{
  "schema_version": "1.0.0",
  "verification_stage_contract": "bounded-workflow-v2",
  "entity_id": "gh:aws/bedrock-agentcore-sdk-python",
  "points": [
    {
      "id": "gh:aws/bedrock-agentcore-sdk-python",
      "score": 8.6,
      "popularity": 0.0,
      "stars": null,
      "momentum": 9.0,
      "score_components": {
        "usefulness": 9.0,
        "novelty": 8.0,
        "momentum": 9.0,
        "maturity": 6.7,
        "open_source_build_quality": 8.4,
        "evidence": 7.2,
        "commercial_workflow_potential": 9.3,
        "setup_ease": 8.8
      },
      "tier": "Gold",
      "verdict": "try_now",
      "risk": "low",
      "verification_stage": "discovered",
      "pricing_fingerprint": null,
      "pricing_summary": null,
      "pricing_facts": [],
      "pricing_checked_at": null,
      "pricing_stale": null,
      "version": null,
      "last_release_at": null,
      "last_release_url": null,
      "maintenance_status": "not_recorded",
      "integration_fingerprint": null,
      "integration_count": 0,
      "integrations": [],
      "source_observed_at": null,
      "observation_source_url": null,
      "observation_extractor_version": null,
      "observation_refs": {},
      "observed_fields": [
        "momentum",
        "popularity",
        "risk",
        "score",
        "score_components",
        "tier",
        "verdict"
      ],
      "date": "2026-07-08"
    },
    {
      "id": "gh:aws/bedrock-agentcore-sdk-python",
      "score": 8.6,
      "popularity": 0.0,
      "stars": null,
      "momentum": 9.0,
      "score_components": {
        "usefulness": 9.0,
        "novelty": 8.0,
        "momentum": 9.0,
        "maturity": 6.7,
        "open_source_build_quality": 8.4,
        "evidence": 7.2,
        "commercial_workflow_potential": 9.3,
        "setup_ease": 8.8
      },
      "tier": "Gold",
      "verdict": "try_now",
      "risk": "low",
      "verification_stage": "discovered",
      "pricing_fingerprint": null,
      "pricing_summary": null,
      "pricing_facts": [],
      "pricing_checked_at": null,
      "pricing_stale": null,
      "version": null,
      "last_release_at": null,
      "last_release_url": null,
      "maintenance_status": "not_recorded",
      "integration_fingerprint": null,
      "integration_count": 0,
      "integrations": [],
      "source_observed_at": null,
      "observation_source_url": null,
      "observation_extractor_version": null,
      "observation_refs": {},
      "observed_fields": [
        "momentum",
        "popularity",
        "risk",
        "score",
        "score_components",
        "tier",
        "verdict"
      ],
      "date": "2026-07-09"
    },
    {
      "id": "gh:aws/bedrock-agentcore-sdk-python",
      "score": 8.6,
      "popularity": 0.0,
      "stars": null,
      "momentum": 9.0,
      "score_components": {
        "usefulness": 9.0,
        "novelty": 8.0,
        "momentum": 9.0,
        "maturity": 6.7,
        "open_source_build_quality": 8.4,
        "evidence": 7.2,
        "commercial_workflow_potential": 9.3,
        "setup_ease": 8.8
      },
      "tier": "Gold",
      "verdict": "try_now",
      "risk": "low",
      "verification_stage": "discovered",
      "pricing_fingerprint": null,
      "pricing_summary": null,
      "pricing_facts": [],
      "pricing_checked_at": null,
      "pricing_stale": null,
      "version": null,
      "last_release_at": null,
      "last_release_url": null,
      "maintenance_status": "not_recorded",
      "integration_fingerprint": null,
      "integration_count": 0,
      "integrations": [],
      "source_observed_at": null,
      "observation_source_url": null,
      "observation_extractor_version": null,
      "observation_refs": {},
      "observed_fields": [
        "momentum",
        "popularity",
        "risk",
        "score",
        "score_components",
        "tier",
        "verdict"
      ],
      "date": "2026-07-10"
    },
    {
      "id": "gh:aws/bedrock-agentcore-sdk-python",
      "score": 8.6,
      "popularity": 0.0,
      "stars": null,
      "momentum": 9.0,
      "score_components": {
        "usefulness": 9.0,
        "novelty": 8.0,
        "momentum": 9.0,
        "maturity": 6.7,
        "open_source_build_quality": 8.4,
        "evidence": 7.2,
        "commercial_workflow_potential": 9.3,
        "setup_ease": 8.8
      },
      "tier": "Gold",
      "verdict": "try_now",
      "risk": "low",
      "verification_stage": "discovered",
      "pricing_fingerprint": null,
      "pricing_summary": null,
      "pricing_facts": [],
      "pricing_checked_at": null,
      "pricing_stale": null,
      "version": null,
      "last_release_at": null,
      "last_release_url": null,
      "maintenance_status": "not_recorded",
      "integration_fingerprint": null,
      "integration_count": 0,
      "integrations": [],
      "source_observed_at": null,
      "observation_source_url": null,
      "observation_extractor_version": null,
      "observation_refs": {},
      "observed_fields": [
        "momentum",
        "popularity",
        "risk",
        "score",
        "score_components",
        "tier",
        "verdict"
      ],
      "date": "2026-07-11"
    },
    {
      "id": "gh:aws/bedrock-agentcore-sdk-python",
      "score": 8.6,
      "popularity": 0.0,
      "stars": null,
      "momentum": 9.0,
      "score_components": {
        "usefulness": 9.0,
        "novelty": 8.0,
        "momentum": 9.0,
        "maturity": 6.7,
        "open_source_build_quality": 8.4,
        "evidence": 7.2,
        "commercial_workflow_potential": 9.3,
        "setup_ease": 8.8
      },
      "tier": "Gold",
      "verdict": "try_now",
      "risk": "low",
      "verification_stage": "discovered",
      "pricing_fingerprint": null,
      "pricing_summary": null,
      "pricing_facts": [],
      "pricing_checked_at": null,
      "pricing_stale": null,
      "version": null,
      "last_release_at": null,
      "last_release_url": null,
      "maintenance_status": "not_recorded",
      "integration_fingerprint": null,
      "integration_count": 0,
      "integrations": [],
      "source_observed_at": null,
      "observation_source_url": null,
      "observation_extractor_version": null,
      "observation_refs": {},
      "observed_fields": [
        "momentum",
        "popularity",
        "risk",
        "score",
        "score_components",
        "tier",
        "verdict"
      ],
      "date": "2026-07-12"
    },
    {
      "id": "gh:aws/bedrock-agentcore-sdk-python",
      "score": 8.6,
      "popularity": 0.0,
      "stars": null,
      "momentum": 9.0,
      "score_components": {
        "usefulness": 9.0,
        "novelty": 8.0,
        "momentum": 9.0,
        "maturity": 6.7,
        "open_source_build_quality": 8.4,
        "evidence": 7.2,
        "commercial_workflow_potential": 9.3,
        "setup_ease": 8.8
      },
      "tier": "Gold",
      "verdict": "try_now",
      "risk": "low",
      "verification_stage": "discovered",
      "pricing_fingerprint": null,
      "pricing_summary": null,
      "pricing_facts": [],
      "pricing_checked_at": null,
      "pricing_stale": null,
      "version": null,
      "last_release_at": null,
      "last_release_url": null,
      "maintenance_status": "not_recorded",
      "integration_fingerprint": null,
      "integration_count": 0,
      "integrations": [],
      "source_observed_at": null,
      "observation_source_url": null,
      "observation_extractor_version": null,
      "observation_refs": {},
      "observed_fields": [
        "momentum",
        "popularity",
        "risk",
        "score",
        "score_components",
        "tier",
        "verdict"
      ],
      "date": "2026-07-13"
    },
    {
      "id": "gh:aws/bedrock-agentcore-sdk-python",
      "score": 8.6,
      "popularity": 0.0,
      "stars": 742,
      "momentum": 9.0,
      "score_components": {
        "usefulness": 9.0,
        "novelty": 8.0,
        "momentum": 9.0,
        "maturity": 6.7,
        "open_source_build_quality": 8.4,
        "evidence": 7.2,
        "commercial_workflow_potential": 9.3,
        "setup_ease": 8.8
      },
      "tier": "Gold",
      "verdict": "try_now",
      "risk": "low",
      "verification_stage": "discovered",
      "pricing_fingerprint": null,
      "pricing_summary": null,
      "pricing_facts": [],
      "pricing_checked_at": null,
      "pricing_stale": null,
      "version": "v1.18.0",
      "last_release_at": "2026-07-10T18:25:25Z",
      "last_release_url": "https://github.com/aws/bedrock-agentcore-sdk-python/releases/tag/v1.18.0",
      "maintenance_status": "active",
      "integration_fingerprint": null,
      "integration_count": 0,
      "integrations": [],
      "source_observed_at": "2026-07-13T12:11:00.324497Z",
      "observation_source_url": "https://api.github.com/graphql",
      "observation_extractor_version": "github-observer-v1",
      "observation_refs": {
        "stars": "obs_84a558c511595cd474ed54ba",
        "version": "obs_7a4db67fd377db3ae13bc2d6",
        "last_release_at": "obs_f5abdbf2b8198cb1505ccb45",
        "last_release_url": "obs_fa9d3b56a026de9699f532fb",
        "pushed_at": "obs_cf95cb7119b234d172859a56",
        "archived": "obs_0135a7ff958548cc374af019",
        "default_branch": "obs_3e28123a642faa23642d12f7",
        "default_branch_updated_at": "obs_b708152fab6f258b36c4646f",
        "maintenance_status": "obs_293d48bfb02c2fede3a62361",
        "momentum": "obs_dad04e70211f89a6c60657b8"
      },
      "observed_fields": [
        "integration_count",
        "integration_fingerprint",
        "integrations",
        "last_release_at",
        "maintenance_status",
        "momentum",
        "popularity",
        "pricing_checked_at",
        "pricing_facts",
        "pricing_fingerprint",
        "pricing_stale",
        "pricing_summary",
        "risk",
        "score",
        "score_components",
        "stars",
        "tier",
        "verdict",
        "verification_stage",
        "version"
      ],
      "date": "2026-07-14"
    },
    {
      "id": "gh:aws/bedrock-agentcore-sdk-python",
      "score": 8.6,
      "popularity": 0.0,
      "stars": 743,
      "momentum": 9.0,
      "score_components": {
        "usefulness": 9.0,
        "novelty": 8.0,
        "momentum": 9.0,
        "maturity": 6.7,
        "open_source_build_quality": 8.4,
        "evidence": 7.2,
        "commercial_workflow_potential": 9.3,
        "setup_ease": 8.8
      },
      "tier": "Gold",
      "verdict": "try_now",
      "risk": "low",
      "verification_stage": "discovered",
      "pricing_fingerprint": null,
      "pricing_summary": null,
      "pricing_facts": [],
      "pricing_checked_at": null,
      "pricing_stale": null,
      "version": "v1.18.0",
      "last_release_at": "2026-07-10T18:25:25Z",
      "last_release_url": "https://github.com/aws/bedrock-agentcore-sdk-python/releases/tag/v1.18.0",
      "maintenance_status": "active",
      "integration_fingerprint": null,
      "integration_count": 0,
      "integrations": [],
      "source_observed_at": "2026-07-17T12:02:57.061641Z",
      "observation_source_url": "https://api.github.com/graphql",
      "observation_extractor_version": "github-observer-v2",
      "observation_refs": {
        "stars": "obs_0f318912b441a4285b80416b",
        "version": "obs_31d1dfd53119c739a04038a7",
        "last_release_at": "obs_2a34b5de6e751338c60dbb02",
        "last_release_url": "obs_6adec3eb9deafca9e4122780",
        "pushed_at": "obs_d9644db9153aa38a868433a6",
        "archived": "obs_ddb80f4cd349b1228e2208c3",
        "default_branch": "obs_060683cdb91c51b614a1d032",
        "default_branch_updated_at": "obs_1a406211f1cbaef0bd7ef0cc",
        "maintenance_status": "obs_ad1ba521bddaf5f6f60541a5",
        "momentum": "obs_45370ef8dbd46587853465a2",
        "repository_topics": "obs_91e1447fe1248f9c5eb760e1",
        "integrations": "obs_0932a1b71d3f26090faebac8",
        "integration_fingerprint": "obs_88c021ecf2e405946d4e7c7b",
        "deployment_models": "obs_b88dbf04dcb4bd4307d4bb57",
        "extensibility": "obs_c4815a4d60185e5070e31f19"
      },
      "observed_fields": [
        "integration_count",
        "integration_fingerprint",
        "integrations",
        "last_release_at",
        "maintenance_status",
        "momentum",
        "popularity",
        "pricing_checked_at",
        "pricing_facts",
        "pricing_fingerprint",
        "pricing_stale",
        "pricing_summary",
        "risk",
        "score",
        "score_components",
        "stars",
        "tier",
        "verdict",
        "verification_stage",
        "version"
      ],
      "date": "2026-07-17"
    },
    {
      "id": "gh:aws/bedrock-agentcore-sdk-python",
      "score": 8.6,
      "popularity": 0.0,
      "stars": 743,
      "momentum": 9.0,
      "score_components": {
        "usefulness": 9.0,
        "novelty": 8.0,
        "momentum": 9.0,
        "maturity": 6.7,
        "open_source_build_quality": 8.4,
        "evidence": 7.2,
        "commercial_workflow_potential": 9.3,
        "setup_ease": 8.8
      },
      "tier": "Gold",
      "verdict": "try_now",
      "risk": "low",
      "verification_stage": "discovered",
      "pricing_fingerprint": null,
      "pricing_summary": null,
      "pricing_facts": [],
      "pricing_checked_at": null,
      "pricing_stale": null,
      "version": "v1.18.0",
      "last_release_at": "2026-07-10T18:25:25Z",
      "last_release_url": "https://github.com/aws/bedrock-agentcore-sdk-python/releases/tag/v1.18.0",
      "maintenance_status": "active",
      "integration_fingerprint": null,
      "integration_count": 0,
      "integrations": [],
      "source_observed_at": "2026-07-17T12:02:57.061641Z",
      "observation_source_url": "https://api.github.com/graphql",
      "observation_extractor_version": "github-observer-v2",
      "observation_refs": {
        "stars": "obs_0f318912b441a4285b80416b",
        "version": "obs_31d1dfd53119c739a04038a7",
        "last_release_at": "obs_2a34b5de6e751338c60dbb02",
        "last_release_url": "obs_6adec3eb9deafca9e4122780",
        "pushed_at": "obs_d9644db9153aa38a868433a6",
        "archived": "obs_ddb80f4cd349b1228e2208c3",
        "default_branch": "obs_060683cdb91c51b614a1d032",
        "default_branch_updated_at": "obs_1a406211f1cbaef0bd7ef0cc",
        "maintenance_status": "obs_ad1ba521bddaf5f6f60541a5",
        "momentum": "obs_45370ef8dbd46587853465a2",
        "repository_topics": "obs_91e1447fe1248f9c5eb760e1",
        "integrations": "obs_0932a1b71d3f26090faebac8",
        "integration_fingerprint": "obs_88c021ecf2e405946d4e7c7b",
        "deployment_models": "obs_b88dbf04dcb4bd4307d4bb57",
        "extensibility": "obs_c4815a4d60185e5070e31f19"
      },
      "observed_fields": [
        "integration_count",
        "integration_fingerprint",
        "integrations",
        "last_release_at",
        "maintenance_status",
        "momentum",
        "popularity",
        "pricing_checked_at",
        "pricing_facts",
        "pricing_fingerprint",
        "pricing_stale",
        "pricing_summary",
        "risk",
        "score",
        "score_components",
        "stars",
        "tier",
        "verdict",
        "verification_stage",
        "version"
      ],
      "date": "2026-07-18"
    },
    {
      "id": "gh:aws/bedrock-agentcore-sdk-python",
      "score": 8.6,
      "popularity": 0.0,
      "stars": 743,
      "momentum": 9.0,
      "score_components": {
        "usefulness": 9.0,
        "novelty": 8.0,
        "momentum": 9.0,
        "maturity": 6.7,
        "open_source_build_quality": 8.4,
        "evidence": 7.2,
        "commercial_workflow_potential": 9.3,
        "setup_ease": 8.8
      },
      "tier": "Gold",
      "verdict": "try_now",
      "risk": "low",
      "verification_stage": "discovered",
      "pricing_fingerprint": null,
      "pricing_summary": null,
      "pricing_facts": [],
      "pricing_checked_at": null,
      "pricing_stale": null,
      "version": "v1.18.0",
      "last_release_at": "2026-07-10T18:25:25Z",
      "last_release_url": "https://github.com/aws/bedrock-agentcore-sdk-python/releases/tag/v1.18.0",
      "maintenance_status": "active",
      "integration_fingerprint": null,
      "integration_count": 0,
      "integrations": [],
      "source_observed_at": "2026-07-17T12:02:57.061641Z",
      "observation_source_url": "https://api.github.com/graphql",
      "observation_extractor_version": "github-observer-v2",
      "observation_refs": {
        "stars": "obs_0f318912b441a4285b80416b",
        "version": "obs_31d1dfd53119c739a04038a7",
        "last_release_at": "obs_2a34b5de6e751338c60dbb02",
        "last_release_url": "obs_6adec3eb9deafca9e4122780",
        "pushed_at": "obs_d9644db9153aa38a868433a6",
        "archived": "obs_ddb80f4cd349b1228e2208c3",
        "default_branch": "obs_060683cdb91c51b614a1d032",
        "default_branch_updated_at": "obs_1a406211f1cbaef0bd7ef0cc",
        "maintenance_status": "obs_ad1ba521bddaf5f6f60541a5",
        "momentum": "obs_45370ef8dbd46587853465a2",
