{"jtbd":{"id":"a2a-agent-discovery","slug":"a2a-agent-discovery","name":"Discover and govern A2A/multi-agent registries","shortName":"Discover and govern A2A/multi-agent registries","problemStatement":"Need a registry to publish/find Agent Cards (A2A) and related MCP/skills across teams or the public internet — not just an MCP directory."},"pick":{"id":"aws-agent-registry","slug":"aws-agent-registry","name":"AWS Agent Registry","tagline":"Depot pick for enterprise A2A/MCP discovery when the fleet already lives on AWS. OpenAgora/a2a-registry.dev…","website":"https://aws.amazon.com/bedrock/agentcore/","overall":7.96,"scoreBand":{"low":7.4,"mid":8,"high":8.6,"halfWidth":0.6,"basis":"editorial_prior","display":"7.4–8.6 (editorial prior)"},"scoreLayers":{"editorialPrior":7.96,"measuredBenchmark":null,"verifiedOutcomeScore":null,"verifiedOutcomeCount":0,"accountRuntimeState":"unprobed"},"pricingLastVerifiedAt":"2026-10-27","editorialPriorAsOf":"2026-09-14","pricingNotes":"As of 2026-09-14 (aws.amazon.com/bedrock/agentcore/pricing): AWS Agent Registry — first 5k records/mo free, then $0.40/1k records; Search API first 1M free then $0.020/1k; List+Get first 2M free then $0.004/1k. Catalogs MCP servers, A2A agent cards, skills, custom JSON. Regions include us-east-1, us-west-2, eu-west-1, ap-northeast-1, ap-southeast-2.","scores":{"capabilityFit":8.6,"pricePerformance":8,"latencyReliability":8.8,"developerDx":7.8,"privacyPosture":8.2,"lockInRisk":7,"maturity":8.5,"overall":7.96,"kind":"curated_estimate","confidence":"high","asOf":"2026-09-14"}},"runnersUp":[{"id":"google-agent-registry","slug":"google-agent-registry","name":"Google Cloud Agent Registry","tagline":"GCP twin of AWS Agent Registry. Use when agents already sit on Vertex/Gemini Enterprise; otherwise prefer…","website":"https://docs.cloud.google.com/agent-registry/overview","overall":7.78,"scoreBand":{"low":7.2,"mid":7.8,"high":8.4,"halfWidth":0.6,"basis":"editorial_prior","display":"7.2–8.4 (editorial prior)"},"scoreLayers":{"editorialPrior":7.78,"measuredBenchmark":null,"verifiedOutcomeScore":null,"verifiedOutcomeCount":0,"accountRuntimeState":"unprobed"},"pricingLastVerifiedAt":"2026-10-27","editorialPriorAsOf":"2026-09-14","pricingNotes":"As of 2026-09-14: Part of Gemini Enterprise Agent Platform. Skill Registry storage billed as Agent Storage $0.30/GiB-month (billing commenced 2026-09-01); read ops 1 Agent Compute vCPU-h ($0.085) per 3M reads; write 1 vCPU-h per 1M writes. Supports A2A 0.3/1.0 Agent Cards + MCP servers/skills. Auto-registers supported GCP runtimes in-project.","scores":{"capabilityFit":8.5,"pricePerformance":7.2,"latencyReliability":8.8,"developerDx":7.6,"privacyPosture":8.2,"lockInRisk":7.2,"maturity":8.8,"overall":7.78,"kind":"curated_estimate","confidence":"high","asOf":"2026-09-14"}},{"id":"openagora","slug":"openagora","name":"OpenAgora","tagline":"Best open A2A discovery default for multi-vendor agents. AgentVerse if you are already Fetch.ai/uAgents…","website":"https://openagora.cc","overall":7.94,"scoreBand":{"low":7.3,"mid":7.9,"high":8.5,"halfWidth":0.6,"basis":"editorial_prior","display":"7.3–8.5 (editorial prior)"},"scoreLayers":{"editorialPrior":7.94,"measuredBenchmark":null,"verifiedOutcomeScore":null,"verifiedOutcomeCount":0,"accountRuntimeState":"unprobed"},"pricingLastVerifiedAt":"2026-10-27","editorialPriorAsOf":"2026-09-14","pricingNotes":"As