Agent readiness report

Airbyte

Database

77/ 100

BGood

Rank: #6 of 12
In its category: #1 of 5 in Database
Last 7 days: New
Scanned: Oct 12, 2026

What the scan found

The site is strongest in agent discovery, with developer resources and the brand name discoverable, but it misses an MCP server or manifest and WebMCP support.

Where the score comes from

/01Discovery20/ 20Can an agent find you?
/02Access27/ 30Can an agent read you?
/03Usability22/ 40Can an agent work with you?
/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: 34
Checks to fix: 26
Not in the score: 65

/01Discovery20 / 201 Partly4 Passed

PartlyWikipedia / Wikidata entity presenceRecommendedBonus2 / 4
PassedDeveloper resource discoverabilityRecommended3 / 3
PassedBrand name discoverabilityRequired3 / 3
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

/02Access27 / 301 Failed4 Partly21 Passed

FailedSchema type breadthRecommended0 / 2
PartlyContent without JavaScriptRequired2 / 3
PartlyOrganization schema completenessRecommended1 / 2
PartlyTrust anchor pagesRequired1 / 2
PartlyAPI catalog (RFC 9727)RequiredBonus1 / 2
PassedSitemap existsRequired2 / 2
PassedNot blocked by bot detectionRequired2 / 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
PassedJSON-LD structured dataRequired4 / 4
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
PassedOpenAPI spec publishedRequired7 / 7
PassedDeveloper portalRecommended6 / 6
PassedMarkdown content negotiation (acceptmarkdown.com)RecommendedBonus1 / 1
PassedAgent crawler reachabilityRecommended2 / 2

16 checks not in the score

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
PassedCode fence validityEmergingNot counted
PassedMarkdown agent docsEmergingNot counted
Couldn’t checkAgent Skills index conformance (v0.2.0)EmergingBonusNot counted
Couldn’t checkA2A / agent-cardRecommendedBonusNot counted
Couldn’t checkpricing.md existsEmergingNot counted
Couldn’t checkMarkdown URL fallbackEmergingBonusNot counted
Couldn’t checkModular llms.txt per product areaEmergingBonusNot counted
Couldn’t checkAgent instruction / when-to-useRequiredNot counted
Couldn’t checkContent behind authRecommendedNot counted

/03Usability22 / 4013 Failed3 Partly9 Passed

FailedAgent auth WWW-Authenticate hintRecommendedBonus0 / 1
Failedagent_auth endpoints reachableRecommendedBonus0 / 2
FailedMCP server / manifestRequired0 / 6
FailedWebMCP supportRequired0 / 5
FailedRate limit response headersRecommended0 / 2
FailedIdempotency-Key supportRecommended0 / 3
FailedREST typed error modelRecommended0 / 3
FailedREST versioning / deprecation policyRecommended0 / 3
FailedREST async-job patternRecommended0 / 2
FailedCLI tool availableRecommended0 / 3
FailedSandbox / test environmentRecommendedBonus0 / 2
FailedREST batch / bulk endpointRecommendedBonus0 / 2
FailedAccessible document structureRecommendedBonus0 / 3
PartlyAgent onboarding frictionRecommended1 / 2
Partlyauth.md structureRecommendedBonus1 / 2
PartlyAgent auth discovery metadataRecommendedBonus1 / 3
PassedPublic API with reachable endpointsRequired7 / 7
PassedOAuth 2.0 supportRequired5 / 5
PassedScoped permissionsRecommended5 / 5
PassedOAuth Protected Resource metadata (RFC 9728)RequiredBonus2 / 2
Passedauth.md existsRequiredBonus2 / 2
PassedJSON error responsesRequired4 / 4
PassedAccessible names on controlsRecommendedBonus2 / 2
PassedAPI schema complexity analysisRecommended2 / 2
PassedFunction calling compatibilityRecommended2 / 2

37 checks not in the score

FailedNLWeb /ask endpointEmergingNot counted
FailedNLWeb streaming supportEmergingNot counted
Couldn’t checkWeb Bot Auth directoryEmergingBonusNot counted
Couldn’t checkauth.md walkthrough simulationRecommendedBonusNot counted
Couldn’t checkREST pagination patternRecommendedNot counted
Couldn’t checkMulti-language SDK packagesRecommendedNot counted
Couldn’t checkREST response schema coverageRecommendedNot counted
Couldn’t checkProduct + docs MCP coverageRecommendedBonusNot counted
Couldn’t checkAgent-friendly 404sRecommendedNot 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 applicableMCP error handlingRecommendedBonusNot counted
Not applicableMCP modern transportRecommendedBonusNot counted
Not applicableMCP tool annotationsRecommendedBonusNot counted
Not applicableMCP server-card.jsonRecommendedBonusNot counted
Not applicableMCP resources exposedRecommendedNot counted
Not applicableGraphQL typed error modelRecommendedNot counted
Not applicableGraphQL versioning / deprecation policyRecommendedNot counted
Not applicableGraphQL pagination patternRecommendedNot counted
Not applicableGraphQL async-job patternRecommendedNot counted
Not applicableGraphQL schema description coverageRecommendedBonusNot counted
Not applicableGraphQL batch mutationsRecommendedBonusNot 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 applied4 Partly

PartlyMPP payment protocolRequiredBonus0 / 2
Partlyx402 payment protocolRequiredBonus0 / 2
PartlyUCP - Universal Commerce ProtocolRequiredBonus0 / 3
PartlyAP2 - Agent Payments ProtocolRecommendedBonus0 / 3

2 checks not in the score

Couldn’t checkACP - Agentic Commerce ProtocolRequiredBonusNot counted
Couldn’t checkACP delegate paymentRecommendedBonusNot counted

Airbyte

Where the score comes from

Every check

See what each check found, and how to fix it

An agent is going to use your product.What will it experience?