        "repository_topics": "obs_91e1447fe1248f9c5eb760e1",
        "integrations": "obs_0932a1b71d3f26090faebac8",
        "integration_fingerprint": "obs_88c021ecf2e405946d4e7c7b",
        "deployment_models": "obs_b88dbf04dcb4bd4307d4bb57",
        "extensibility": "obs_c4815a4d60185e5070e31f19"
      },
      "observed_fields": [
        "integration_count",
        "integration_fingerprint",
        "integrations",
        "last_release_at",
        "maintenance_status",
        "momentum",
        "popularity",
        "pricing_checked_at",
        "pricing_facts",
        "pricing_fingerprint",
        "pricing_stale",
        "pricing_summary",
        "risk",
        "score",
        "score_components",
        "stars",
        "tier",
        "verdict",
        "verification_stage",
        "version"
      ],
      "date": "2026-07-19"
    },
    {
      "id": "gh:aws/bedrock-agentcore-sdk-python",
      "score": 8.6,
      "popularity": 0.0,
      "stars": 743,
      "momentum": 9.0,
      "score_components": {
        "usefulness": 9.0,
        "novelty": 8.0,
        "momentum": 9.0,
        "maturity": 6.7,
        "open_source_build_quality": 8.4,
        "evidence": 7.2,
        "commercial_workflow_potential": 9.3,
        "setup_ease": 8.8
      },
      "tier": "Gold",
      "verdict": "try_now",
      "risk": "low",
      "verification_stage": "discovered",
      "pricing_fingerprint": null,
      "pricing_summary": null,
      "pricing_facts": [],
      "pricing_checked_at": null,
      "pricing_stale": null,
      "version": "v1.18.0",
      "last_release_at": "2026-07-10T18:25:25Z",
      "last_release_url": "https://github.com/aws/bedrock-agentcore-sdk-python/releases/tag/v1.18.0",
      "maintenance_status": "active",
      "integration_fingerprint": null,
      "integration_count": 0,
      "integrations": [],
      "source_observed_at": "2026-07-17T12:02:57.061641Z",
      "observation_source_url": "https://api.github.com/graphql",
      "observation_extractor_version": "github-observer-v2",
      "observation_refs": {
        "stars": "obs_0f318912b441a4285b80416b",
        "version": "obs_31d1dfd53119c739a04038a7",
        "last_release_at": "obs_2a34b5de6e751338c60dbb02",
        "last_release_url": "obs_6adec3eb9deafca9e4122780",
        "pushed_at": "obs_d9644db9153aa38a868433a6",
        "archived": "obs_ddb80f4cd349b1228e2208c3",
        "default_branch": "obs_060683cdb91c51b614a1d032",
        "default_branch_updated_at": "obs_1a406211f1cbaef0bd7ef0cc",
        "maintenance_status": "obs_ad1ba521bddaf5f6f60541a5",
        "momentum": "obs_45370ef8dbd46587853465a2",
        "repository_topics": "obs_91e1447fe1248f9c5eb760e1",
        "integrations": "obs_0932a1b71d3f26090faebac8",
        "integration_fingerprint": "obs_88c021ecf2e405946d4e7c7b",
        "deployment_models": "obs_b88dbf04dcb4bd4307d4bb57",
        "extensibility": "obs_c4815a4d60185e5070e31f19"
      },
      "observed_fields": [
        "integration_count",
        "integration_fingerprint",
        "integrations",
        "last_release_at",
        "maintenance_status",
        "momentum",
        "popularity",
        "pricing_checked_at",
        "pricing_facts",
        "pricing_fingerprint",
        "pricing_stale",
        "pricing_summary",
        "risk",
        "score",
        "score_components",
        "stars",
        "tier",
        "verdict",
        "verification_stage",
        "version"
      ],
      "date": "2026-07-20"
    },
    {
      "id": "gh:aws/bedrock-agentcore-sdk-python",
      "score": 8.6,
      "popularity": 0.0,
      "stars": 743,
      "momentum": 9.0,
      "score_components": {
        "usefulness": 9.0,
        "novelty": 8.0,
        "momentum": 9.0,
        "maturity": 6.7,
        "open_source_build_quality": 8.4,
        "evidence": 7.2,
        "commercial_workflow_potential": 9.3,
        "setup_ease": 8.8
      },
      "tier": "Gold",
      "verdict": "try_now",
      "risk": "low",
      "verification_stage": "discovered",
      "pricing_fingerprint": null,
      "pricing_summary": null,
      "pricing_facts": [],
      "pricing_checked_at": null,
      "pricing_stale": null,
      "version": "v1.18.0",
      "last_release_at": "2026-07-10T18:25:25Z",
      "last_release_url": "https://github.com/aws/bedrock-agentcore-sdk-python/releases/tag/v1.18.0",
      "maintenance_status": "active",
      "integration_fingerprint": null,
      "integration_count": 0,
      "integrations": [],
      "source_observed_at": "2026-07-17T12:02:57.061641Z",
      "observation_source_url": "https://api.github.com/graphql",
      "observation_extractor_version": "github-observer-v2",
      "observation_refs": {
        "stars": "obs_0f318912b441a4285b80416b",
        "version": "obs_31d1dfd53119c739a04038a7",
        "last_release_at": "obs_2a34b5de6e751338c60dbb02",
        "last_release_url": "obs_6adec3eb9deafca9e4122780",
        "pushed_at": "obs_d9644db9153aa38a868433a6",
        "archived": "obs_ddb80f4cd349b1228e2208c3",
        "default_branch": "obs_060683cdb91c51b614a1d032",
        "default_branch_updated_at": "obs_1a406211f1cbaef0bd7ef0cc",
        "maintenance_status": "obs_ad1ba521bddaf5f6f60541a5",
        "momentum": "obs_45370ef8dbd46587853465a2",
        "repository_topics": "obs_91e1447fe1248f9c5eb760e1",
        "integrations": "obs_0932a1b71d3f26090faebac8",
        "integration_fingerprint": "obs_88c021ecf2e405946d4e7c7b",
        "deployment_models": "obs_b88dbf04dcb4bd4307d4bb57",
        "extensibility": "obs_c4815a4d60185e5070e31f19"
      },
      "observed_fields": [
        "integration_count",
        "integration_fingerprint",
        "integrations",
        "last_release_at",
        "maintenance_status",
        "momentum",
        "popularity",
        "pricing_checked_at",
        "pricing_facts",
        "pricing_fingerprint",
        "pricing_stale",
        "pricing_summary",
        "risk",
        "score",
        "score_components",
        "stars",
        "tier",
        "verdict",
        "verification_stage",
        "version"
      ],
      "date": "2026-07-21"
    },
    {
      "id": "gh:aws/bedrock-agentcore-sdk-python",
      "score": 8.6,
      "popularity": 0.0,
      "stars": 746,
      "momentum": 9.0,
      "score_components": {
        "usefulness": 9.0,
        "novelty": 8.0,
        "momentum": 9.0,
        "maturity": 6.7,
        "open_source_build_quality": 8.4,
        "evidence": 7.2,
        "commercial_workflow_potential": 9.3,
        "setup_ease": 8.8
      },
      "tier": "Gold",
      "verdict": "try_now",
      "risk": "low",
      "verification_stage": "discovered",
      "pricing_fingerprint": null,
      "pricing_summary": null,
      "pricing_facts": [],
      "pricing_checked_at": null,
      "pricing_stale": null,
      "version": "v1.18.1",
      "last_release_at": "2026-07-17T19:55:58Z",
      "last_release_url": "https://github.com/aws/bedrock-agentcore-sdk-python/releases/tag/v1.18.1",
      "maintenance_status": "active",
      "integration_fingerprint": null,
      "integration_count": 0,
      "integrations": [],
      "source_observed_at": "2026-07-28T10:17:34.274766Z",
      "observation_source_url": "https://api.github.com/graphql",
      "observation_extractor_version": "github-observer-v2",
      "observation_refs": {
        "stars": "obs_b72bbc53423244d7cc538c44",
        "version": "obs_973d674d8d539bce6d9124c9",
        "last_release_at": "obs_a032867a30834e782303cc60",
        "last_release_url": "obs_22c82f8482169acb31245362",
        "pushed_at": "obs_45b1204fe60234593d309984",
        "archived": "obs_82b645552ae7e2fa0474a080",
        "default_branch": "obs_930f8b59903489d22bd1c039",
        "default_branch_updated_at": "obs_ff697ad29b573fdd4dd731ec",
        "maintenance_status": "obs_6f7ebc555d337e634110ce99",
        "momentum": "obs_bfb82bef29ff0527b7681019",
        "repository_topics": "obs_5f49cedef12cdc58bd34a962",
        "integrations": "obs_f9d9a0841bfcd72ebf4ffd70",
        "integration_fingerprint": "obs_346f8c57a83de2e10fb86d95",
        "deployment_models": "obs_9327b866188643965af7399f",
        "extensibility": "obs_b1a6a29d51f317e4a160e547"
      },
      "observed_fields": [
        "integration_count",
        "integration_fingerprint",
        "integrations",
        "last_release_at",
        "maintenance_status",
        "momentum",
        "popularity",
        "pricing_checked_at",
        "pricing_facts",
        "pricing_fingerprint",
        "pricing_stale",
        "pricing_summary",
        "risk",
        "score",
        "score_components",
        "stars",
        "tier",
        "verdict",
        "verification_stage",
        "version"
      ],
      "date": "2026-07-28"
    },
    {
      "id": "gh:aws/bedrock-agentcore-sdk-python",
      "score": 8.6,
      "popularity": 0.0,
      "stars": 747,
      "momentum": 9.3,
      "score_components": {
        "usefulness": 9.0,
        "novelty": 8.0,
        "momentum": 9.0,
        "maturity": 6.7,
        "open_source_build_quality": 8.4,
        "evidence": 7.2,
        "commercial_workflow_potential": 9.3,
        "setup_ease": 8.8
      },
      "tier": "Gold",
      "verdict": "try_now",
      "risk": "low",
      "verification_stage": "discovered",
      "pricing_fingerprint": null,
      "pricing_summary": null,
      "pricing_facts": [],
      "pricing_checked_at": null,
      "pricing_stale": null,
      "version": "v1.19.0",
      "last_release_at": "2026-07-28T19:49:41Z",
      "last_release_url": "https://github.com/aws/bedrock-agentcore-sdk-python/releases/tag/v1.19.0",
      "maintenance_status": "active",
      "integration_fingerprint": null,
      "integration_count": 0,
      "integrations": [],
      "source_observed_at": "2026-07-29T10:17:05.832710Z",
      "observation_source_url": "https://api.github.com/graphql",
      "observation_extractor_version": "github-observer-v2",
      "observation_refs": {
        "stars": "obs_f4659b603de90987779f3f76",
        "version": "obs_e8ce879edafe9262784fbc16",
        "last_release_at": "obs_0f3e4bff024136c20b7c5529",
        "last_release_url": "obs_1fa464b29b188b6b5174cc93",
        "pushed_at": "obs_ef7e1bc0d2e1669457c4d619",
        "archived": "obs_09c0e3abadec9c68f8536390",
        "default_branch": "obs_af301e2ce92449efc68f25be",
        "default_branch_updated_at": "obs_b272a31b4b311f0949b55f2d",
        "maintenance_status": "obs_175d1561ccb9d08014735713",
        "momentum": "obs_f6349e96ee8280387c842442",
        "repository_topics": "obs_fe1c624a4c6b479e8a2bfa36",
        "integrations": "obs_853de7294a317f390a749420",
        "integration_fingerprint": "obs_5ca10aba5b4308aa41984797",
        "deployment_models": "obs_22ece67062239461ca3661ca",
        "extensibility": "obs_4daed72a90e2d370a83ec581"
      },
      "observed_fields": [
        "integration_count",
        "integration_fingerprint",
        "integrations",
        "last_release_at",
        "maintenance_status",
        "momentum",
        "popularity",
        "pricing_checked_at",
        "pricing_facts",
        "pricing_fingerprint",
        "pricing_stale",
        "pricing_summary",
        "risk",
        "score",
        "score_components",
        "stars",
        "tier",
        "verdict",
        "verification_stage",
        "version"
      ],
      "date": "2026-07-29"
    },
    {
      "id": "gh:aws/bedrock-agentcore-sdk-python",
      "score": 8.6,
      "popularity": 0.0,
      "stars": null,
      "momentum": 9.0,
      "score_components": {
        "usefulness": 9.0,
        "novelty": 8.0,
        "momentum": 9.0,
        "maturity": 6.7,
        "open_source_build_quality": 8.4,
        "evidence": 7.2,
        "commercial_workflow_potential": 9.3,
        "setup_ease": 8.8
      },
      "tier": "Gold",
      "verdict": "try_now",
      "risk": "low",
      "verification_stage": "discovered",
      "pricing_fingerprint": null,
      "pricing_summary": null,
      "pricing_facts": [],
      "pricing_checked_at": null,
      "pricing_stale": null,
      "version": null,
      "last_release_at": null,
      "last_release_url": null,
      "maintenance_status": "not_recorded",
      "integration_fingerprint": null,
      "integration_count": 0,
      "integrations": [],
      "source_observed_at": null,
      "observation_source_url": null,
      "observation_extractor_version": null,
      "observation_refs": {},
      "observed_fields": [
        "momentum",
        "popularity",
        "risk",
        "score",
        "score_components",
        "tier",
        "verdict"
      ],
      "date": "2026-07-30"
    },
    {
      "id": "gh:aws/bedrock-agentcore-sdk-python",
      "score": 8.6,
      "popularity": 0.0,
      "stars": null,
      "momentum": 9.0,
      "score_components": {
        "usefulness": 9.0,
        "novelty": 8.0,
        "momentum": 9.0,
        "maturity": 6.7,
        "open_source_build_quality": 8.4,
        "evidence": 7.2,
        "commercial_workflow_potential": 9.3,
        "setup_ease": 8.8
      },
      "tier": "Gold",
      "verdict": "try_now",
      "risk": "low",
      "verification_stage": "discovered",
      "pricing_fingerprint": null,
      "pricing_summary": null,
      "pricing_facts": [],
      "pricing_checked_at": null,
      "pricing_stale": null,
      "version": null,
      "last_release_at": null,
      "last_release_url": null,
      "maintenance_status": "not_recorded",
      "integration_fingerprint": null,
      "integration_count": 0,
      "integrations": [],
      "source_observed_at": null,
      "observation_source_url": null,
      "observation_extractor_version": null,
      "observation_refs": {},
      "observed_fields": [
        "momentum",
        "popularity",
        "risk",
        "score",
        "score_components",
        "tier",
        "verdict"
      ],
      "date": "2026-07-31"
    },
    {
      "id": "gh:aws/bedrock-agentcore-sdk-python",
      "score": 8.6,
      "popularity": 0.0,
      "stars": 748,
      "momentum": 9.0,
      "score_components": {
        "usefulness": 9.0,
        "novelty": 8.0,
        "momentum": 9.0,
        "maturity": 6.7,
        "open_source_build_quality": 8.4,
        "evidence": 7.2,
        "commercial_workflow_potential": 9.3,
        "setup_ease": 8.8
      },
      "tier": "Gold",
      "verdict": "try_now",
      "risk": "low",
      "verification_stage": "discovered",
      "pricing_fingerprint": null,
      "pricing_summary": null,
      "pricing_facts": [],
      "pricing_checked_at": null,
      "pricing_stale": null,
      "version": "v1.19.0",
      "last_release_at": "2026-07-28T19:49:41Z",
      "last_release_url": "https://github.com/aws/bedrock-agentcore-sdk-python/releases/tag/v1.19.0",
      "maintenance_status": "active",
      "integration_fingerprint": null,
      "integration_count": 0,
      "integrations": [],
      "source_observed_at": "2026-08-01T10:17:36.135498Z",
      "observation_source_url": "https://api.github.com/graphql",
      "observation_extractor_version": "github-observer-v2",
      "observation_refs": {
        "stars": "obs_c6e42ff10f0d54271790a062",
        "version": "obs_36b0dc8e09943fd68e14e8e3",
        "last_release_at": "obs_4d9494c0cca5b656b5717fd2",
        "last_release_url": "obs_25fad198cfb401b513f5c0d4",
        "pushed_at": "obs_142699e7520c2732dddc67eb",
        "archived": "obs_019f01658f378174192ffd57",
        "default_branch": "obs_9ce838ccb3ffe648d6f2691f",
        "default_branch_updated_at": "obs_c6a8dfb1627592d1b2a1c4f2",
        "maintenance_status": "obs_6ab3575e0898b07a81ee3054",
        "momentum": "obs_85da782e35b5049544105619",
        "repository_topics": "obs_146f310081796b6d6385800b",
        "integrations": "obs_e047d733dff1c41c9b0fb428",
        "integration_fingerprint": "obs_be24c66dbd2aeba1b94eaeb9",
        "deployment_models": "obs_1050fd700c4289957053f72e",
        "extensibility": "obs_816d8379cfd00738bcc80d96"
      },
      "observed_fields": [
        "integration_count",
        "integration_fingerprint",
        "integrations",
        "last_release_at",
        "maintenance_status",
        "momentum",
        "popularity",
        "pricing_checked_at",
        "pricing_facts",
        "pricing_fingerprint",
        "pricing_stale",
        "pricing_summary",
        "risk",
        "score",
        "score_components",
        "stars",
        "tier",
        "verdict",
        "verification_stage",
        "version"
      ],
      "date": "2026-08-01"
    },
    {
      "id": "gh:aws/bedrock-agentcore-sdk-python",
      "score": 8.6,
      "popularity": 0.0,
      "stars": 748,
      "momentum": 9.0,
      "score_components": {
        "usefulness": 9.0,
        "novelty": 8.0,
        "momentum": 9.0,
        "maturity": 6.7,
        "open_source_build_quality": 8.4,
        "evidence": 7.2,
        "commercial_workflow_potential": 9.3,
        "setup_ease": 8.8
      },
      "tier": "Gold",
      "verdict": "try_now",
      "risk": "low",
      "verification_stage": "discovered",
      "pricing_fingerprint": null,