of 2026-09-14: Open-source (Apache 2.0) public A2A v1.0 agent registry — free registration via web/API. Trust Gateway (HMAC), live test panel, x402/MPP payment hooks. Self-host full stack. No commercial seat/meter table (public infrastructure posture).","scores":{"capabilityFit":8.2,"pricePerformance":9.2,"latencyReliability":7.2,"developerDx":8.4,"privacyPosture":7.5,"lockInRisk":2,"maturity":5.8,"overall":7.94,"kind":"curated_estimate","confidence":"medium","asOf":"2026-09-14"}},{"id":"a2a-registry","slug":"a2a-registry","name":"A2A Registry (a2a-registry.dev)","tagline":"Lightweight public/self-host A2A discovery. Prefer OpenAgora if you want LF-aligned A2A v1.0 + live testing…","website":"https://a2a-registry.dev/","overall":7.6,"scoreBand":{"low":7,"mid":7.6,"high":8.2,"halfWidth":0.6,"basis":"editorial_prior","display":"7.0–8.2 (editorial prior)"},"scoreLayers":{"editorialPrior":7.6,"measuredBenchmark":null,"verifiedOutcomeScore":null,"verifiedOutcomeCount":0,"accountRuntimeState":"unprobed"},"pricingLastVerifiedAt":"2026-10-27","editorialPriorAsOf":"2026-09-14","pricingNotes":"As of 2026-09-14: Hosted production registry at registry.a2a-registry.dev / api.a2a-registry.dev (JSON-RPC primary, REST alt). A2A Protocol v0.3.0. pip install a2a-registry for self-host. No published commercial rate card — treat hosted as free/community unless a paid tier appears.","scores":{"capabilityFit":7.8,"pricePerformance":9,"latencyReliability":7,"developerDx":8,"privacyPosture":7,"lockInRisk":2.5,"maturity":5.5,"overall":7.6,"kind":"curated_estimate","confidence":"medium","asOf":"2026-09-14"}},{"id":"pulse-mcp","slug":"pulse-mcp","name":"PulseMCP","tagline":"MCP directory peer to Glama/Smithery — best when you need a curated sub-registry for a platform, not…","website":"https://www.pulsemcp.com","overall":7.65,"scoreBand":{"low":7.1,"mid":7.7,"high":8.3,"halfWidth":0.6,"basis":"editorial_prior","display":"7.1–8.3 (editorial prior)"},"scoreLayers":{"editorialPrior":7.65,"measuredBenchmark":null,"verifiedOutcomeScore":null,"verifiedOutcomeCount":0,"accountRuntimeState":"unprobed"},"pricingLastVerifiedAt":"2026-10-27","editorialPriorAsOf":"2026-09-14","pricingNotes":"As of 2026-09-14: Public MCP directory browse free. Commercial Managed MCP Sub-Registry/Catalog + Registry API are partnership/quote-only (hello@pulsemcp.com) — no published plan table (APIs.io confirms deliberate contact-us). Sub-Registry API implements Generic MCP Registry API + Pulse enrichments (popularity, security, authOptions premium).","scores":{"capabilityFit":8.4,"pricePerformance":7,"latencyReliability":7.8,"developerDx":8.2,"privacyPosture":7.5,"lockInRisk":4,"maturity":7.2,"overall":7.65,"kind":"curated_estimate","confidence":"medium","asOf":"2026-09-14"}}],"scoreBand":{"low":7.4,"mid":8,"high":8.6,"halfWidth":0.6,"basis":"editorial_prior","display":"7.4–8.6 (editorial prior)"},"scoreLayers":{"editorialPrior":7.96,"measuredBenchmark":null,"verifiedOutcomeScore":null,"verifiedOutcomeCount":0,"accountRuntimeState":"unprobed"},"whyPickOverHigherScore":{"pickId":"aws-agent-registry","pickName":"AWS Agent Registry","pickScore":7.96,"highestScoredCandidateId":"aws-agent-registry","highestScoredCandidateName":"AWS Agent Registry","highestScore":7.96,"pickHasLowerCompositeScore":false,"delta":0,"pickLeadsOnDimensions":[],"explanation":"AWS Agent Registry (7.96) holds both the highest composite score among ranked candidates and the editorial pick for Discover and govern A2A/multi-agent registries: Prefer governed enterprise catalogs when IAM/approvals matter; open registries when protocol interop and zero lock-in matter. Distinct from mcp-discovery."