FailedFunction calling compatibilityRecommended0 / 2
  • PartlyAgent onboarding frictionRecommended1 / 2
  • PartlyAgent-friendly 404sRecommended1 / 2
  • PassedCLI tool availableRecommended3 / 3
  • PassedSandbox / test environmentRecommendedBonus2 / 2
  • PassedAccessible names on controlsRecommendedBonus2 / 2
42 checks not in the score
  • FailedNLWeb /ask endpointEmergingNot counted
  • FailedNLWeb streaming supportEmergingNot counted
  • Couldn’t checkPublic API with reachable endpointsRequiredNot counted
  • Couldn’t checkOAuth 2.0 supportRequiredNot counted
  • Couldn’t checkWeb Bot Auth directoryEmergingBonusNot counted
  • Couldn’t checkOAuth Protected Resource metadata (RFC 9728)RequiredBonusNot counted
  • Couldn’t checkAgent auth discovery metadataRecommendedBonusNot counted
  • Couldn’t checkagent_auth endpoints reachableRecommendedBonusNot counted
  • Couldn’t checkREST versioning / deprecation policyRecommendedNot counted
  • Couldn’t checkMulti-language SDK packagesRecommendedNot counted
  • Couldn’t checkProduct + docs MCP coverageRecommendedBonusNot counted
  • Couldn’t checkGraphQL typed error modelRecommendedNot counted
  • Couldn’t checkGraphQL versioning / deprecation policyRecommendedNot counted
  • Couldn’t checkGraphQL pagination patternRecommendedNot counted
  • Couldn’t checkGraphQL async-job patternRecommendedNot counted
  • Couldn’t checkGraphQL schema description coverageRecommendedBonusNot counted
  • Couldn’t checkGraphQL batch mutationsRecommendedBonusNot counted
  • Couldn’t checkNative interactive controlsRecommendedBonusNot counted
  • Couldn’t checkForm control labelingRecommendedBonusNot counted
  • Couldn’t checkAccessibility-tree injection safety (bonus)RecommendedBonusNot counted
  • Couldn’t checkA2UI / generative UI supportEmergingNot counted
  • Not applicableMCP tool descriptionsRecommendedBonusNot counted
  • Not applicableMCP parameter schemasRecommendedBonusNot counted
  • Not applicableMCP server identityRecommendedBonusNot counted
  • Not applicableMCP tool listingRecommendedBonusNot counted
  • Not applicableMCP tool namingRecommendedBonusNot counted
  • Not applicableMCP auth mechanismRecommendedBonusNot counted
  • Not applicableMCP OAuth metadataRecommendedBonusNot counted
  • Not applicableMCP PKCE S256 supportRecommendedBonusNot counted
  • Not applicableauth.md walkthrough simulationRecommendedBonusNot counted
  • Not applicableMCP error handlingRecommendedBonusNot counted
  • Not applicableMCP modern transportRecommendedBonusNot counted
  • Not applicableREST pagination patternRecommendedNot counted
  • Not applicableREST response schema coverageRecommendedNot counted
  • Not applicableMCP tool annotationsRecommendedBonusNot counted
  • Not applicableMCP server-card.jsonRecommendedBonusNot counted
  • Not applicableMCP resources exposedRecommendedNot counted
  • Not applicableMCP Apps supportRecommendedNot counted
  • Not applicableMCP Apps UI qualityRecommendedBonusNot counted
  • Not applicableMCP App view reachableRecommendedNot counted
  • Not applicableMCP App view CSPRecommendedNot counted
  • Not applicableMCP resource qualityRecommendedNot counted
/04PaymentsNo check applied6 Partly
  • PartlyMPP payment protocolRequiredBonus0 / 2
  • Partlyx402 payment protocolRequiredBonus0 / 2
  • PartlyUCP - Universal Commerce ProtocolRequiredBonus0 / 3
  • PartlyACP - Agentic Commerce ProtocolRequiredBonus0 / 3
  • PartlyACP delegate paymentRecommendedBonus0 / 3
  • PartlyAP2 - Agent Payments ProtocolRecommendedBonus0 / 3

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