      "pricing_summary": null,
      "pricing_facts": [],
      "pricing_checked_at": null,
      "pricing_stale": null,
      "version": "v1.19.0",
      "last_release_at": "2026-07-28T19:49:41Z",
      "last_release_url": "https://github.com/aws/bedrock-agentcore-sdk-python/releases/tag/v1.19.0",
      "maintenance_status": "active",
      "integration_fingerprint": null,
      "integration_count": 0,
      "integrations": [],
      "source_observed_at": "2026-08-02T10:17:50.427312Z",
      "observation_source_url": "https://api.github.com/graphql",
      "observation_extractor_version": "github-observer-v2",
      "observation_refs": {
        "stars": "obs_82e893422dc31a5a4051127c",
        "version": "obs_bc03b55e9adb38cec3786dc9",
        "last_release_at": "obs_1f4a023ddc3bb727e66b9ef8",
        "last_release_url": "obs_0102d9a63ee9cd89222e72c2",
        "pushed_at": "obs_0be79435fd4c1a017af48cc0",
        "archived": "obs_e557d4c20f2722204f0318d3",
        "default_branch": "obs_b8120363c16127713092440f",
        "default_branch_updated_at": "obs_e0969cf83d7b65f8c1799e0b",
        "maintenance_status": "obs_46745d9d99980629468b9caf",
        "momentum": "obs_2eb10c15573dab68649c4a36",
        "repository_topics": "obs_545f1f2ea552513304844e2c",
        "integrations": "obs_e8061d7008fed93de7f01e26",
        "integration_fingerprint": "obs_84aafb3c5bbd35daabedaaf3",
        "deployment_models": "obs_2b17eeb6d208648b96dde604",
        "extensibility": "obs_7ce3bda9fde83371a55a0ea4"
      },
      "observed_fields": [
        "integration_count",
        "integration_fingerprint",
        "integrations",
        "last_release_at",
        "maintenance_status",
        "momentum",
        "popularity",
        "pricing_checked_at",
        "pricing_facts",
        "pricing_fingerprint",
        "pricing_stale",
        "pricing_summary",
        "risk",
        "score",
        "score_components",
        "stars",
        "tier",
        "verdict",
        "verification_stage",
        "version"
      ],
      "date": "2026-08-02"
    },
    {
      "id": "gh:aws/bedrock-agentcore-sdk-python",
      "score": 8.6,
      "popularity": 0.0,
      "stars": 748,
      "momentum": 9.0,
      "score_components": {
        "usefulness": 9.0,
        "novelty": 8.0,
        "momentum": 9.0,
        "maturity": 6.7,
        "open_source_build_quality": 8.4,
        "evidence": 7.2,
        "commercial_workflow_potential": 9.3,
        "setup_ease": 8.8
      },
      "tier": "Gold",
      "verdict": "try_now",
      "risk": "low",
      "verification_stage": "discovered",
      "pricing_fingerprint": null,
      "pricing_summary": null,
      "pricing_facts": [],
      "pricing_checked_at": null,
      "pricing_stale": null,
      "version": "v1.19.0",
      "last_release_at": "2026-07-28T19:49:41Z",
      "last_release_url": "https://github.com/aws/bedrock-agentcore-sdk-python/releases/tag/v1.19.0",
      "maintenance_status": "active",
      "integration_fingerprint": null,
      "integration_count": 0,
      "integrations": [],
      "source_observed_at": "2026-08-03T10:18:05.351909Z",
      "observation_source_url": "https://api.github.com/graphql",
      "observation_extractor_version": "github-observer-v2",
      "observation_refs": {
        "stars": "obs_b7a6f571d07663cca7a2fbec",
        "version": "obs_f75a3006c725cfe22b0cffcd",
        "last_release_at": "obs_268380e687e978adee2144e4",
        "last_release_url": "obs_7fa3091e7e8502c149cf0c5c",
        "pushed_at": "obs_f916c56d03df2d6228d00dc0",
        "archived": "obs_da10e17faa30e6f3b7dd5261",
        "default_branch": "obs_3a60076232940ebb2140c1aa",
        "default_branch_updated_at": "obs_8c1bef7ac4d802bd9dd957e5",
        "maintenance_status": "obs_8ac450b6ad1d2d212be5da0f",
        "momentum": "obs_955b95b636823f5bf2261487",
        "repository_topics": "obs_d85881f929143f9335431c7b",
        "integrations": "obs_87240455be6ad675779aad84",
        "integration_fingerprint": "obs_75ef8997f6ef363961a5508d",
        "deployment_models": "obs_4a2415aea7a306c9b3eec651",
        "extensibility": "obs_183ec3f5bebecf0d8b275bf0"
      },
      "observed_fields": [
        "integration_count",
        "integration_fingerprint",
        "integrations",
        "last_release_at",
        "maintenance_status",
        "momentum",
        "popularity",
        "pricing_checked_at",
        "pricing_facts",
        "pricing_fingerprint",
        "pricing_stale",
        "pricing_summary",
        "risk",
        "score",
        "score_components",
        "stars",
        "tier",
        "verdict",
        "verification_stage",
        "version"
      ],
      "date": "2026-08-03"
    },
    {
      "id": "gh:aws/bedrock-agentcore-sdk-python",
      "score": 8.6,
      "popularity": 0.0,
      "stars": 748,
      "momentum": 9.0,
      "score_components": {
        "usefulness": 9.0,
        "novelty": 8.0,
        "momentum": 9.0,
        "maturity": 6.7,
        "open_source_build_quality": 8.4,
        "evidence": 7.2,
        "commercial_workflow_potential": 9.3,
        "setup_ease": 8.8
      },
      "tier": "Gold",
      "verdict": "try_now",
      "risk": "low",
      "verification_stage": "discovered",
      "pricing_fingerprint": null,
      "pricing_summary": null,
      "pricing_facts": [],
      "pricing_checked_at": null,
      "pricing_stale": null,
      "version": "v1.19.0",
      "last_release_at": "2026-07-28T19:49:41Z",
      "last_release_url": "https://github.com/aws/bedrock-agentcore-sdk-python/releases/tag/v1.19.0",
      "maintenance_status": "active",
      "integration_fingerprint": null,
      "integration_count": 0,
      "integrations": [],
      "source_observed_at": "2026-08-03T10:18:05.351909Z",
      "observation_source_url": "https://api.github.com/graphql",
      "observation_extractor_version": "github-observer-v2",
      "observation_refs": {
        "stars": "obs_b7a6f571d07663cca7a2fbec",
        "version": "obs_f75a3006c725cfe22b0cffcd",
        "last_release_at": "obs_268380e687e978adee2144e4",
        "last_release_url": "obs_7fa3091e7e8502c149cf0c5c",
        "pushed_at": "obs_f916c56d03df2d6228d00dc0",
        "archived": "obs_da10e17faa30e6f3b7dd5261",
        "default_branch": "obs_3a60076232940ebb2140c1aa",
        "default_branch_updated_at": "obs_8c1bef7ac4d802bd9dd957e5",
        "maintenance_status": "obs_8ac450b6ad1d2d212be5da0f",
        "momentum": "obs_955b95b636823f5bf2261487",
        "repository_topics": "obs_d85881f929143f9335431c7b",
        "integrations": "obs_87240455be6ad675779aad84",
        "integration_fingerprint": "obs_75ef8997f6ef363961a5508d",
        "deployment_models": "obs_4a2415aea7a306c9b3eec651",
        "extensibility": "obs_183ec3f5bebecf0d8b275bf0"
      },
      "observed_fields": [
        "integration_count",
        "integration_fingerprint",
        "integrations",
        "last_release_at",
        "maintenance_status",
        "momentum",
        "popularity",
        "pricing_checked_at",
        "pricing_facts",
        "pricing_fingerprint",
        "pricing_stale",
        "pricing_summary",
        "risk",
        "score",
        "score_components",
        "stars",
        "tier",
        "verdict",
        "verification_stage",
        "version"
      ],
      "date": "2026-08-04"
    },
    {
      "id": "gh:aws/bedrock-agentcore-sdk-python",
      "score": 8.6,
      "popularity": 0.0,
      "stars": null,
      "momentum": 9.0,
      "score_components": {
        "usefulness": 9.0,
        "novelty": 8.0,
        "momentum": 9.0,
        "maturity": 6.7,
        "open_source_build_quality": 8.4,
        "evidence": 7.2,
        "commercial_workflow_potential": 9.3,
        "setup_ease": 8.8
      },
      "tier": "Gold",
      "verdict": "try_now",
      "risk": "low",
      "verification_stage": "discovered",
      "pricing_fingerprint": null,
      "pricing_summary": null,
      "pricing_facts": [],
      "pricing_checked_at": null,
      "pricing_stale": null,
      "version": null,
      "last_release_at": null,
      "last_release_url": null,
      "maintenance_status": "not_recorded",
      "integration_fingerprint": null,
      "integration_count": 0,
      "integrations": [],
      "source_observed_at": null,
      "observation_source_url": null,
      "observation_extractor_version": null,
      "observation_refs": {},
      "observed_fields": [
        "momentum",
        "popularity",
        "risk",
        "score",
        "score_components",
        "tier",
        "verdict"
      ],
      "date": "2026-08-05"
    },
    {
      "id": "gh:aws/bedrock-agentcore-sdk-python",
      "score": 8.6,
      "popularity": 0.0,
      "stars": null,
      "momentum": 9.0,
      "score_components": {
        "usefulness": 9.0,
        "novelty": 8.0,
        "momentum": 9.0,
        "maturity": 6.7,
        "open_source_build_quality": 8.4,
        "evidence": 7.2,
        "commercial_workflow_potential": 9.3,
        "setup_ease": 8.8
      },
      "tier": "Gold",
      "verdict": "try_now",
      "risk": "low",
      "verification_stage": "discovered",
      "pricing_fingerprint": null,
      "pricing_summary": null,
      "pricing_facts": [],
      "pricing_checked_at": null,
      "pricing_stale": null,
      "version": null,
      "last_release_at": null,
      "last_release_url": null,
      "maintenance_status": "not_recorded",
      "integration_fingerprint": null,
      "integration_count": 0,
      "integrations": [],
      "source_observed_at": null,
      "observation_source_url": null,
      "observation_extractor_version": null,
      "observation_refs": {},
      "observed_fields": [
        "momentum",
        "popularity",
        "risk",
        "score",
        "score_components",
        "tier",
        "verdict"
      ],
      "date": "2026-08-06"
    },
    {
      "id": "gh:aws/bedrock-agentcore-sdk-python",
      "score": 8.6,
      "popularity": 0.0,
      "stars": 748,
      "momentum": 9.0,
      "score_components": {
        "usefulness": 9.0,
        "novelty": 8.0,
        "momentum": 9.0,
        "maturity": 6.7,
        "open_source_build_quality": 8.4,
        "evidence": 7.2,
        "commercial_workflow_potential": 9.3,
        "setup_ease": 8.8
      },
      "tier": "Gold",
      "verdict": "try_now",
      "risk": "low",
      "verification_stage": "discovered",
      "pricing_fingerprint": null,
      "pricing_summary": null,
      "pricing_facts": [],
      "pricing_checked_at": null,
      "pricing_stale": null,
      "version": "v1.19.0",
      "last_release_at": "2026-07-28T19:49:41Z",
      "last_release_url": "https://github.com/aws/bedrock-agentcore-sdk-python/releases/tag/v1.19.0",
      "maintenance_status": "active",
      "integration_fingerprint": null,
      "integration_count": 0,
      "integrations": [],
      "source_observed_at": "2026-08-03T10:18:05.351909Z",
      "observation_source_url": "https://api.github.com/graphql",
      "observation_extractor_version": "github-observer-v2",
      "observation_refs": {
        "stars": "obs_b7a6f571d07663cca7a2fbec",
        "version": "obs_f75a3006c725cfe22b0cffcd",
        "last_release_at": "obs_268380e687e978adee2144e4",
        "last_release_url": "obs_7fa3091e7e8502c149cf0c5c",
        "pushed_at": "obs_f916c56d03df2d6228d00dc0",
        "archived": "obs_da10e17faa30e6f3b7dd5261",
        "default_branch": "obs_3a60076232940ebb2140c1aa",
        "default_branch_updated_at": "obs_8c1bef7ac4d802bd9dd957e5",
        "maintenance_status": "obs_8ac450b6ad1d2d212be5da0f",
        "momentum": "obs_955b95b636823f5bf2261487",
        "repository_topics": "obs_d85881f929143f9335431c7b",
        "integrations": "obs_87240455be6ad675779aad84",
        "integration_fingerprint": "obs_75ef8997f6ef363961a5508d",
        "deployment_models": "obs_4a2415aea7a306c9b3eec651",
        "extensibility": "obs_183ec3f5bebecf0d8b275bf0"
      },
      "observed_fields": [
        "integration_count",
        "integration_fingerprint",
        "integrations",
        "last_release_at",
        "maintenance_status",
        "momentum",
        "popularity",
        "pricing_checked_at",
        "pricing_facts",
        "pricing_fingerprint",
        "pricing_stale",
        "pricing_summary",
        "risk",
        "score",
        "score_components",
        "stars",
        "tier",
        "verdict",
        "verification_stage",
        "version"
      ],
      "date": "2026-08-07"
    },
    {
      "id": "gh:aws/bedrock-agentcore-sdk-python",
      "score": 8.6,
      "popularity": 0.0,
      "stars": 750,
      "momentum": 9.0,
      "score_components": {
        "usefulness": 9.0,
        "novelty": 8.0,
        "momentum": 9.0,
        "maturity": 6.7,
        "open_source_build_quality": 8.4,
        "evidence": 7.2,
        "commercial_workflow_potential": 9.3,
        "setup_ease": 8.8
      },
      "tier": "Gold",
      "verdict": "try_now",
      "risk": "low",
      "verification_stage": "discovered",
      "pricing_fingerprint": null,
      "pricing_summary": null,
      "pricing_facts": [],
      "pricing_checked_at": null,
      "pricing_stale": null,
      "version": "v1.21.0",
      "last_release_at": "2026-08-06T14:48:20Z",
      "last_release_url": "https://github.com/aws/bedrock-agentcore-sdk-python/releases/tag/v1.21.0",
      "maintenance_status": "active",
      "integration_fingerprint": null,
      "integration_count": 0,
      "integrations": [],
      "source_observed_at": "2026-08-08T10:17:54.011012Z",
      "observation_source_url": "https://api.github.com/graphql",
      "observation_extractor_version": "github-observer-v2",
      "observation_refs": {
        "stars": "obs_4da75eaf28f3e426239bf93f",
        "version": "obs_d13ec68384e842bb9130a0ba",
        "last_release_at": "obs_dee2f4bba07c888ed6aa817e",
        "last_release_url": "obs_14a74ecd07b1a233330d8156",
        "pushed_at": "obs_14cd6f888b1653653be146fc",
        "archived": "obs_2586521582fc2e03e2968604",
        "default_branch": "obs_438dc5057f6946d7b83262c2",
        "default_branch_updated_at": "obs_e0f926a849f076918d4fbb78",
        "maintenance_status": "obs_735e812d391139bb421e9648",
        "momentum": "obs_1123515f43ef5a888052a0c6",
        "repository_topics": "obs_9f03d119e6a88deb0b72ba37",
        "integrations": "obs_f414e773c3752c02e3de0f85",
        "integration_fingerprint": "obs_8ea3b38f84953de105b7f0b0",
        "deployment_models": "obs_e3a723c14facc62687db9328",
        "extensibility": "obs_a6c0cafee7012efdcac23b70"
      },
      "observed_fields": [
        "integration_count",
        "integration_fingerprint",
        "integrations",
        "last_release_at",
        "maintenance_status",
        "momentum",
        "popularity",
        "pricing_checked_at",
        "pricing_facts",
        "pricing_fingerprint",
        "pricing_stale",
        "pricing_summary",
        "risk",
        "score",
        "score_components",
        "stars",
        "tier",
        "verdict",
        "verification_stage",
        "version"
      ],
      "date": "2026-08-08"
    },
    {
      "id": "gh:aws/bedrock-agentcore-sdk-python",
      "score": 8.6,
      "popularity": 0.0,
      "stars": 750,
      "momentum": 9.0,
      "score_components": {
        "usefulness": 9.0,
        "novelty": 8.0,
        "momentum": 9.0,
        "maturity": 6.7,
        "open_source_build_quality": 8.4,
        "evidence": 7.2,
        "commercial_workflow_potential": 9.3,
        "setup_ease": 8.8
      },
      "tier": "Gold",
      "verdict": "try_now",
      "risk": "low",
      "verification_stage": "discovered",
      "pricing_fingerprint": null,
      "pricing_summary": null,
      "pricing_facts": [],
      "pricing_checked_at": null,
      "pricing_stale": null,
      "version": "v1.21.0",
      "last_release_at": "2026-08-06T14:48:20Z",
      "last_release_url": "https://github.com/aws/bedrock-agentcore-sdk-python/releases/tag/v1.21.0",
      "maintenance_status": "active",
      "integration_fingerprint": null,
      "integration_count": 0,
      "integrations": [],
      "source_observed_at": "2026-08-09T10:18:02.987681Z",
      "observation_source_url": "https://api.github.com/graphql",
      "observation_extractor_version": "github-observer-v2",
      "observation_refs": {
        "stars": "obs_08cba567bcaa6bab6f7fda24",
        "version": "obs_82d241ccd2758589d6b359cf",
        "last_release_at": "obs_9ae374d1021234d2994d1378",
        "last_release_url": "obs_48146ce91827b4df561e2d29",
        "pushed_at": "obs_e8fa9f2988d5ef8212679cb0",
        "archived": "obs_180b5f200cabe6b517ea0e5c",
        "default_branch": "obs_56e5fbce9f30902b6059950a",
        "default_branch_updated_at": "obs_16078de125c01387bdf7677e",
        "maintenance_status": "obs_5654749785ad23141526f7e6",
        "momentum": "obs_1b048c54ee2bb03c771d838f",
        "repository_topics": "obs_0e7dfb44c82438afcfb9c737",
        "integrations": "obs_6b5b57a5c0aecf40f046f485",
        "integration_fingerprint": "obs_94300af02ade05678955f6a4",