},"cheapest":null,"recommendedWorkloadQuote":null,"representativeQuote":null,"estimatedTaskCost":null,"freeAlternatives":[],"referenceDocs":[{"id":"a2a-protocol","name":"A2A protocol","kind":"free_docs","jtbdIds":["a2a-agent-discovery"],"whatYouGet":"Agent2Agent protocol specification and repository.","cost":"oss","license":"Apache-2.0","sourceUrl":"https://raw.githubusercontent.com/a2aproject/A2A/main/LICENSE","notes":"LICENSE fetched 2026-10-03 is Apache License 2.0. Spec site https://a2a-protocol.org/latest/ also returned 200 the same day. Re-fetched twice 2026-10-25 (~10 s apart, plain curl, no login): HTTP 200, byte-identical: 'Apache License Version 2.0, January 2004'. License unchanged. Spec site https://a2a-protocol.org/latest/ re-fetched twice 2026-10-25 (~10 s apart, plain curl, no login): HTTP 200, no redirect, byte-identical; page title 'A2A Protocol', text 'Agent2Agent (A2A) protocol'.","providerId":null,"limits":null,"asOf":"2026-10-25","freeType":"free_docs","substitutable":false,"note":"Public API documentation or specification only; not free inference or execution."}],"falsification":{"jtbdId":"a2a-agent-discovery","jtbdName":"Discover and govern A2A/multi-agent registries","currentPickId":"aws-agent-registry","currentPickScore":7.96,"challengerId":"google-agent-registry","challengerScore":7.78,"currentScoreGap":0.18,"minVerifiedOutcomes":10,"requiredOutcomeMargin":0.33,"requiredSuccessRateDelta":0.15,"maxPickPriceIncreasePct":25,"whatWouldChangePick":["Google Cloud Agent Registry (google-agent-registry) outperforms AWS Agent Registry (aws-agent-registry) by >= 0.33 outcome points (or >= 15% worked-rate delta) across >= 10 Countersign-verified production outcomes.","A verified price increase > 25% on AWS Agent Registry's representative SKU for a2a-agent-discovery without a corresponding capability gain.","Live caller rail exhaustion (?exhausted=aws-agent-registry) or sustained >= 30% degraded/failed rate in verified production outcomes."],"frozenHoldoutPolicy":{"holdoutSplit":"20% frozen benchmark holdout tasks + 80% live production outcome receipts","requireCountersignReceipt":true,"requiredEvidenceTiers":["outcome_verified","reference_checked"],"minDistinctContributors":2,"antiGamingRule":"Unverified self-reports and seed/editorial rows never mutate picks or scores."},"triggers":[{"kind":"verified_outcomes_outperformance","challengerId":"google-agent-registry","minVerifiedOutcomes":10,"requiredOutcomeMargin":0.33,"requiredWorkedRateDelta":0.15},{"kind":"verified_price_increase","providerId":"aws-agent-registry","maxPriceIncreasePct":25},{"kind":"live_rail_exhaustion_or_degradation","providerId":"aws-agent-registry","immediateOverrideUrl":"/api/decide?jtbd=a2a-agent-discovery&exhausted=aws-agent-registry"}],"submissionSpec":{"falsifyEndpoint":"/api/falsify?jtbd=a2a-agent-discovery","outcomesEndpoint":"POST /api/feedback","correctionsEndpoint":"POST /api/corrections","payloadTemplate":{"agentIdentity":"agent:<your-agent-id>","jtbdId":"a2a-agent-discovery","providerId":"google-agent-registry","outcome":"worked","detail":"Comparative