        "deployment_models": "obs_fb81e0d571d871c4c83d81d6",
        "extensibility": "obs_8a6e875e309602e75e36e0a3"
      },
      "observed_fields": [
        "integration_count",
        "integration_fingerprint",
        "integrations",
        "last_release_at",
        "maintenance_status",
        "momentum",
        "popularity",
        "pricing_checked_at",
        "pricing_facts",
        "pricing_fingerprint",
        "pricing_stale",
        "pricing_summary",
        "risk",
        "score",
        "score_components",
        "stars",
        "tier",
        "verdict",
        "verification_stage",
        "version"
      ],
      "date": "2026-08-09"
    },
    {
      "id": "gh:aws/bedrock-agentcore-sdk-python",
      "score": 8.6,
      "popularity": 0.0,
      "stars": 751,
      "momentum": 9.3,
      "score_components": {
        "usefulness": 9.0,
        "novelty": 8.0,
        "momentum": 9.0,
        "maturity": 6.7,
        "open_source_build_quality": 8.4,
        "evidence": 7.2,
        "commercial_workflow_potential": 9.3,
        "setup_ease": 8.8
      },
      "tier": "Gold",
      "verdict": "try_now",
      "risk": "low",
      "verification_stage": "discovered",
      "pricing_fingerprint": null,
      "pricing_summary": null,
      "pricing_facts": [],
      "pricing_checked_at": null,
      "pricing_stale": null,
      "version": "v1.21.0",
      "last_release_at": "2026-08-06T14:48:20Z",
      "last_release_url": "https://github.com/aws/bedrock-agentcore-sdk-python/releases/tag/v1.21.0",
      "maintenance_status": "active",
      "integration_fingerprint": null,
      "integration_count": 0,
      "integrations": [],
      "source_observed_at": "2026-08-10T10:18:02.453550Z",
      "observation_source_url": "https://api.github.com/graphql",
      "observation_extractor_version": "github-observer-v2",
      "observation_refs": {
        "stars": "obs_5190a3edcdb35f33ffed698d",
        "version": "obs_4997ea7e3de3959b4e19a7d2",
        "last_release_at": "obs_1638984b0ba5e012321a7068",
        "last_release_url": "obs_986da49ce0aca2a6e488848b",
        "pushed_at": "obs_fb2ec1f886b686ed1db8fc9c",
        "archived": "obs_1326a9304edc9cbc80e0393a",
        "default_branch": "obs_c38b79f6e54a21283468260e",
        "default_branch_updated_at": "obs_d3b7356248207364803aa845",
        "maintenance_status": "obs_3a4621f87e604059eb202fd4",
        "momentum": "obs_f2187498690bba04bed09291",
        "repository_topics": "obs_d905a4a65e61b13972158005",
        "integrations": "obs_1270e32a85ecd214edc9b010",
        "integration_fingerprint": "obs_412a4916765559c3cb4f7d0f",
        "deployment_models": "obs_c2dca5755379844f5b282c0a",
        "extensibility": "obs_a79b7e800ab991e8db1b39ee"
      },
      "observed_fields": [
        "integration_count",
        "integration_fingerprint",
        "integrations",
        "last_release_at",
        "maintenance_status",
        "momentum",
        "popularity",
        "pricing_checked_at",
        "pricing_facts",
        "pricing_fingerprint",
        "pricing_stale",
        "pricing_summary",
        "risk",
        "score",
        "score_components",
        "stars",
        "tier",
        "verdict",
        "verification_stage",
        "version"
      ],
      "date": "2026-08-10"
    },
    {
      "id": "gh:aws/bedrock-agentcore-sdk-python",
      "score": 8.6,
      "popularity": 0.0,
      "stars": 751,
      "momentum": 9.0,
      "score_components": {
        "usefulness": 9.0,
        "novelty": 8.0,
        "momentum": 9.0,
        "maturity": 6.7,
        "open_source_build_quality": 8.4,
        "evidence": 7.2,
        "commercial_workflow_potential": 9.3,
        "setup_ease": 8.8
      },
      "tier": "Gold",
      "verdict": "try_now",
      "risk": "low",
      "verification_stage": "discovered",
      "pricing_fingerprint": null,
      "pricing_summary": null,
      "pricing_facts": [],
      "pricing_checked_at": null,
      "pricing_stale": null,
      "version": "v1.21.0",
      "last_release_at": "2026-08-06T14:48:20Z",
      "last_release_url": "https://github.com/aws/bedrock-agentcore-sdk-python/releases/tag/v1.21.0",
      "maintenance_status": "active",
      "integration_fingerprint": null,
      "integration_count": 0,
      "integrations": [],
      "source_observed_at": "2026-08-11T10:17:40.749121Z",
      "observation_source_url": "https://api.github.com/graphql",
      "observation_extractor_version": "github-observer-v2",
      "observation_refs": {
        "stars": "obs_ae9ba8db8c335afb760d09ba",
        "version": "obs_dc0b908de24d2aa7356bd297",
        "last_release_at": "obs_4940e47b685c0ce745799c18",
        "last_release_url": "obs_aae8dbf709ce2a6f7b29ed3f",
        "pushed_at": "obs_4069ba6f443a676cca0d0cc9",
        "archived": "obs_d3d19ac6947a39ac612db94f",
        "default_branch": "obs_25911e719045d8b4ba280bf5",
        "default_branch_updated_at": "obs_58627f51ffb144f3fbb8f249",
        "maintenance_status": "obs_da8c701e8351a1f93d3a481a",
        "momentum": "obs_7906b33cc9c7552103db2d63",
        "repository_topics": "obs_75d19fd19b06bbadee1bc4b5",
        "integrations": "obs_7c8b316a1f570ccb9c69d7f1",
        "integration_fingerprint": "obs_70532522177ef38b5e2d1606",
        "deployment_models": "obs_8cdeb4646fed46c235e13000",
        "extensibility": "obs_6a297f527b376c31cd69f498"
      },
      "observed_fields": [
        "integration_count",
        "integration_fingerprint",
        "integrations",
        "last_release_at",
        "maintenance_status",
        "momentum",
        "popularity",
        "pricing_checked_at",
        "pricing_facts",
        "pricing_fingerprint",
        "pricing_stale",
        "pricing_summary",
        "risk",
        "score",
        "score_components",
        "stars",
        "tier",
        "verdict",
        "verification_stage",
        "version"
      ],
      "date": "2026-08-11"
    },
    {
      "id": "gh:aws/bedrock-agentcore-sdk-python",
      "score": 8.6,
      "popularity": 0.0,
      "stars": 751,
      "momentum": 9.0,
      "score_components": {
        "usefulness": 9.0,
        "novelty": 8.0,
        "momentum": 9.0,
        "maturity": 6.7,
        "open_source_build_quality": 8.4,
        "evidence": 7.2,
        "commercial_workflow_potential": 9.3,
        "setup_ease": 8.8
      },
      "tier": "Gold",
      "verdict": "try_now",
      "risk": "low",
      "verification_stage": "discovered",
      "pricing_fingerprint": null,
      "pricing_summary": null,
      "pricing_facts": [],
      "pricing_checked_at": null,
      "pricing_stale": null,
      "version": "v1.21.0",
      "last_release_at": "2026-08-06T14:48:20Z",
      "last_release_url": "https://github.com/aws/bedrock-agentcore-sdk-python/releases/tag/v1.21.0",
      "maintenance_status": "active",
      "integration_fingerprint": null,
      "integration_count": 0,
      "integrations": [],
      "source_observed_at": "2026-08-12T17:38:47.185822Z",
      "observation_source_url": "https://api.github.com/graphql",
      "observation_extractor_version": "github-observer-v2",
      "observation_refs": {
        "stars": "obs_d1ec7cfb469e79d7315f1894",
        "version": "obs_2451334e8876847aa7803673",
        "last_release_at": "obs_c278df74e8db1c0b93046eec",
        "last_release_url": "obs_79d087269f5a57b39e6c9538",
        "pushed_at": "obs_14ece9af5a598ee5500bdec2",
        "archived": "obs_e0cc33228f93893fafd13757",
        "default_branch": "obs_59e5bf24ec22826c32adee39",
        "default_branch_updated_at": "obs_a52794ae82e27d9095589ddf",
        "maintenance_status": "obs_2ba7461639af4ecdaff2055b",
        "momentum": "obs_17880796003b83ee00a7d5ed",
        "repository_topics": "obs_8e827cdfde8d1cec40b3c782",
        "integrations": "obs_520c6bbde6799898abb4f91d",
        "integration_fingerprint": "obs_88a8ba77525fde0c0ed02d06",
        "deployment_models": "obs_df7dbded49977c3d369c2be8",
        "extensibility": "obs_24aa3f7e38198f639bfb695e"
      },
      "observed_fields": [
        "integration_count",
        "integration_fingerprint",
        "integrations",
        "last_release_at",
        "maintenance_status",
        "momentum",
        "popularity",
        "pricing_checked_at",
        "pricing_facts",
        "pricing_fingerprint",
        "pricing_stale",
        "pricing_summary",
        "risk",
        "score",
        "score_components",
        "stars",
        "tier",
        "verdict",
        "verification_stage",
        "version"
      ],
      "date": "2026-08-12"
    },
    {
      "id": "gh:aws/bedrock-agentcore-sdk-python",
      "score": 8.6,
      "popularity": 0.0,
      "stars": 750,
      "momentum": 8.5,
      "score_components": {
        "usefulness": 9.0,
        "novelty": 8.0,
        "momentum": 9.0,
        "maturity": 6.7,
        "open_source_build_quality": 8.4,
        "evidence": 7.2,
        "commercial_workflow_potential": 9.3,
        "setup_ease": 8.8
      },
      "tier": "Gold",
      "verdict": "try_now",
      "risk": "low",
      "verification_stage": "discovered",
      "pricing_fingerprint": null,
      "pricing_summary": null,
      "pricing_facts": [],
      "pricing_checked_at": null,
      "pricing_stale": null,
      "version": "v1.21.0",
      "last_release_at": "2026-08-06T14:48:20Z",
      "last_release_url": "https://github.com/aws/bedrock-agentcore-sdk-python/releases/tag/v1.21.0",
      "maintenance_status": "active",
      "integration_fingerprint": null,
      "integration_count": 0,
      "integrations": [],
      "source_observed_at": "2026-08-13T19:31:03.163686Z",
      "observation_source_url": "https://api.github.com/graphql",
      "observation_extractor_version": "github-observer-v2",
      "observation_refs": {
        "stars": "obs_fb06ada311d08431ab9c4e34",
        "version": "obs_77bcf2c75da02a8b7e1f7da1",
        "last_release_at": "obs_885533ff53562e021eb6da50",
        "last_release_url": "obs_062c215bb59fa0adf19867cc",
        "pushed_at": "obs_fc54f7de0526e9de100c271f",
        "archived": "obs_384d11579c638db1ddbd2502",
        "default_branch": "obs_efc14eca966686911ddca242",
        "default_branch_updated_at": "obs_2dc6369d836e28e3c05e95cd",
        "maintenance_status": "obs_6337ad0ac72f630e48e8b4cc",
        "momentum": "obs_621f38862991736455b9c0de",
        "repository_topics": "obs_80ffee3295ea4ad7af105a32",
        "integrations": "obs_58ba2b5324c5e06c581b295a",
        "integration_fingerprint": "obs_f3b128b7c5b022552cf8517e",
        "deployment_models": "obs_7edfe9fa1803e46d82febed3",
        "extensibility": "obs_86fbc3cbb17354d711184b67"
      },
      "observed_fields": [
        "integration_count",
        "integration_fingerprint",
        "integrations",
        "last_release_at",
        "maintenance_status",
        "momentum",
        "popularity",
        "pricing_checked_at",
        "pricing_facts",
        "pricing_fingerprint",
        "pricing_stale",
        "pricing_summary",
        "risk",
        "score",
        "score_components",
        "stars",
        "tier",
        "verdict",
        "verification_stage",
        "version"
      ],
      "date": "2026-08-13"
    },
    {
      "id": "gh:aws/bedrock-agentcore-sdk-python",
      "score": 8.6,
      "popularity": 0.0,
      "stars": 750,
      "momentum": 9.0,
      "score_components": {
        "usefulness": 9.0,
        "novelty": 8.0,
        "momentum": 9.0,
        "maturity": 6.7,
        "open_source_build_quality": 8.4,
        "evidence": 7.2,
        "commercial_workflow_potential": 9.3,
        "setup_ease": 8.8
      },
      "tier": "Gold",
      "verdict": "try_now",
      "risk": "low",
      "verification_stage": "discovered",
      "pricing_fingerprint": null,
      "pricing_summary": null,
      "pricing_facts": [],
      "pricing_checked_at": null,
      "pricing_stale": null,
      "version": "v1.21.0",
      "last_release_at": "2026-08-06T14:48:20Z",
      "last_release_url": "https://github.com/aws/bedrock-agentcore-sdk-python/releases/tag/v1.21.0",
      "maintenance_status": "active",
      "integration_fingerprint": null,
      "integration_count": 0,
      "integrations": [],
      "source_observed_at": "2026-08-14T12:38:50.215537Z",
      "observation_source_url": "https://api.github.com/graphql",
      "observation_extractor_version": "github-observer-v2",
      "observation_refs": {
        "stars": "obs_39a9e4dac04317b7d86cdb49",
        "version": "obs_e166b95c4f19c39bfd5487be",
        "last_release_at": "obs_9b5005de7a01bdf0d048b1ad",
        "last_release_url": "obs_4f20a35a755e31a60a483365",
        "pushed_at": "obs_4a8d432ff4dd7d0655ef6089",
        "archived": "obs_3d81fcb4290402453e4e7536",
        "default_branch": "obs_b39223fb5c1097736c25ccdc",
        "default_branch_updated_at": "obs_ce8c5d905fffa61f482619b5",
        "maintenance_status": "obs_398d11aa59459a0911af81ec",
        "momentum": "obs_bcaad8b70977ee8e3792f551",
        "repository_topics": "obs_81233a8c5dd6327e68e54c50",
        "integrations": "obs_d700843a044ee9d7d405af44",
        "integration_fingerprint": "obs_821b382aa444d8f07fcd0cec",
        "deployment_models": "obs_6ff3542b608e661bb9f4193a",
        "extensibility": "obs_07c58d5f1ec7819afc14c68f"
      },
      "observed_fields": [
        "integration_count",
        "integration_fingerprint",
        "integrations",
        "last_release_at",
        "maintenance_status",
        "momentum",
        "popularity",
        "pricing_checked_at",
        "pricing_facts",
        "pricing_fingerprint",
        "pricing_stale",
        "pricing_summary",
        "risk",
        "score",
        "score_components",
        "stars",
        "tier",
        "verdict",
        "verification_stage",
        "version"
      ],
      "date": "2026-08-14"
    },
    {
      "id": "gh:aws/bedrock-agentcore-sdk-python",
      "score": 8.6,
      "popularity": 0.0,
      "stars": 750,
      "momentum": 9.0,
      "score_components": {
        "usefulness": 9.0,
        "novelty": 8.0,
        "momentum": 9.0,
        "maturity": 6.7,
        "open_source_build_quality": 8.4,
        "evidence": 7.2,
        "commercial_workflow_potential": 9.3,
        "setup_ease": 8.8
      },
      "tier": "Gold",
      "verdict": "try_now",
      "risk": "low",
      "verification_stage": "discovered",
      "pricing_fingerprint": null,
      "pricing_summary": null,
      "pricing_facts": [],
      "pricing_checked_at": null,
      "pricing_stale": null,
      "version": "v1.21.0",
      "last_release_at": "2026-08-06T14:48:20Z",
      "last_release_url": "https://github.com/aws/bedrock-agentcore-sdk-python/releases/tag/v1.21.0",
      "maintenance_status": "active",
      "integration_fingerprint": null,
      "integration_count": 0,
      "integrations": [],
      "source_observed_at": "2026-08-14T12:38:50.215537Z",
      "observation_source_url": "https://api.github.com/graphql",
      "observation_extractor_version": "github-observer-v2",
      "observation_refs": {
        "stars": "obs_39a9e4dac04317b7d86cdb49",
        "version": "obs_e166b95c4f19c39bfd5487be",
        "last_release_at": "obs_9b5005de7a01bdf0d048b1ad",
        "last_release_url": "obs_4f20a35a755e31a60a483365",
        "pushed_at": "obs_4a8d432ff4dd7d0655ef6089",
        "archived": "obs_3d81fcb4290402453e4e7536",
        "default_branch": "obs_b39223fb5c1097736c25ccdc",
        "default_branch_updated_at": "obs_ce8c5d905fffa61f482619b5",
        "maintenance_status": "obs_398d11aa59459a0911af81ec",
        "momentum": "obs_bcaad8b70977ee8e3792f551",
        "repository_topics": "obs_81233a8c5dd6327e68e54c50",
        "integrations": "obs_d700843a044ee9d7d405af44",
        "integration_fingerprint": "obs_821b382aa444d8f07fcd0cec",
        "deployment_models": "obs_6ff3542b608e661bb9f4193a",
        "extensibility": "obs_07c58d5f1ec7819afc14c68f"
      },
      "observed_fields": [
        "integration_count",
        "integration_fingerprint",
        "integrations",
        "last_release_at",
        "maintenance_status",
        "momentum",
        "popularity",
        "pricing_checked_at",
        "pricing_facts",
        "pricing_fingerprint",
        "pricing_stale",
        "pricing_summary",
        "risk",
        "score",
        "score_components",
        "stars",
        "tier",
        "verdict",
        "verification_stage",
        "version"
      ],
      "date": "2026-08-15"
    },
    {
      "id": "gh:aws/bedrock-agentcore-sdk-python",
      "score": 8.6,
      "popularity": 0.0,
      "stars": 751,
      "momentum": 9.0,
      "score_components": {
        "usefulness": 9.0,
        "novelty": 8.0,
        "momentum": 9.0,
        "maturity": 6.7,
        "open_source_build_quality": 8.4,
        "evidence": 7.2,
        "commercial_workflow_potential": 9.3,
        "setup_ease": 8.8
      },
      "tier": "Gold",
      "verdict": "try_now",
      "risk": "low",
      "verification_stage": "discovered",
      "pricing_fingerprint": null,
      "pricing_summary": null,
      "pricing_facts": [],
      "pricing_checked_at": null,
      "pricing_stale": null,
      "version": "v1.21.0",
      "last_release_at": "2026-08-06T14:48:20Z",
      "last_release_url": "https://github.com/aws/bedrock-agentcore-sdk-python/releases/tag/v1.21.0",
      "maintenance_status": "active",
      "integration_fingerprint": null,
      "integration_count": 0,
      "integrations": [],
      "source_observed_at": "2026-08-17T10:17:27.783425Z",
      "observation_source_url": "https://api.github.com/graphql",
      "observation_extractor_version": "github-observer-v2",
      "observation_refs": {
        "stars": "obs_29cdb8a9a912d6e908499e5c",
        "version": "obs_6ffed8a8c68b311125f735eb",
        "last_release_at": "obs_a293d875f13007c76ba08606",
        "last_release_url": "obs_26b97b05e0b36b75ca0514d0",
        "pushed_at": "obs_aea688eca35be16b286b6247",
        "archived": "obs_93469c95630f5d9a57e19481",
        "default_branch": "obs_5a3dd0c94db3d48018b0e99f",
        "default_branch_updated_at": "obs_14ffa134002312f595db69e9",
        "maintenance_status": "obs_9a06b84543cd660c4daf41cb",
        "momentum": "obs_28c97cd2208fb16f78b1d94a",
        "repository_topics": "obs_d92e7481640d4d0b10da01d4",
        "integrations": "obs_7fa880bb26879550644cb1f7",
        "integration_fingerprint": "obs_6079bea97d06f562bca0a622",
        "deployment_models": "obs_e4bb14c6ff9656a0a2e1946e",
        "extensibility": "obs_34190e109b0431f3f8f38663"
      },
      "observed_fields": [
        "integration_count",
        "integration_fingerprint",
        "integrations",
        "last_release_at",
        "maintenance_status",
        "momentum",
        "popularity",
        "pricing_checked_at",
        "pricing_facts",
        "pricing_fingerprint",
        "pricing_stale",
        "pricing_summary",
        "risk",
        "score",
        "score_components",
        "stars",
        "tier",
        "verdict",
        "verification_stage",
        "version"
      ],
      "date": "2026-08-17"
    },
    {
      "id": "gh:aws/bedrock-agentcore-sdk-python",
      "score": 8.6,
      "popularity": 0.0,
      "stars": 752,
      "momentum": 9.0,
      "score_components": {
        "usefulness": 9.0,
        "novelty": 8.0,
        "momentum": 9.0,
        "maturity": 6.7,
        "open_source_build_quality": 8.4,
        "evidence": 7.2,
        "commercial_workflow_potential": 9.3,
        "setup_ease": 8.8
      },
      "tier": "Gold",
      "verdict": "try_now",
      "risk": "low",
      "verification_stage": "discovered",
      "pricing_fingerprint": null,
      "pricing_summary": null,
      "pricing_facts": [],
      "pricing_checked_at": null,
      "pricing_stale": null,
      "version": "v1.21.0",
      "last_release_at": "2026-08-06T14:48:20Z",
      "last_release_url": "https://github.com/aws/bedrock-agentcore-sdk-python/releases/tag/v1.21.0",
      "maintenance_status": "active",
      "integration_fingerprint": null,
      "integration_count": 0,
      "integrations": [],
      "source_observed_at": "2026-08-18T10:17:33.699174Z",
      "observation_source_url": "https://api.github.com/graphql",
      "observation_extractor_version": "github-observer-v2",
      "observation_refs": {
        "stars": "obs_26ac179057ca4079636fe215",
        "version": "obs_18acc7d666a0f48bf9c10ed5",
        "last_release_at": "obs_acfb0ebeef10e66f892ce301",
        "last_release_url": "obs_26d37d7e8db67739cb9974e1",
        "pushed_at": "obs_bac2ce132404366de5fb393c",
        "archived": "obs_8c42d8b97014693e97486cf0",
        "default_branch": "obs_0c958ecdc2a69cb707cac194",
        "default_branch_updated_at": "obs_2d75228fd0a349d990069528",
        "maintenance_status": "obs_e12c017ef305c7a1c86e7eb9",
        "momentum": "obs_c4f83389db5c3164ca2220bc",
        "repository_topics": "obs_74f066c42f10dcc70ba588a1",
        "integrations": "obs_32082b1e5fe0b311d8a49d59",
        "integration_fingerprint": "obs_3d68c1f893960d476f968281",
        "deployment_models": "obs_4de02e15884f5af1e02f2c28",
        "extensibility": "obs_608f92c22231ea9933877bce"
      },
      "observed_fields": [
        "integration_count",
        "integration_fingerprint",
        "integrations",
        "last_release_at",
        "maintenance_status",
        "momentum",
        "popularity",
        "pricing_checked_at",
        "pricing_facts",
        "pricing_fingerprint",
        "pricing_stale",
        "pricing_summary",
        "risk",
        "score",
        "score_components",
        "stars",
        "tier",
        "verdict",
        "verification_stage",
        "version"
      ],
      "date": "2026-08-18"
    },
    {
      "id": "gh:aws/bedrock-agentcore-sdk-python",
      "score": 8.6,
      "popularity": 0.0,
      "stars": 752,
      "momentum": 9.0,
      "score_components": {
        "usefulness": 9.0,
        "novelty": 8.0,
        "momentum": 9.0,
        "maturity": 6.7,
        "open_source_build_quality": 8.4,
        "evidence": 7.2,
        "commercial_workflow_potential": 9.3,
        "setup_ease": 8.8
      },
      "tier": "Gold",
      "verdict": "try_now",
      "risk": "low",
      "verification_stage": "discovered",
      "pricing_fingerprint": null,
      "pricing_summary": null,
      "pricing_facts": [],
      "pricing_checked_at": null,
      "pricing_stale": null,
      "version": "v1.21.0",
      "last_release_at": "2026-08-06T14:48:20Z",
      "last_release_url": "https://github.com/aws/bedrock-agentcore-sdk-python/releases/tag/v1.21.0",
      "maintenance_status": "active",
      "integration_fingerprint": null,
      "integration_count": 0,
      "integrations": [],
      "source_observed_at": "2026-08-18T10:17:33.699174Z",
      "observation_source_url": "https://api.github.com/graphql",
      "observation_extractor_version": "github-observer-v2",
      "observation_refs": {
        "stars": "obs_26ac179057ca4079636fe215",
        "version": "obs_18acc7d666a0f48bf9c10ed5",
        "last_release_at": "obs_acfb0ebeef10e66f892ce301",
        "last_release_url": "obs_26d37d7e8db67739cb9974e1",
        "pushed_at": "obs_bac2ce132404366de5fb393c",
        "archived": "obs_8c42d8b97014693e97486cf0",
        "default_branch": "obs_0c958ecdc2a69cb707cac194",
        "default_branch_updated_at": "obs_2d75228fd0a349d990069528",
        "maintenance_status": "obs_e12c017ef305c7a1c86e7eb9",
        "momentum": "obs_c4f83389db5c3164ca2220bc",
        "repository_topics": "obs_74f066c42f10dcc70ba588a1",
        "integrations": "obs_32082b1e5fe0b311d8a49d59",
        "integration_fingerprint": "obs_3d68c1f893960d476f968281",
        "deployment_models": "obs_4de02e15884f5af1e02f2c28",
        "extensibility": "obs_608f92c22231ea9933877bce"
      },
      "observed_fields": [
        "integration_count",
        "integration_fingerprint",
        "integrations",
        "last_release_at",
        "maintenance_status",
        "momentum",
        "popularity",
        "pricing_checked_at",
        "pricing_facts",
        "pricing_fingerprint",
        "pricing_stale",
        "pricing_summary",
        "risk",
        "score",
        "score_components",
        "stars",
        "tier",
        "verdict",
        "verification_stage",
        "version"
      ],
      "date": "2026-08-19"
    },
    {
      "id": "gh:aws/bedrock-agentcore-sdk-python",
      "score": 8.6,
      "popularity": 0.0,
      "stars": 752,
      "momentum": 9.0,
      "score_components": {
        "usefulness": 9.0,
        "novelty": 8.0,
        "momentum": 9.0,
        "maturity": 6.7,
        "open_source_build_quality": 8.4,
        "evidence": 7.2,
        "commercial_workflow_potential": 9.3,
        "setup_ease": 8.8
      },
      "tier": "Gold",
      "verdict": "try_now",
      "risk": "low",
      "verification_stage": "discovered",
      "pricing_fingerprint": null,
      "pricing_summary": null,
      "pricing_facts": [],
      "pricing_checked_at": null,
      "pricing_stale": null,
      "version": "v1.21.0",
      "last_release_at": "2026-08-06T14:48:20Z",
      "last_release_url": "https://github.com/aws/bedrock-agentcore-sdk-python/releases/tag/v1.21.0",
      "maintenance_status": "active",
      "integration_fingerprint": null,
      "integration_count": 0,
      "integrations": [],
      "source_observed_at": "2026-08-18T10:17:33.699174Z",
      "observation_source_url": "https://api.github.com/graphql",
      "observation_extractor_version": "github-observer-v2",
      "observation_refs": {
        "stars": "obs_26ac179057ca4079636fe215",
        "version": "obs_18acc7d666a0f48bf9c10ed5",
        "last_release_at": "obs_acfb0ebeef10e66f892ce301",
        "last_release_url": "obs_26d37d7e8db67739cb9974e1",
        "pushed_at": "obs_bac2ce132404366de5fb393c",
        "archived": "obs_8c42d8b97014693e97486cf0",
        "default_branch": "obs_0c958ecdc2a69cb707cac194",
        "default_branch_updated_at": "obs_2d75228fd0a349d990069528",
        "maintenance_status": "obs_e12c017ef305c7a1c86e7eb9",
        "momentum": "obs_c4f83389db5c3164ca2220bc",
        "repository_topics": "obs_74f066c42f10dcc70ba588a1",
        "integrations": "obs_32082b1e5fe0b311d8a49d59",
        "integration_fingerprint": "obs_3d68c1f893960d476f968281",
        "deployment_models": "obs_4de02e15884f5af1e02f2c28",
        "extensibility": "obs_608f92c22231ea9933877bce"
      },
      "observed_fields": [
        "integration_count",
        "integration_fingerprint",
        "integrations",
        "last_release_at",
        "maintenance_status",
        "momentum",
        "popularity",
        "pricing_checked_at",
        "pricing_facts",
        "pricing_fingerprint",
        "pricing_stale",
        "pricing_summary",
        "risk",
        "score",
        "score_components",
        "stars",
        "tier",
        "verdict",
        "verification_stage",
        "version"
      ],
      "date": "2026-08-20"
    },
    {
      "id": "gh:aws/bedrock-agentcore-sdk-python",
      "score": 8.6,
      "popularity": 0.0,
      "stars": 752,
      "momentum": 9.0,
      "score_components": {
        "usefulness": 9.0,
        "novelty": 8.0,
        "momentum": 9.0,
        "maturity": 6.7,
        "open_source_build_quality": 8.4,
        "evidence": 7.2,
        "commercial_workflow_potential": 9.3,
        "setup_ease": 8.8
      },
      "tier": "Gold",
      "verdict": "try_now",
      "risk": "low",
      "verification_stage": "discovered",
      "pricing_fingerprint": null,
      "pricing_summary": null,
      "pricing_facts": [],
      "pricing_checked_at": null,
      "pricing_stale": null,
      "version": "v1.22.0",
      "last_release_at": "2026-08-18T21:35:32Z",
      "last_release_url": "https://github.com/aws/bedrock-agentcore-sdk-python/releases/tag/v1.22.0",
      "maintenance_status": "active",
      "integration_fingerprint": null,
      "integration_count": 0,
      "integrations": [],
      "source_observed_at": "2026-08-21T10:18:14.478827Z",
      "observation_source_url": "https://api.github.com/graphql",
      "observation_extractor_version": "github-observer-v2",
      "observation_refs": {
        "stars": "obs_53a7c5c7867a3561da808165",
        "version": "obs_a3583ededf56dd62a993e032",
        "last_release_at": "obs_a5f7b7a7ae324f6594d7ffe8",
        "last_release_url": "obs_141764c6f2d62f93e2e4702a",
        "pushed_at": "obs_a7915294e2c10d98ebb23ccb",
        "archived": "obs_d0f4a541440f54f869c48565",
        "default_branch": "obs_06d5c3a1a11da1a018977b45",
        "default_branch_updated_at": "obs_d7e64de6c2c118e2577374e2",
        "maintenance_status": "obs_41f9a628533b0a86674a402f",
        "momentum": "obs_2a04ff91de3eddfeca3e7dde",
        "repository_topics": "obs_389d6cd47c3af87e6fd25a5f",
        "integrations": "obs_dac14c66ce7dedf8adff951b",
        "integration_fingerprint": "obs_0914aff08ef5c34ca70d89ef",
        "deployment_models": "obs_82e244456d0c94c1efc8c165",
        "extensibility": "obs_93f4754d8ba54e968e5eca39"
      },
      "observed_fields": [
        "integration_count",
        "integration_fingerprint",
        "integrations",
        "last_release_at",
        "maintenance_status",
        "momentum",
        "popularity",
        "pricing_checked_at",
        "pricing_facts",
        "pricing_fingerprint",
        "pricing_stale",
        "pricing_summary",
        "risk",
        "score",
        "score_components",
        "stars",
        "tier",
        "verdict",
        "verification_stage",
        "version"
      ],
      "date": "2026-08-21"
    },
    {
      "id": "gh:aws/bedrock-agentcore-sdk-python",
      "score": 8.6,
      "popularity": 0.0,
      "stars": null,
      "momentum": 9.0,
      "score_components": {
        "usefulness": 9.0,
        "novelty": 8.0,
        "momentum": 9.0,
        "maturity": 6.7,
        "open_source_build_quality": 8.4,
        "evidence": 7.2,
        "commercial_workflow_potential": 9.3,
        "setup_ease": 8.8
      },
      "tier": "Gold",
      "verdict": "try_now",
      "risk": "low",
      "verification_stage": "discovered",
      "pricing_fingerprint": null,
      "pricing_summary": null,
      "pricing_facts": [],
      "pricing_checked_at": null,
      "pricing_stale": null,
      "version": null,
      "last_release_at": null,
      "last_release_url": null,
      "maintenance_status": "not_recorded",
      "integration_fingerprint": null,
      "integration_count": 0,
      "integrations": [],
      "source_observed_at": null,
      "observation_source_url": null,
      "observation_extractor_version": null,
      "observation_refs": {},
      "observed_fields": [
        "momentum",
        "popularity",
        "risk",
        "score",
        "score_components",
        "tier",
        "verdict"
      ],
      "date": "2026-08-25"
    },
    {
      "id": "gh:aws/bedrock-agentcore-sdk-python",
      "score": 8.6,
      "popularity": 0.0,
      "stars": 755,
      "momentum": 9.0,
      "score_components": {
        "usefulness": 9.0,
        "novelty": 8.0,
        "momentum": 9.0,
        "maturity": 6.7,
        "open_source_build_quality": 8.4,
        "evidence": 7.2,
        "commercial_workflow_potential": 9.3,
        "setup_ease": 8.8
      },
      "tier": "Gold",
      "verdict": "try_now",
      "risk": "low",
      "verification_stage": "discovered",
      "pricing_fingerprint": null,
      "pricing_summary": null,
      "pricing_facts": [],
      "pricing_checked_at": null,
      "pricing_stale": null,
      "version": "v1.22.0",
      "last_release_at": "2026-08-18T21:35:32Z",
      "last_release_url": "https://github.com/aws/bedrock-agentcore-sdk-python/releases/tag/v1.22.0",
      "maintenance_status": "active",
      "integration_fingerprint": null,
      "integration_count": 0,
      "integrations": [],
      "source_observed_at": "2026-08-26T18:12:12.074447Z",
      "observation_source_url": "https://api.github.com/graphql",
      "observation_extractor_version": "github-observer-v2",
      "observation_refs": {
        "stars": "obs_ac1e8b8bdb16d56632bbc7bd",
        "version": "obs_950a0e773aae1a9576f4cf24",
        "last_release_at": "obs_ad70d049b31018c42a31d0d6",
        "last_release_url": "obs_edd46b67139bf40445c6167e",
        "pushed_at": "obs_eb90d4c16d5ec8efdabd0258",
        "archived": "obs_691ba5d72ff869e0631e847f",
        "default_branch": "obs_afb5a77e5d17099f2470b397",
        "default_branch_updated_at": "obs_b7d58b5bda29f1133dec3070",
        "maintenance_status": "obs_e800a5e8ccefb0b6d50841b6",
        "momentum": "obs_227d8cb0ca3804013ade8eb8",
        "repository_topics": "obs_410bb5d705baa45ed6ba1f42",
        "integrations": "obs_3abc4f35359e6ae0529fab5c",
        "integration_fingerprint": "obs_5231e4a4d880f54e561f7c6f",
        "deployment_models": "obs_54cb642f592e2bc4d01a7aa6",
        "extensibility": "obs_c81ff295c5c2959de75c99a1"
      },
      "observed_fields": [
        "integration_count",
        "integration_fingerprint",
        "integrations",
        "last_release_at",
        "maintenance_status",
        "momentum",
        "popularity",
        "pricing_checked_at",
        "pricing_facts",
        "pricing_fingerprint",
        "pricing_stale",
        "pricing_summary",
        "risk",
        "score",
        "score_components",
        "stars",
        "tier",
        "verdict",
        "verification_stage",
        "version"
      ],
      "date": "2026-08-26"
    },
    {
      "id": "gh:aws/bedrock-agentcore-sdk-python",
      "score": 8.6,
      "popularity": 0.0,
      "stars": 755,
      "momentum": 9.0,
      "score_components": {
        "usefulness": 9.0,
        "novelty": 8.0,
        "momentum": 9.0,
        "maturity": 6.7,
        "open_source_build_quality": 8.4,
        "evidence": 7.2,
        "commercial_workflow_potential": 9.3,
        "setup_ease": 8.8
      },
      "tier": "Gold",
      "verdict": "try_now",
      "risk": "low",
      "verification_stage": "discovered",
      "pricing_fingerprint": null,
      "pricing_summary": null,
      "pricing_facts": [],
      "pricing_checked_at": null,
      "pricing_stale": null,