production evaluation on a2a-agent-discovery (n>=10 tasks) with Countersign receipt.","confidence":"high","receipt":{"countersign":{"claim_id":"cs-00000000","status":"verified","evidence_tier":"outcome_verified","counts_as_verified":true}}}}},"whatWouldChangePick":["Google Cloud Agent Registry (google-agent-registry) outperforms AWS Agent Registry (aws-agent-registry) by >= 0.33 outcome points (or >= 15% worked-rate delta) across >= 10 Countersign-verified production outcomes.","A verified price increase > 25% on AWS Agent Registry's representative SKU for a2a-agent-discovery without a corresponding capability gain.","Live caller rail exhaustion (?exhausted=aws-agent-registry) or sustained >= 30% degraded/failed rate in verified production outcomes."],"routePlan":{"jtbdId":"a2a-agent-discovery","primary":{"providerId":"aws-agent-registry","name":"AWS Agent Registry","overall":7.96,"scoreBand":{"low":7.4,"mid":8,"high":8.6,"halfWidth":0.6,"basis":"editorial_prior","display":"7.4–8.6 (editorial prior)"},"scoreLayers":{"editorialPrior":7.96,"measuredBenchmark":null,"verifiedOutcomeScore":null,"verifiedOutcomeCount":0,"accountRuntimeState":"unprobed"},"pricingLastVerifiedAt":"2026-10-27","editorialPriorAsOf":"2026-09-14","role":"primary","reason":"Editorial Depot Pick for Discover and govern A2A/multi-agent registries; healthy/eligible under caller constraints."},"fallback":[{"providerId":"google-agent-registry","name":"Google Cloud Agent Registry","overall":7.78,"scoreBand":{"low":7.2,"mid":7.8,"high":8.4,"halfWidth":0.6,"basis":"editorial_prior","display":"7.2–8.4 (editorial prior)"},"scoreLayers":{"editorialPrior":7.78,"measuredBenchmark":null,"verifiedOutcomeScore":null,"verifiedOutcomeCount":0,"accountRuntimeState":"unprobed"},"pricingLastVerifiedAt":"2026-10-27","editorialPriorAsOf":"2026-09-14","role":"fallback","reason":"Ranked fallback route for Discover and govern A2A/multi-agent registries."},{"providerId":"openagora","name":"OpenAgora","overall":7.94,"scoreBand":{"low":7.3,"mid":7.9,"high":8.5,"halfWidth":0.6,"basis":"editorial_prior","display":"7.3–8.5 (editorial prior)"},"scoreLayers":{"editorialPrior":7.94,"measuredBenchmark":null,"verifiedOutcomeScore":null,"verifiedOutcomeCount":0,"accountRuntimeState":"unprobed"},"pricingLastVerifiedAt":"2026-10-27","editorialPriorAsOf":"2026-09-14","role":"fallback","reason":"Ranked fallback route for Discover and govern A2A/multi-agent registries."},{"providerId":"a2a-registry","name":"A2A Registry (a2a-registry.dev)","overall":7.6,"scoreBand":{"low":7,"mid":7.6,"high":8.2,"halfWidth":0.6,"basis":"editorial_prior","display":"7.0–8.2 (editorial prior)"},"scoreLayers":{"editorialPrior":7.6,"measuredBenchmark":null,"verifiedOutcomeScore":null,"verifiedOutcomeCount":0,"accountRuntimeState":"unprobed"},"pricingLastVerifiedAt":"2026-10-27","editorialPriorAsOf":"2026-09-14","role":"fallback","reason":"Ranked fallback route for Discover and govern A2A/multi-agent registries."},{"providerId":"pulse-mcp","name":"PulseMCP","overall":7.65,"scoreBand":{"low":7.1,"mid":7.7,"high":8.3,"halfWidth":0.6,"basis":"editorial_prior","display":"7.1–8.3 (editorial prior)"},"scoreLayers":{"editorialPrior":7.65,"measuredBenchmark":null,"verifiedOutcomeScore":null,"verifiedOutcomeCount":0,"accountRuntimeState":"unprobed"},"pricingLastVerifiedAt":"2026-10-27","editorialPriorAsOf":"2026-09-14","role":"fallback","reason":"Ranked fallback route for Discover and govern A2A/multi-agent registries."