      "version": "v1.22.0",
      "last_release_at": "2026-08-18T21:35:32Z",
      "last_release_url": "https://github.com/aws/bedrock-agentcore-sdk-python/releases/tag/v1.22.0",
      "maintenance_status": "active",
      "integration_fingerprint": null,
      "integration_count": 0,
      "integrations": [],
      "source_observed_at": "2026-08-26T18:12:12.074447Z",
      "observation_source_url": "https://api.github.com/graphql",
      "observation_extractor_version": "github-observer-v2",
      "observation_refs": {
        "stars": "obs_ac1e8b8bdb16d56632bbc7bd",
        "version": "obs_950a0e773aae1a9576f4cf24",
        "last_release_at": "obs_ad70d049b31018c42a31d0d6",
        "last_release_url": "obs_edd46b67139bf40445c6167e",
        "pushed_at": "obs_eb90d4c16d5ec8efdabd0258",
        "archived": "obs_691ba5d72ff869e0631e847f",
        "default_branch": "obs_afb5a77e5d17099f2470b397",
        "default_branch_updated_at": "obs_b7d58b5bda29f1133dec3070",
        "maintenance_status": "obs_e800a5e8ccefb0b6d50841b6",
        "momentum": "obs_227d8cb0ca3804013ade8eb8",
        "repository_topics": "obs_410bb5d705baa45ed6ba1f42",
        "integrations": "obs_3abc4f35359e6ae0529fab5c",
        "integration_fingerprint": "obs_5231e4a4d880f54e561f7c6f",
        "deployment_models": "obs_54cb642f592e2bc4d01a7aa6",
        "extensibility": "obs_c81ff295c5c2959de75c99a1"
      },
      "observed_fields": [
        "integration_count",
        "integration_fingerprint",
        "integrations",
        "last_release_at",
        "maintenance_status",
        "momentum",
        "popularity",
        "pricing_checked_at",
        "pricing_facts",
        "pricing_fingerprint",
        "pricing_stale",
        "pricing_summary",
        "risk",
        "score",
        "score_components",
        "stars",
        "tier",
        "verdict",
        "verification_stage",
        "version"
      ],
      "date": "2026-08-28"
    },
    {
      "id": "gh:aws/bedrock-agentcore-sdk-python",
      "score": 8.6,
      "popularity": 0.0,
      "stars": 755,
      "momentum": 9.0,
      "score_components": {
        "usefulness": 9.0,
        "novelty": 8.0,
        "momentum": 9.0,
        "maturity": 6.7,
        "open_source_build_quality": 8.4,
        "evidence": 7.2,
        "commercial_workflow_potential": 9.3,
        "setup_ease": 8.8
      },
      "tier": "Gold",
      "verdict": "try_now",
      "risk": "low",
      "verification_stage": "discovered",
      "pricing_fingerprint": null,
      "pricing_summary": null,
      "pricing_facts": [],
      "pricing_checked_at": null,
      "pricing_stale": null,
      "version": "v1.22.0",
      "last_release_at": "2026-08-18T21:35:32Z",
      "last_release_url": "https://github.com/aws/bedrock-agentcore-sdk-python/releases/tag/v1.22.0",
      "maintenance_status": "active",
      "integration_fingerprint": null,
      "integration_count": 0,
      "integrations": [],
      "source_observed_at": "2026-08-26T18:12:12.074447Z",
      "observation_source_url": "https://api.github.com/graphql",
      "observation_extractor_version": "github-observer-v2",
      "observation_refs": {
        "stars": "obs_ac1e8b8bdb16d56632bbc7bd",
        "version": "obs_950a0e773aae1a9576f4cf24",
        "last_release_at": "obs_ad70d049b31018c42a31d0d6",
        "last_release_url": "obs_edd46b67139bf40445c6167e",
        "pushed_at": "obs_eb90d4c16d5ec8efdabd0258",
        "archived": "obs_691ba5d72ff869e0631e847f",
        "default_branch": "obs_afb5a77e5d17099f2470b397",
        "default_branch_updated_at": "obs_b7d58b5bda29f1133dec3070",
        "maintenance_status": "obs_e800a5e8ccefb0b6d50841b6",
        "momentum": "obs_227d8cb0ca3804013ade8eb8",
        "repository_topics": "obs_410bb5d705baa45ed6ba1f42",
        "integrations": "obs_3abc4f35359e6ae0529fab5c",
        "integration_fingerprint": "obs_5231e4a4d880f54e561f7c6f",
        "deployment_models": "obs_54cb642f592e2bc4d01a7aa6",
        "extensibility": "obs_c81ff295c5c2959de75c99a1"
      },
      "observed_fields": [
        "integration_count",
        "integration_fingerprint",
        "integrations",
        "last_release_at",
        "maintenance_status",
        "momentum",
        "popularity",
        "pricing_checked_at",
        "pricing_facts",
        "pricing_fingerprint",
        "pricing_stale",
        "pricing_summary",
        "risk",
        "score",
        "score_components",
        "stars",
        "tier",
        "verdict",
        "verification_stage",
        "version"
      ],
      "date": "2026-08-29"
    },
    {
      "id": "gh:aws/bedrock-agentcore-sdk-python",
      "score": 8.6,
      "popularity": 0.0,
      "stars": 755,
      "momentum": 9.0,
      "score_components": {
        "usefulness": 9.0,
        "novelty": 8.0,
        "momentum": 9.0,
        "maturity": 6.7,
        "open_source_build_quality": 8.4,
        "evidence": 7.2,
        "commercial_workflow_potential": 9.3,
        "setup_ease": 8.8
      },
      "tier": "Gold",
      "verdict": "try_now",
      "risk": "low",
      "verification_stage": "discovered",
      "pricing_fingerprint": null,
      "pricing_summary": null,
      "pricing_facts": [],
      "pricing_checked_at": null,
      "pricing_stale": null,
      "version": "v1.22.0",
      "last_release_at": "2026-08-18T21:35:32Z",
      "last_release_url": "https://github.com/aws/bedrock-agentcore-sdk-python/releases/tag/v1.22.0",
      "maintenance_status": "active",
      "integration_fingerprint": null,
      "integration_count": 0,
      "integrations": [],
      "source_observed_at": "2026-08-30T11:11:30.055674Z",
      "observation_source_url": "https://api.github.com/graphql",
      "observation_extractor_version": "github-observer-v2",
      "observation_refs": {
        "stars": "obs_2f5b5b261aa459baa580deb9",
        "version": "obs_7c5ae87bf41daaf813ec15e8",
        "last_release_at": "obs_404351a14d82eb823e5f5bb7",
        "last_release_url": "obs_3136bba372aab73e087d814b",
        "pushed_at": "obs_e36634c22ea3d5a8c5893b42",
        "archived": "obs_2b01f6a46cd58c80348c7267",
        "default_branch": "obs_5c0819f52321062ddcb42774",
        "default_branch_updated_at": "obs_83a6965f849b4857c9ce78c8",
        "maintenance_status": "obs_e39e1fe970fdf715ca6ff634",
        "momentum": "obs_38c3c1e3b49f91240a312a97",
        "repository_topics": "obs_ce07c4aa3a9693c6d0af4b2f",
        "integrations": "obs_cf30b198623731723cb1c97d",
        "integration_fingerprint": "obs_c45fbba33aaf91fda428f1c7",
        "deployment_models": "obs_eb3c218389c73f968741338c",
        "extensibility": "obs_93edb74de2ce9b9564f10fd9"
      },
      "observed_fields": [
        "integration_count",
        "integration_fingerprint",
        "integrations",
        "last_release_at",
        "maintenance_status",
        "momentum",
        "popularity",
        "pricing_checked_at",
        "pricing_facts",
        "pricing_fingerprint",
        "pricing_stale",
        "pricing_summary",
        "risk",
        "score",
        "score_components",
        "stars",
        "tier",
        "verdict",
        "verification_stage",
        "version"
      ],
      "date": "2026-08-30"
    },
    {
      "id": "gh:aws/bedrock-agentcore-sdk-python",
      "score": 8.6,
      "popularity": 0.0,
      "stars": 756,
      "momentum": 9.0,
      "score_components": {
        "usefulness": 9.0,
        "novelty": 8.0,
        "momentum": 9.0,
        "maturity": 6.7,
        "open_source_build_quality": 8.4,
        "evidence": 7.2,
        "commercial_workflow_potential": 9.3,
        "setup_ease": 8.8
      },
      "tier": "Gold",
      "verdict": "try_now",
      "risk": "low",
      "verification_stage": "discovered",
      "pricing_fingerprint": null,
      "pricing_summary": null,
      "pricing_facts": [],
      "pricing_checked_at": null,
      "pricing_stale": null,
      "version": "v1.22.0",
      "last_release_at": "2026-08-18T21:35:32Z",
      "last_release_url": "https://github.com/aws/bedrock-agentcore-sdk-python/releases/tag/v1.22.0",
      "maintenance_status": "active",
      "integration_fingerprint": null,
      "integration_count": 0,
      "integrations": [],
      "source_observed_at": "2026-09-01T19:29:45.039717Z",
      "observation_source_url": "https://api.github.com/graphql",
      "observation_extractor_version": "github-observer-v2",
      "observation_refs": {
        "stars": "obs_b1ee447d49e85ed21b004b87",
        "version": "obs_6a9c02b79a3322b3a63c4c2d",
        "last_release_at": "obs_800c6d84c3b3218f69d6db63",
        "last_release_url": "obs_c1814d14efaf8be9e0977b27",
        "pushed_at": "obs_fd91b08bd811621483fbfb7f",
        "archived": "obs_9e5b9f590453d0cd779f1161",
        "default_branch": "obs_cf10c3e14614b8ad0097683c",
        "default_branch_updated_at": "obs_c246cb72a7756c66b57cfa34",
        "maintenance_status": "obs_253326b5946c552e0db74193",
        "momentum": "obs_8340974630be1024b1a3d5df",
        "repository_topics": "obs_32f0406ea94ca2f17ec853d1",
        "integrations": "obs_a3d8000efe93743fd54003d6",
        "integration_fingerprint": "obs_a412ad5847af647503d4889c",
        "deployment_models": "obs_1e3a35bceacef5aa0e236a0f",
        "extensibility": "obs_05d88d23e4891e6e215cf05d"
      },
      "observed_fields": [
        "integration_count",
        "integration_fingerprint",
        "integrations",
        "last_release_at",
        "maintenance_status",
        "momentum",
        "popularity",
        "pricing_checked_at",
        "pricing_facts",
        "pricing_fingerprint",
        "pricing_stale",
        "pricing_summary",
        "risk",
        "score",
        "score_components",
        "stars",
        "tier",
        "verdict",
        "verification_stage",
        "version"
      ],
      "date": "2026-09-01"
    },
    {
      "id": "gh:aws/bedrock-agentcore-sdk-python",
      "score": 8.6,
      "popularity": 0.0,
      "stars": 756,
      "momentum": 9.0,
      "score_components": {
        "usefulness": 9.0,
        "novelty": 8.0,
        "momentum": 9.0,
        "maturity": 6.7,
        "open_source_build_quality": 8.4,
        "evidence": 7.2,
        "commercial_workflow_potential": 9.3,
        "setup_ease": 8.8
      },
      "tier": "Gold",
      "verdict": "try_now",
      "risk": "low",
      "verification_stage": "discovered",
      "pricing_fingerprint": null,
      "pricing_summary": null,
      "pricing_facts": [],
      "pricing_checked_at": null,
      "pricing_stale": null,
      "version": "v1.22.0",
      "last_release_at": "2026-08-18T21:35:32Z",
      "last_release_url": "https://github.com/aws/bedrock-agentcore-sdk-python/releases/tag/v1.22.0",
      "maintenance_status": "active",
      "integration_fingerprint": null,
      "integration_count": 0,
      "integrations": [],
      "source_observed_at": "2026-09-01T19:29:45.039717Z",
      "observation_source_url": "https://api.github.com/graphql",
      "observation_extractor_version": "github-observer-v2",
      "observation_refs": {
        "stars": "obs_b1ee447d49e85ed21b004b87",
        "version": "obs_6a9c02b79a3322b3a63c4c2d",
        "last_release_at": "obs_800c6d84c3b3218f69d6db63",
        "last_release_url": "obs_c1814d14efaf8be9e0977b27",
        "pushed_at": "obs_fd91b08bd811621483fbfb7f",
        "archived": "obs_9e5b9f590453d0cd779f1161",
        "default_branch": "obs_cf10c3e14614b8ad0097683c",
        "default_branch_updated_at": "obs_c246cb72a7756c66b57cfa34",
        "maintenance_status": "obs_253326b5946c552e0db74193",
        "momentum": "obs_8340974630be1024b1a3d5df",
        "repository_topics": "obs_32f0406ea94ca2f17ec853d1",
        "integrations": "obs_a3d8000efe93743fd54003d6",
        "integration_fingerprint": "obs_a412ad5847af647503d4889c",
        "deployment_models": "obs_1e3a35bceacef5aa0e236a0f",
        "extensibility": "obs_05d88d23e4891e6e215cf05d"
      },
      "observed_fields": [
        "integration_count",
        "integration_fingerprint",
        "integrations",
        "last_release_at",
        "maintenance_status",
        "momentum",
        "popularity",
        "pricing_checked_at",
        "pricing_facts",
        "pricing_fingerprint",
        "pricing_stale",
        "pricing_summary",
        "risk",
        "score",
        "score_components",
        "stars",
        "tier",
        "verdict",
        "verification_stage",
        "version"
      ],
      "date": "2026-09-02"
    },
    {
      "id": "gh:aws/bedrock-agentcore-sdk-python",
      "score": 8.6,
      "popularity": 0.0,
      "stars": null,
      "momentum": 9.0,
      "score_components": {
        "usefulness": 9.0,
        "novelty": 8.0,
        "momentum": 9.0,
        "maturity": 6.7,
        "open_source_build_quality": 8.4,
        "evidence": 7.2,
        "commercial_workflow_potential": 9.3,
        "setup_ease": 8.8
      },
      "tier": "Gold",
      "verdict": "try_now",
      "risk": "low",
      "verification_stage": "discovered",
      "pricing_fingerprint": null,
      "pricing_summary": null,
      "pricing_facts": [],
      "pricing_checked_at": null,
      "pricing_stale": null,
      "version": null,
      "last_release_at": null,
      "last_release_url": null,
      "maintenance_status": "not_recorded",
      "integration_fingerprint": null,
      "integration_count": 0,
      "integrations": [],
      "source_observed_at": null,
      "observation_source_url": null,
      "observation_extractor_version": null,
      "observation_refs": {},
      "observed_fields": [
        "momentum",
        "popularity",
        "risk",
        "score",
        "score_components",
        "tier",
        "verdict"
      ],
      "date": "2026-09-03"
    },
    {
      "id": "gh:aws/bedrock-agentcore-sdk-python",
      "score": 8.6,
      "popularity": 0.0,
      "stars": 756,
      "momentum": 9.0,
      "score_components": {
        "usefulness": 9.0,
        "novelty": 8.0,
        "momentum": 9.0,
        "maturity": 6.7,
        "open_source_build_quality": 8.4,
        "evidence": 7.2,
        "commercial_workflow_potential": 9.3,
        "setup_ease": 8.8
      },
      "tier": "Gold",
      "verdict": "try_now",
      "risk": "low",
      "verification_stage": "discovered",
      "pricing_fingerprint": null,
      "pricing_summary": null,
      "pricing_facts": [],
      "pricing_checked_at": null,
      "pricing_stale": null,
      "version": "v1.22.0",
      "last_release_at": "2026-08-18T21:35:32Z",
      "last_release_url": "https://github.com/aws/bedrock-agentcore-sdk-python/releases/tag/v1.22.0",
      "maintenance_status": "active",
      "integration_fingerprint": null,
      "integration_count": 0,
      "integrations": [],
      "source_observed_at": "2026-09-04T19:00:49.017076Z",
      "observation_source_url": "https://api.github.com/graphql",
      "observation_extractor_version": "github-observer-v2",
      "observation_refs": {
        "stars": "obs_eeebe36aa4a81562b9fa0a50",
        "version": "obs_5e02feefb26aee75d3bffefb",
        "last_release_at": "obs_bd0f327f0dc4c3a7bcec12df",
        "last_release_url": "obs_8061246c1cc33b369a79b0ca",
        "pushed_at": "obs_e773b9cae7661a8d40bf00cf",
        "archived": "obs_13373627c11f401403b02d6c",
        "default_branch": "obs_30846b634e263a7182203b21",
        "default_branch_updated_at": "obs_4fbff587e93b5776674c9de4",
        "maintenance_status": "obs_6ee591dfc42327b20948e001",
        "momentum": "obs_07238f8689818a6fa707cd6b",
        "repository_topics": "obs_b3edec817b902ac3d6a5bf54",
        "integrations": "obs_76d0e95b9a83b099d6d2678f",
        "integration_fingerprint": "obs_2969e05965904b1387040dc2",
        "deployment_models": "obs_27ac16c0e5b5813dc90ceb9d",
        "extensibility": "obs_e5b3b296a7f7eff458b005ec"
      },
      "observed_fields": [
        "integration_count",
        "integration_fingerprint",
        "integrations",
        "last_release_at",
        "maintenance_status",
        "momentum",
        "popularity",
        "pricing_checked_at",
        "pricing_facts",
        "pricing_fingerprint",
        "pricing_stale",
        "pricing_summary",
        "risk",
        "score",
        "score_components",
        "stars",
        "tier",
        "verdict",
        "verification_stage",
        "version"
      ],
      "date": "2026-09-04"
    },
    {
      "id": "gh:aws/bedrock-agentcore-sdk-python",
      "score": 8.6,
      "popularity": 0.0,
      "stars": 756,
      "momentum": 9.0,
      "score_components": {
        "usefulness": 9.0,
        "novelty": 8.0,
        "momentum": 9.0,
        "maturity": 6.7,
        "open_source_build_quality": 8.4,
        "evidence": 7.2,
        "commercial_workflow_potential": 9.3,
        "setup_ease": 8.8
      },
      "tier": "Gold",
      "verdict": "try_now",
      "risk": "low",
      "verification_stage": "discovered",
      "pricing_fingerprint": null,
      "pricing_summary": null,
      "pricing_facts": [],
      "pricing_checked_at": null,
      "pricing_stale": null,
      "version": "v1.22.0",
      "last_release_at": "2026-08-18T21:35:32Z",
      "last_release_url": "https://github.com/aws/bedrock-agentcore-sdk-python/releases/tag/v1.22.0",
      "maintenance_status": "active",
      "integration_fingerprint": null,
      "integration_count": 0,
      "integrations": [],
      "source_observed_at": "2026-09-04T19:00:49.017076Z",
      "observation_source_url": "https://api.github.com/graphql",
      "observation_extractor_version": "github-observer-v2",
      "observation_refs": {
        "stars": "obs_eeebe36aa4a81562b9fa0a50",
        "version": "obs_5e02feefb26aee75d3bffefb",
        "last_release_at": "obs_bd0f327f0dc4c3a7bcec12df",
        "last_release_url": "obs_8061246c1cc33b369a79b0ca",
        "pushed_at": "obs_e773b9cae7661a8d40bf00cf",
        "archived": "obs_13373627c11f401403b02d6c",
        "default_branch": "obs_30846b634e263a7182203b21",
        "default_branch_updated_at": "obs_4fbff587e93b5776674c9de4",
        "maintenance_status": "obs_6ee591dfc42327b20948e001",
        "momentum": "obs_07238f8689818a6fa707cd6b",
        "repository_topics": "obs_b3edec817b902ac3d6a5bf54",
        "integrations": "obs_76d0e95b9a83b099d6d2678f",
        "integration_fingerprint": "obs_2969e05965904b1387040dc2",
        "deployment_models": "obs_27ac16c0e5b5813dc90ceb9d",
        "extensibility": "obs_e5b3b296a7f7eff458b005ec"
      },
      "observed_fields": [
        "integration_count",
        "integration_fingerprint",
        "integrations",
        "last_release_at",
        "maintenance_status",
        "momentum",
        "popularity",
        "pricing_checked_at",
        "pricing_facts",
        "pricing_fingerprint",
        "pricing_stale",
        "pricing_summary",
        "risk",
        "score",
        "score_components",
        "stars",
        "tier",
        "verdict",
        "verification_stage",
        "version"
      ],
      "date": "2026-09-05"
    },
    {
      "id": "gh:aws/bedrock-agentcore-sdk-python",
      "score": 8.6,
      "popularity": 0.0,
      "stars": null,
      "momentum": 9.0,
      "score_components": {
        "usefulness": 9.0,
        "novelty": 8.0,
        "momentum": 9.0,
        "maturity": 6.7,
        "open_source_build_quality": 8.4,
        "evidence": 7.2,
        "commercial_workflow_potential": 9.3,
        "setup_ease": 8.8
      },
      "tier": "Gold",
      "verdict": "try_now",
      "risk": "low",
      "verification_stage": "discovered",
      "pricing_fingerprint": null,
      "pricing_summary": null,
      "pricing_facts": [],
      "pricing_checked_at": null,
      "pricing_stale": null,
      "version": null,
      "last_release_at": null,
      "last_release_url": null,
      "maintenance_status": "not_recorded",
      "integration_fingerprint": null,
      "integration_count": 0,
      "integrations": [],
      "source_observed_at": null,
      "observation_source_url": null,
      "observation_extractor_version": null,
      "observation_refs": {},
      "observed_fields": [
        "momentum",
        "popularity",
        "risk",
        "score",
        "score_components",
        "tier",
        "verdict"
      ],
      "date": "2026-09-07"
    },
    {
      "id": "gh:aws/bedrock-agentcore-sdk-python",
      "score": 8.6,
      "popularity": 0.0,
      "stars": 758,
      "momentum": 9.0,
      "score_components": {
        "usefulness": 9.0,
        "novelty": 8.0,
        "momentum": 9.0,
        "maturity": 6.7,
        "open_source_build_quality": 8.4,
        "evidence": 7.2,
        "commercial_workflow_potential": 9.3,
        "setup_ease": 8.8
      },
      "tier": "Gold",
      "verdict": "try_now",
      "risk": "low",
      "verification_stage": "discovered",
      "pricing_fingerprint": null,
      "pricing_summary": null,
      "pricing_facts": [],
      "pricing_checked_at": null,
      "pricing_stale": null,
      "version": "v1.22.0",
      "last_release_at": "2026-08-18T21:35:32Z",
      "last_release_url": "https://github.com/aws/bedrock-agentcore-sdk-python/releases/tag/v1.22.0",
      "maintenance_status": "active",
      "integration_fingerprint": null,
      "integration_count": 0,
      "integrations": [],
      "source_observed_at": "2026-09-08T05:09:03.158117Z",
      "observation_source_url": "https://api.github.com/graphql",
      "observation_extractor_version": "github-observer-v2",
      "observation_refs": {
        "stars": "obs_89489f6f6bad9039721553e4",
        "version": "obs_176fb6480107fcf06d38a345",
        "last_release_at": "obs_d10e5d3019ce9734befa5465",
        "last_release_url": "obs_a1344ef778067c2b0bf1b6f4",
        "pushed_at": "obs_ff78641e1211a0268cf4fb7c",
        "archived": "obs_19463edcf6da36d0f434642f",
        "default_branch": "obs_fa3a4ada301fb87551305b76",
        "default_branch_updated_at": "obs_f465e7d7f6bf054d9570ac46",
        "maintenance_status": "obs_f020c2f88871201173949125",
        "momentum": "obs_095c3f62ac6a80cd96e2ac40",
        "repository_topics": "obs_864776eccae2ac9c6388c54a",
        "integrations": "obs_686815c284fd5cb48d76b3fc",
        "integration_fingerprint": "obs_188ed86f001851a71453b7b4",
        "deployment_models": "obs_d3d5ce092a560eb634acba2b",
        "extensibility": "obs_813b578b03305f92cc17effb"
      },
      "observed_fields": [
        "integration_count",
        "integration_fingerprint",
        "integrations",
        "last_release_at",
        "maintenance_status",
        "momentum",
        "popularity",
        "pricing_checked_at",
        "pricing_facts",
        "pricing_fingerprint",
        "pricing_stale",
        "pricing_summary",
        "risk",
        "score",
        "score_components",
        "stars",
        "tier",
        "verdict",
        "verification_stage",
        "version"
      ],
      "date": "2026-09-08"
    },
    {
      "id": "gh:aws/bedrock-agentcore-sdk-python",
      "score": 8.6,
      "popularity": 0.0,
      "stars": 759,
      "momentum": 9.0,
      "score_components": {
        "usefulness": 9.0,
        "novelty": 8.0,
        "momentum": 9.0,
        "maturity": 6.7,
        "open_source_build_quality": 8.4,
        "evidence": 7.2,
        "commercial_workflow_potential": 9.3,
        "setup_ease": 8.8
      },
      "tier": "Gold",
      "verdict": "try_now",
      "risk": "low",
      "verification_stage": "discovered",
      "pricing_fingerprint": null,
      "pricing_summary": null,
      "pricing_facts": [],
      "pricing_checked_at": null,
      "pricing_stale": null,
      "version": "v1.22.0",
      "last_release_at": "2026-08-18T21:35:32Z",
      "last_release_url": "https://github.com/aws/bedrock-agentcore-sdk-python/releases/tag/v1.22.0",
      "maintenance_status": "active",
      "integration_fingerprint": null,
      "integration_count": 0,
      "integrations": [],
      "source_observed_at": "2026-09-11T09:31:02.897429Z",
      "observation_source_url": "https://api.github.com/graphql",
      "observation_extractor_version": "github-observer-v2",
      "observation_refs": {
        "stars": "obs_0809cce14c0e5f57929e6bc0",
        "version": "obs_cb1ef5be0fe3ca7bf4881693",
        "last_release_at": "obs_ec10638f5a63563c0ffe6264",
        "last_release_url": "obs_be998f0e6bb65203eaa53fc3",
        "pushed_at": "obs_5c93f67ae9bdfe579060ba1b",
        "archived": "obs_9650b6cf119ee84a5f8d3e4f",
        "default_branch": "obs_97b4987137c76239c72e3d23",
        "default_branch_updated_at": "obs_721b0c44df8c1f79bea12b5d",
        "maintenance_status": "obs_b4741d2bca0e36c992a39be3",
        "momentum": "obs_a86da871d7fcc0ea24dac21a",
        "repository_topics": "obs_9195d37fa01bda810561c92e",
        "integrations": "obs_901c8d389efd0a12f06f055f",
        "integration_fingerprint": "obs_32a6703b7eea3538acea6519",
        "deployment_models": "obs_75106340fdb96b4abc7d36eb",
        "extensibility": "obs_ade46477bc20d8d988760c51"
      },
      "observed_fields": [
        "integration_count",
        "integration_fingerprint",
        "integrations",
        "last_release_at",
        "maintenance_status",
        "momentum",
        "popularity",
        "pricing_checked_at",
        "pricing_facts",
        "pricing_fingerprint",
        "pricing_stale",
        "pricing_summary",
        "risk",
        "score",
        "score_components",
        "stars",
        "tier",
        "verdict",
        "verification_stage",
        "version"
      ],
      "date": "2026-09-11"
    },
    {
      "id": "gh:aws/bedrock-agentcore-sdk-python",
      "score": 8.6,
      "popularity": 0.0,
      "stars": 761,
      "momentum": 9.0,
      "score_components": {
        "usefulness": 9.0,
        "novelty": 8.0,
        "momentum": 9.0,
        "maturity": 6.7,
        "open_source_build_quality": 8.4,
        "evidence": 7.2,
        "commercial_workflow_potential": 9.3,
        "setup_ease": 8.8
      },
      "tier": "Gold",
      "verdict": "try_now",
      "risk": "low",
      "verification_stage": "discovered",
      "pricing_fingerprint": null,
      "pricing_summary": null,
      "pricing_facts": [],
      "pricing_checked_at": null,
      "pricing_stale": null,
      "version": "v1.23.0",
      "last_release_at": "2026-09-11T20:39:46Z",
      "last_release_url": "https://github.com/aws/bedrock-agentcore-sdk-python/releases/tag/v1.23.0",
      "maintenance_status": "active",
      "integration_fingerprint": null,
      "integration_count": 0,
      "integrations": [],
      "source_observed_at": "2026-09-12T17:04:32.267494Z",
      "observation_source_url": "https://api.github.com/graphql",
      "observation_extractor_version": "github-observer-v2",
      "observation_refs": {
        "stars": "obs_a8baeb731f8fcfcae27708e3",
        "version": "obs_cf705958a1fd3eb3659796da",
        "last_release_at": "obs_70980c6c5db5c3d28159ab70",
        "last_release_url": "obs_dbe7410a671b26724b6b3ec8",
        "pushed_at": "obs_6d88e1a93b5ff4565bc5ea72",
        "archived": "obs_fc79acfde5ee2f29eaae0fc5",
        "default_branch": "obs_f66904b252aee66be5c3f129",
        "default_branch_updated_at": "obs_f671c6a76a16b41a1934deb2",
        "maintenance_status": "obs_55450b5680223b370535fb4b",
        "momentum": "obs_50a6b9b1ae558c24f385dca1",
        "repository_topics": "obs_7b9f88c8894e15311305057c",
        "integrations": "obs_186441608de662e45eb5e877",
        "integration_fingerprint": "obs_0a35cdc598b68e80ec218bc6",
        "deployment_models": "obs_f2486f7ee9ef42103616044f",
        "extensibility": "obs_1b4f5f2afc6939d75959af4b"
      },
      "observed_fields": [
        "integration_count",
        "integration_fingerprint",
        "integrations",
        "last_release_at",
        "maintenance_status",
        "momentum",
        "popularity",
        "pricing_checked_at",
        "pricing_facts",
        "pricing_fingerprint",
        "pricing_stale",
        "pricing_summary",
        "risk",
        "score",
        "score_components",
        "stars",
        "tier",
        "verdict",
        "verification_stage",
        "version"
      ],
      "date": "2026-09-12"
    },
    {
      "id": "gh:aws/bedrock-agentcore-sdk-python",
      "score": 8.6,
      "popularity": 0.0,
      "stars": 761,
      "momentum": 9.0,
      "score_components": {
        "usefulness": 9.0,
        "novelty": 8.0,
        "momentum": 9.0,
        "maturity": 6.7,
        "open_source_build_quality": 8.4,
        "evidence": 7.2,
        "commercial_workflow_potential": 9.3,
        "setup_ease": 8.8
      },
      "tier": "Gold",
      "verdict": "try_now",
      "risk": "low",
      "verification_stage": "discovered",
      "pricing_fingerprint": null,
      "pricing_summary": null,
      "pricing_facts": [],
      "pricing_checked_at": null,
      "pricing_stale": null,
      "version": "v1.23.0",
      "last_release_at": "2026-09-11T20:39:46Z",
      "last_release_url": "https://github.com/aws/bedrock-agentcore-sdk-python/releases/tag/v1.23.0",
      "maintenance_status": "active",
      "integration_fingerprint": null,
      "integration_count": 0,
      "integrations": [],
      "source_observed_at": "2026-09-13T05:04:21.529456Z",
      "observation_source_url": "https://api.github.com/graphql",
      "observation_extractor_version": "github-observer-v2",
      "observation_refs": {
        "stars": "obs_7d309523d4930b0aefcacf15",
        "version": "obs_546f1c91e5d18d92872a387d",
        "last_release_at": "obs_d4523d15be600e7431314eae",
        "last_release_url": "obs_7babeb28a68acc2f9fb1d3cd",
        "pushed_at": "obs_061c3ab756d32647f35377ad",
        "archived": "obs_0f003983ccf97cd7bfcffd84",
        "default_branch": "obs_0a3e1226327914724263d266",
        "default_branch_updated_at": "obs_a5b4fa7134af9fc50a34803b",
        "maintenance_status": "obs_98fd905fe62c50412e9d4deb",
        "momentum": "obs_7645d87abfb4694b479897d6",
        "repository_topics": "obs_2ad32e08a1b6252e77a87ad8",
        "integrations": "obs_55deef5a7177e778e762fdd4",
        "integration_fingerprint": "obs_a7fef8e681d26632d8161be9",
        "deployment_models": "obs_e5466c576c8da35c872ea070",
        "extensibility": "obs_ba6a6f7fac28ee350041483e"
      },
      "observed_fields": [
        "integration_count",
        "integration_fingerprint",
        "integrations",
        "last_release_at",
        "maintenance_status",
        "momentum",
        "popularity",
        "pricing_checked_at",
        "pricing_facts",
        "pricing_fingerprint",
        "pricing_stale",
        "pricing_summary",
        "risk",
        "score",
        "score_components",
        "stars",
        "tier",
        "verdict",
        "verification_stage",
        "version"
      ],
      "date": "2026-09-13"
    },
    {
      "id": "gh:aws/bedrock-agentcore-sdk-python",
      "score": 8.6,
      "popularity": 0.0,
      "stars": 763,
      "momentum": 9.0,
      "score_components": {
        "usefulness": 9.0,
        "novelty": 8.0,
        "momentum": 9.0,
        "maturity": 6.7,
        "open_source_build_quality": 8.4,
        "evidence": 7.2,
        "commercial_workflow_potential": 9.3,
        "setup_ease": 8.8
      },
      "tier": "Gold",
      "verdict": "try_now",
      "risk": "low",
      "verification_stage": "discovered",
      "pricing_fingerprint": null,
      "pricing_summary": null,
      "pricing_facts": [],
      "pricing_checked_at": null,
      "pricing_stale": null,
      "version": "v1.23.0",
      "last_release_at": "2026-09-11T20:39:46Z",
      "last_release_url": "https://github.com/aws/bedrock-agentcore-sdk-python/releases/tag/v1.23.0",
      "maintenance_status": "active",
      "integration_fingerprint": null,
      "integration_count": 0,
      "integrations": [],
      "source_observed_at": "2026-09-15T11:46:09.382347Z",
      "observation_source_url": "https://api.github.com/graphql",
      "observation_extractor_version": "github-observer-v2",
      "observation_refs": {
        "stars": "obs_6822f497c0ec3ed65cd61301",
        "version": "obs_a6969aa43a8c407f83fef4cb",
        "last_release_at": "obs_41fb9cc92a02f5eda1b2061e",
        "last_release_url": "obs_2879b275222fe95a82b14dfc",
        "pushed_at": "obs_c86cd5b97c8aa3a2bf3a8c60",
        "archived": "obs_ff5a8261447cd741804675d2",
        "default_branch": "obs_19e5466a9021ad069a1dd40d",
        "default_branch_updated_at": "obs_b10b09f505b4fbfd6126b6a9",
        "maintenance_status": "obs_3f756cea5ad21cbc36376a03",
        "momentum": "obs_b710506484e5c47be0cd5d09",
        "repository_topics": "obs_f56d2918e804d30d92c68b43",
        "integrations": "obs_1afc468a421ba891492653f6",
        "integration_fingerprint": "obs_335ca4783a7e327d76cc1f70",
        "deployment_models": "obs_b5e620205908fe9bdb83cda0",
        "extensibility": "obs_05bc239fc72965ea46f0788c"
      },
      "observed_fields": [
        "integration_count",
        "integration_fingerprint",
        "integrations",
        "last_release_at",
        "maintenance_status",
        "momentum",
        "popularity",
        "pricing_checked_at",
        "pricing_facts",
        "pricing_fingerprint",
        "pricing_stale",
        "pricing_summary",
        "risk",
        "score",
        "score_components",
        "stars",
        "tier",
        "verdict",
        "verification_stage",
        "version"
      ],
      "date": "2026-09-15"
    },
    {
      "id": "gh:aws/bedrock-agentcore-sdk-python",
      "score": 8.6,
      "popularity": 0.0,
      "stars": 763,
      "momentum": 9.0,
      "score_components": {
        "usefulness": 9.0,
        "novelty": 8.0,
        "momentum": 9.0,
        "maturity": 6.7,
        "open_source_build_quality": 8.4,
        "evidence": 7.2,
        "commercial_workflow_potential": 9.3,
        "setup_ease": 8.8
      },
      "tier": "Gold",
      "verdict": "try_now",
      "risk": "low",
      "verification_stage": "discovered",
      "pricing_fingerprint": null,
      "pricing_summary": null,
      "pricing_facts": [],
      "pricing_checked_at": null,
      "pricing_stale": null,
      "version": "v1.23.1",
      "last_release_at": "2026-09-16T16:46:11Z",