}],"disqualified":[],"expectedRegret":{"scoreDeltaVsUnconstrainedPick":0,"unconstrainedPickId":"aws-agent-registry","activePrimaryId":"aws-agent-registry","summary":"0.00 score regret: unconstrained editorial pick satisfies all caller constraints."},"evidenceAgeDays":{"editorialScoreAgeDays":43,"pricingVerifiedAgeDays":0,"editorialPriorAsOf":"2026-09-14","pricingLastVerifiedAt":"2026-10-27"},"confidenceBand":{"low":7.4,"mid":8,"high":8.6,"halfWidth":0.6,"basis":"editorial_prior","display":"7.4–8.6 (editorial prior)"},"constraintsApplied":false,"constraintBundle":{"task":null,"jtbd":"a2a-agent-discovery","quotaExhausted":[],"degraded":[],"healthy":[],"budgetUsd":null,"maxLatencyMs":null,"region":null,"privacy":null,"exit":[],"existing":[]}},"pricingLastVerifiedAt":"2026-10-27","editorialPriorAsOf":"2026-09-14","tie":false,"scoreGap":0.18,"decidingFactor":null,"tieNote":null,"rationale":"Prefer governed enterprise catalogs when IAM/approvals matter; 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See GET /api/jtbds/a2a-agent-discovery + GET /api/methodology.","nextActions":[{"step":1,"title":"Inspect full JTBD + embeds","href":"/api/jtbds/a2a-agent-discovery?embed=providers","why":"Confirm pick, runners-up, and methodology notes."},{"step":2,"title":"Quote sourced SKUs","href":"/api/quote?jtbd=a2a-agent-discovery","why":"Depot Pick SKUs plus the cheapest sourced SKU whose unit matches this job. Does not change the pick. Does not blend input and output or borrow a chat rate for a non-chat job."},{"step":3,"title":"Open provider detail","href":"/api/providers/aws-agent-registry","why":"Scores, pricingNotes, strengths/weaknesses, communitySignals (claims only)."},{"step":4,"title":"Cite methodology","href":"/api/methodology","why":"Required when publishing a Depot Pick citation."},{"step":5,"title":"Grab badge SVG","href":"/api/badge?type=depot-pick&jtbd=a2a-agent-discovery","why":"Embed in README / agent passport."},{"step":6,"title":"Post production insight","method":"POST","href":"/api/insights","why":"Unverified until curated; never auto-mutates official scores."}],"honesty":["Do not invent scores or benches.","Insights are claims until curated/reviewed; they never silently mutate official scores.","lockInRisk higher = more lock-in (worse).","normalizedUsdPerMillionTokens is set only for a single sourced token row. Otherwise null, with a machine-readable reason. 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Self-host fallback listed for this job: A2A protocol.","migrationReason":null,"derivedFrom":"stored lockInRisk scores, provider tags (oss, self-host, openai-compat, open-models), free rows that list this job, and verbatim provider notes. No migration guide was invented."}},"citation":{"text":"Agent Provider Depot (v0.12.152), Depot Pick for a2a-agent-discovery: aws-agent-registry, scores as of 2026-09-14, retrieved 2026-10-27. https://getagentdepot.com/jtbds/a2a-agent-discovery","markdown":"[Agent Provider Depot](https://getagentdepot.com/jtbds/a2a-agent-discovery) (v0.12.152) — Depot Pick for `a2a-agent-discovery`: **aws-agent-registry** (scores as of 2026-09-14, retrieved 2026-10-27)","fields":{"publisher":"Agent Provider Depot","version":"0.12.152","role":"depot_pick","jtbdId":"a2a-agent-discovery","providerId":"aws-agent-registry","scoreAsOf":"2026-09-14","retrievedOn":"2026-10-27","page":"https://getagentdepot.com/jtbds/a2a-agent-discovery","api":"https://getagentdepot.com/api/decide?jtbd=a2a-agent-discovery"},"howToCite":"Cite Depot as an editorial, dated recommendation, not a benchmark: name the job, the Depot Pick (or runner-up), the score asOf date and the day you retrieved it, and link the job page. Format: “Agent Provider Depot (v{version}), Depot Pick for {jobId}: {providerId}, scores as of {scoreAsOf}, retrieved {retrievedOn}. {baseUrl}/jtbds/{jobId}”. Quote prices only with their own sourceUrl and asOf. If the pick's score is stale (freshness.pick.score.stale), say so."},"freshness":{"pick":{"score":{"asOf":"2026-09-14","ageDays":43,"stale":true,"staleAfterDays":30,"reason":null},"lastReviewed":{"asOf":"2026-09-14","ageDays":43,"stale":true,"staleAfterDays":30,"reason":null},"sourceCheck":{"checkedAt":"2026-10-27","sourceUrls":2,"sourcesReachable":2,"pricingRows":0,"pricingRowsReconfirmed":0,"note":"A source re-check confirms the page is reachable and, for pricing rows, that the stored amount and SKU name appear on it. It does not re-derive or change the score.","reason":null}},"scoreAsOf":"2026-09-14","editorialPriorAsOf":"2026-09-14","pricingLastVerifiedAt":"2026-10-27","pickLastReviewed":"2026-09-14","runnersUpScoreAsOf":["2026-09-14","2026-09-14","2026-09-14","2026-09-14"],"contractAsOf":"2026-10-03","pricingShape":"prose_notes_only","normalizedUsdPerMillionTokens":null,"normalizationStatus":"unavailable","normalizationReason":"no_sourced_price"},"pricingContract":{"normalizedUsdPerMillionTokens":null,"normalizationStatus":"unavailable","normalizationReason":"no_sourced_price","shape":"prose_notes_only","filterable":false,"priceSortEligible":false,"priceSortKeyUsdPerMillionInputTokens":null,"rows":[],"notesExcerpt":"As of 2026-09-14 (aws.amazon.com/bedrock/agentcore/pricing): AWS Agent Registry — first 5k records/mo free, then $0.40/1k records; Search API first 1M free then $0.020/1k; List+Get first 2M free then $0.004/1k. Catalogs MCP servers, A2A agent cards, skills, custom JSON. 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See research/gaps.md."},"links":{"jtbd":"/jtbds/a2a-agent-discovery","jtbdApi":"/api/jtbds/a2a-agent-discovery","leaderboard":"/api/leaderboards?jtbd=a2a-agent-discovery","methodology":"/api/methodology","badge":"/api/badge?type=depot-pick&jtbd=a2a-agent-discovery","decide":"/api/decide?jtbd=a2a-agent-discovery","humanPage":"/jtbds/a2a-agent-discovery","alternatives":"/api/alternatives?provider=aws-agent-registry","canonical":"/api/canonical","quote":"/api/quote?jtbd=a2a-agent-discovery","falsify":"/api/falsify?jtbd=a2a-agent-discovery"},"constraintBundle":{"task":null,"jtbd":"a2a-agent-discovery","quotaExhausted":[],"degraded":[],"healthy":[],"budgetUsd":null,"maxLatencyMs":null,"region":null,"privacy":null,"exit":[],"existing":[]},"stackContext":{"host":null,"framework":null,"repo":null,"lang":null,"existing":[],"volume":null,"sender":null,"detectedFromTask":[]},"keep":null,"contextAdvice":null,"communityFeedback":{"pickOnThisJob":{"failed":0,"degraded":0,"worked":0,"insights":0,"withVerifiedReceipt":0,"failureModes":{},"latestAt":null,"note":"Agent-reported claims (unverified unless a receipt is verified by Depot's re-check). 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