      "last_release_url": "https://github.com/aws/bedrock-agentcore-sdk-python/releases/tag/v1.23.1",
      "maintenance_status": "active",
      "integration_fingerprint": null,
      "integration_count": 0,
      "integrations": [],
      "source_observed_at": "2026-09-17T21:45:13.795340Z",
      "observation_source_url": "https://api.github.com/graphql",
      "observation_extractor_version": "github-observer-v2",
      "observation_refs": {
        "stars": "obs_fc76f332a6b2ab0b24a154c2",
        "version": "obs_4c88c482a0d27c9c145f34df",
        "last_release_at": "obs_525c74e9bcc9cb007db64a1c",
        "last_release_url": "obs_34e38b117791561063ea65d3",
        "pushed_at": "obs_edda15c13b69b04b31695744",
        "archived": "obs_2305f3c694026eaea31c603c",
        "default_branch": "obs_72b30d5e1e31c699bc99d373",
        "default_branch_updated_at": "obs_33667199b0e9172ffd7b7060",
        "maintenance_status": "obs_eb23b3f2f0e5121f936d3e8a",
        "momentum": "obs_4b2cc47aaec262733a390c39",
        "repository_topics": "obs_69c32eec0060c173597cd28c",
        "integrations": "obs_625719201b793eeba006e797",
        "integration_fingerprint": "obs_23175815bc4ea7fd2e377664",
        "deployment_models": "obs_bcf9ea262afc2ab789139da3",
        "extensibility": "obs_6a74c437d7be31408f961157"
      },
      "observed_fields": [
        "integration_count",
        "integration_fingerprint",
        "integrations",
        "last_release_at",
        "maintenance_status",
        "momentum",
        "popularity",
        "pricing_checked_at",
        "pricing_facts",
        "pricing_fingerprint",
        "pricing_stale",
        "pricing_summary",
        "risk",
        "score",
        "score_components",
        "stars",
        "tier",
        "verdict",
        "verification_stage",
        "version"
      ],
      "date": "2026-09-17"
    },
    {
      "id": "gh:aws/bedrock-agentcore-sdk-python",
      "score": 8.6,
      "popularity": 0.0,
      "stars": 764,
      "momentum": 9.0,
      "score_components": {
        "usefulness": 9.0,
        "novelty": 8.0,
        "momentum": 9.0,
        "maturity": 6.7,
        "open_source_build_quality": 8.4,
        "evidence": 7.2,
        "commercial_workflow_potential": 9.3,
        "setup_ease": 8.8
      },
      "tier": "Gold",
      "verdict": "try_now",
      "risk": "low",
      "verification_stage": "discovered",
      "pricing_fingerprint": null,
      "pricing_summary": null,
      "pricing_facts": [],
      "pricing_checked_at": null,
      "pricing_stale": null,
      "version": "v1.23.1",
      "last_release_at": "2026-09-16T16:46:11Z",
      "last_release_url": "https://github.com/aws/bedrock-agentcore-sdk-python/releases/tag/v1.23.1",
      "maintenance_status": "active",
      "integration_fingerprint": null,
      "integration_count": 0,
      "integrations": [],
      "source_observed_at": "2026-09-19T17:06:40.081307Z",
      "observation_source_url": "https://api.github.com/graphql",
      "observation_extractor_version": "github-observer-v2",
      "observation_refs": {
        "stars": "obs_73dcdf7ccb64f8343405d9f5",
        "version": "obs_a0ee073263509fe68ada11a1",
        "last_release_at": "obs_f305fed46561a8cfb4100671",
        "last_release_url": "obs_e90122df834265b688386a1b",
        "pushed_at": "obs_481614dac12041af18e6a816",
        "archived": "obs_20209866383dfbdead25d66b",
        "default_branch": "obs_65448bb12e973ab85ed2dfa4",
        "default_branch_updated_at": "obs_64442df0c93f585c93b021c5",
        "maintenance_status": "obs_4da90f38c0f42ab74ac72f99",
        "momentum": "obs_583c408ec283e4f052720e24",
        "repository_topics": "obs_07b1e0382db8efe22f595a16",
        "integrations": "obs_e643d1526501092324ebe846",
        "integration_fingerprint": "obs_79563804a699104e334fe3f2",
        "deployment_models": "obs_73aaf7df3e06c03b363991ed",
        "extensibility": "obs_2841c37e1f649800053ffb9f"
      },
      "observed_fields": [
        "integration_count",
        "integration_fingerprint",
        "integrations",
        "last_release_at",
        "maintenance_status",
        "momentum",
        "popularity",
        "pricing_checked_at",
        "pricing_facts",
        "pricing_fingerprint",
        "pricing_stale",
        "pricing_summary",
        "risk",
        "score",
        "score_components",
        "stars",
        "tier",
        "verdict",
        "verification_stage",
        "version"
      ],
      "date": "2026-09-19"
    },
    {
      "id": "gh:aws/bedrock-agentcore-sdk-python",
      "score": 8.6,
      "popularity": 0.0,
      "stars": 765,
      "momentum": 9.3,
      "score_components": {
        "usefulness": 9.0,
        "novelty": 8.0,
        "momentum": 9.0,
        "maturity": 6.7,
        "open_source_build_quality": 8.4,
        "evidence": 7.2,
        "commercial_workflow_potential": 9.3,
        "setup_ease": 8.8
      },
      "tier": "Gold",
      "verdict": "try_now",
      "risk": "low",
      "verification_stage": "discovered",
      "pricing_fingerprint": null,
      "pricing_summary": null,
      "pricing_facts": [],
      "pricing_checked_at": null,
      "pricing_stale": null,
      "version": "v1.23.1",
      "last_release_at": "2026-09-16T16:46:11Z",
      "last_release_url": "https://github.com/aws/bedrock-agentcore-sdk-python/releases/tag/v1.23.1",
      "maintenance_status": "active",
      "integration_fingerprint": null,
      "integration_count": 0,
      "integrations": [],
      "source_observed_at": "2026-09-20T17:06:32.868873Z",
      "observation_source_url": "https://api.github.com/graphql",
      "observation_extractor_version": "github-observer-v2",
      "observation_refs": {
        "stars": "obs_4e0133cf0f4113ad24f632f8",
        "version": "obs_bef60c1af42a499529baff80",
        "last_release_at": "obs_910af1d7f656f9edd6388c4c",
        "last_release_url": "obs_2968b41ae44c5ef966bc887b",
        "pushed_at": "obs_f4fe8b194e2db88479c63b6d",
        "archived": "obs_34a7433fd0312d6627fdad14",
        "default_branch": "obs_1e8891ab02d8ea5dbde3e38a",
        "default_branch_updated_at": "obs_b99e06bd65ff2881aa11d244",
        "maintenance_status": "obs_52e038de9b9a385dad1f3ce7",
        "momentum": "obs_3fb1085ed4f7ef1194669a07",
        "repository_topics": "obs_4ef7280c6d11e442586d50f2",
        "integrations": "obs_23a48046e31622e8ac966960",
        "integration_fingerprint": "obs_138c15f9fe6d29933bf25acb",
        "deployment_models": "obs_a2f8a54407d7b7caf96a4dce",
        "extensibility": "obs_21ea16aae87d09b8aef21aae"
      },
      "observed_fields": [
        "integration_count",
        "integration_fingerprint",
        "integrations",
        "last_release_at",
        "maintenance_status",
        "momentum",
        "popularity",
        "pricing_checked_at",
        "pricing_facts",
        "pricing_fingerprint",
        "pricing_stale",
        "pricing_summary",
        "risk",
        "score",
        "score_components",
        "stars",
        "tier",
        "verdict",
        "verification_stage",
        "version"
      ],
      "date": "2026-09-20"
    },
    {
      "id": "gh:aws/bedrock-agentcore-sdk-python",
      "score": 8.6,
      "popularity": 0.0,
      "stars": 766,
      "momentum": 9.0,
      "score_components": {
        "usefulness": 9.0,
        "novelty": 8.0,
        "momentum": 9.0,
        "maturity": 6.7,
        "open_source_build_quality": 8.4,
        "evidence": 7.2,
        "commercial_workflow_potential": 9.3,
        "setup_ease": 8.8
      },
      "tier": "Gold",
      "verdict": "try_now",
      "risk": "low",
      "verification_stage": "discovered",
      "pricing_fingerprint": null,
      "pricing_summary": null,
      "pricing_facts": [],
      "pricing_checked_at": null,
      "pricing_stale": null,
      "version": "v1.23.1",
      "last_release_at": "2026-09-16T16:46:11Z",
      "last_release_url": "https://github.com/aws/bedrock-agentcore-sdk-python/releases/tag/v1.23.1",
      "maintenance_status": "active",
      "integration_fingerprint": null,
      "integration_count": 0,
      "integrations": [],
      "source_observed_at": "2026-09-21T23:47:16.337043Z",
      "observation_source_url": "https://api.github.com/graphql",
      "observation_extractor_version": "github-observer-v2",
      "observation_refs": {
        "stars": "obs_2435e9ffef4c6ffd5e3cebf8",
        "version": "obs_4a4fb13793becfa43f2c5325",
        "last_release_at": "obs_da8c743cb351de6df574e813",
        "last_release_url": "obs_1368928bfd0079cc736cfcd9",
        "pushed_at": "obs_9c418d308be8bb542b7d3edb",
        "archived": "obs_396f4573d50c2890d18f8586",
        "default_branch": "obs_32416bbc9822023b23f89bca",
        "default_branch_updated_at": "obs_3bb035526dcd1d5ceff544fe",
        "maintenance_status": "obs_15feee4ee8e5e3470716779a",
        "momentum": "obs_db006ef2394ad04bf25c5af4",
        "repository_topics": "obs_2820ae3030836d6e7a21d776",
        "integrations": "obs_85724d5827463449bc3bbe26",
        "integration_fingerprint": "obs_6687eb7114ed936b854c5896",
        "deployment_models": "obs_07eb518231df70a7f7a6ab40",
        "extensibility": "obs_7b61fc6e64956052bc7ad22a"
      },
      "observed_fields": [
        "integration_count",
        "integration_fingerprint",
        "integrations",
        "last_release_at",
        "maintenance_status",
        "momentum",
        "popularity",
        "pricing_checked_at",
        "pricing_facts",
        "pricing_fingerprint",
        "pricing_stale",
        "pricing_summary",
        "risk",
        "score",
        "score_components",
        "stars",
        "tier",
        "verdict",
        "verification_stage",
        "version"
      ],
      "date": "2026-09-21"
    },
    {
      "id": "gh:aws/bedrock-agentcore-sdk-python",
      "score": 8.6,
      "popularity": 0.0,
      "stars": 766,
      "momentum": 9.0,
      "score_components": {
        "usefulness": 9.0,
        "novelty": 8.0,
        "momentum": 9.0,
        "maturity": 6.7,
        "open_source_build_quality": 8.4,
        "evidence": 7.2,
        "commercial_workflow_potential": 9.3,
        "setup_ease": 8.8
      },
      "tier": "Gold",
      "verdict": "try_now",
      "risk": "low",
      "verification_stage": "discovered",
      "pricing_fingerprint": null,
      "pricing_summary": null,
      "pricing_facts": [],
      "pricing_checked_at": null,
      "pricing_stale": null,
      "version": "v1.23.1",
      "last_release_at": "2026-09-16T16:46:11Z",
      "last_release_url": "https://github.com/aws/bedrock-agentcore-sdk-python/releases/tag/v1.23.1",
      "maintenance_status": "active",
      "integration_fingerprint": null,
      "integration_count": 0,
      "integrations": [],
      "source_observed_at": "2026-09-22T17:06:39.688103Z",
      "observation_source_url": "https://api.github.com/graphql",
      "observation_extractor_version": "github-observer-v2",
      "observation_refs": {
        "stars": "obs_c9a30276616aec2bc56c10bd",
        "version": "obs_bc4ace58380f03cec735c227",
        "last_release_at": "obs_fceab8e35e3b373491519621",
        "last_release_url": "obs_c5bd9dfd6d7a46fbe2ed0726",
        "pushed_at": "obs_cccada648baaa8ebc84ed4c2",
        "archived": "obs_147ea535e878c88b2c0f4add",
        "default_branch": "obs_941fb58e7574ffc82190a21f",
        "default_branch_updated_at": "obs_78c63b4f2fa86369d71cb65e",
        "maintenance_status": "obs_39a47d03f7baa11147295914",
        "momentum": "obs_6990f12de6fc3015e330cc16",
        "repository_topics": "obs_a01789d332444fb9a6f82885",
        "integrations": "obs_e1fb2c3bd6fc48f582d8811f",
        "integration_fingerprint": "obs_cf1630458b89079bca20cd0b",
        "deployment_models": "obs_8fdf1fbf0e7564be7527c283",
        "extensibility": "obs_ced2afc6f91bc5e834f34131"
      },
      "observed_fields": [
        "integration_count",
        "integration_fingerprint",
        "integrations",
        "last_release_at",
        "maintenance_status",
        "momentum",
        "popularity",
        "pricing_checked_at",
        "pricing_facts",
        "pricing_fingerprint",
        "pricing_stale",
        "pricing_summary",
        "risk",
        "score",
        "score_components",
        "stars",
        "tier",
        "verdict",
        "verification_stage",
        "version"
      ],
      "date": "2026-09-22"
    },
    {
      "id": "gh:aws/bedrock-agentcore-sdk-python",
      "score": 8.6,
      "popularity": 0.0,
      "stars": 766,
      "momentum": 9.0,
      "score_components": {
        "usefulness": 9.0,
        "novelty": 8.0,
        "momentum": 9.0,
        "maturity": 6.7,
        "open_source_build_quality": 8.4,
        "evidence": 7.2,
        "commercial_workflow_potential": 9.3,
        "setup_ease": 8.8
      },
      "tier": "Gold",
      "verdict": "try_now",
      "risk": "low",
      "verification_stage": "discovered",
      "pricing_fingerprint": null,
      "pricing_summary": null,
      "pricing_facts": [],
      "pricing_checked_at": null,
      "pricing_stale": null,
      "version": "v1.23.1",
      "last_release_at": "2026-09-16T16:46:11Z",
      "last_release_url": "https://github.com/aws/bedrock-agentcore-sdk-python/releases/tag/v1.23.1",
      "maintenance_status": "active",
      "integration_fingerprint": null,
      "integration_count": 0,
      "integrations": [],
      "source_observed_at": "2026-09-23T19:48:29.703424Z",
      "observation_source_url": "https://api.github.com/graphql",
      "observation_extractor_version": "github-observer-v2",
      "observation_refs": {
        "stars": "obs_f272a24a4452c75f35d0f8b6",
        "version": "obs_9d703c687277856c27e8804c",
        "last_release_at": "obs_515723ab4d1e070d89d954d2",
        "last_release_url": "obs_d750591090573f868b8ab568",
        "pushed_at": "obs_dab72afb8d3aa0f97398e290",
        "archived": "obs_2d66c0306aff2ba67466b992",
        "default_branch": "obs_a958a9069f143067f0770c2c",
        "default_branch_updated_at": "obs_113b84f0769096dda8f98a61",
        "maintenance_status": "obs_a2d72e7ed2b86c1579130541",
        "momentum": "obs_4edba59807b506c70c06b0fe",
        "repository_topics": "obs_69013c8faaa92423fd6220d4",
        "integrations": "obs_e0138d31019858422050a6d8",
        "integration_fingerprint": "obs_2af7908c7be8e9ded5414cea",
        "deployment_models": "obs_ad55f7b992c60e6ea9c0d4eb",
        "extensibility": "obs_3eb2a663e7a3d77c92855743"
      },
      "observed_fields": [
        "integration_count",
        "integration_fingerprint",
        "integrations",
        "last_release_at",
        "maintenance_status",
        "momentum",
        "popularity",
        "pricing_checked_at",
        "pricing_facts",
        "pricing_fingerprint",
        "pricing_stale",
        "pricing_summary",
        "risk",
        "score",
        "score_components",
        "stars",
        "tier",
        "verdict",
        "verification_stage",
        "version"
      ],
      "date": "2026-09-23"
    },
    {
      "id": "gh:aws/bedrock-agentcore-sdk-python",
      "score": 8.6,
      "popularity": 0.0,
      "stars": 769,
      "momentum": 9.3,
      "score_components": {
        "usefulness": 9.0,
        "novelty": 8.0,
        "momentum": 9.0,
        "maturity": 6.7,
        "open_source_build_quality": 8.4,
        "evidence": 7.2,
        "commercial_workflow_potential": 9.3,
        "setup_ease": 8.8
      },
      "tier": "Gold",
      "verdict": "try_now",
      "risk": "low",
      "verification_stage": "discovered",
      "pricing_fingerprint": null,
      "pricing_summary": null,
      "pricing_facts": [],
      "pricing_checked_at": null,
      "pricing_stale": null,
      "version": "v1.23.1",
      "last_release_at": "2026-09-16T16:46:11Z",
      "last_release_url": "https://github.com/aws/bedrock-agentcore-sdk-python/releases/tag/v1.23.1",
      "maintenance_status": "active",
      "integration_fingerprint": null,
      "integration_count": 0,
      "integrations": [],
      "source_observed_at": "2026-09-24T21:49:16.463298Z",
      "observation_source_url": "https://api.github.com/graphql",
      "observation_extractor_version": "github-observer-v2",
      "observation_refs": {
        "stars": "obs_11c461d3d12b30caa2d58dfb",
        "version": "obs_4bdd8b5c6f2c2c34f4b11c34",
        "last_release_at": "obs_b04249452ec99fee6d84c5c2",
        "last_release_url": "obs_26ef92089e1bd96b2d786833",
        "pushed_at": "obs_08332e012806e485e1973974",
        "archived": "obs_2c472d3e49bf8d976e276187",
        "default_branch": "obs_52a2475c14670bc08a32edaa",
        "default_branch_updated_at": "obs_2bea850cb3b736ad86ac9f31",
        "maintenance_status": "obs_68ec6700d3c13f7fcc78708d",
        "momentum": "obs_34ecc54fd2386466dcace181",
        "repository_topics": "obs_122cecbbd08cf409aa1d458d",
        "integrations": "obs_05808dc4e7549e7ace556e9a",
        "integration_fingerprint": "obs_67d2d22fa036e2fb7faa7e96",
        "deployment_models": "obs_fa1f798ad6c69cb625eb7f60",
        "extensibility": "obs_40f2c659f13e824cba572410"
      },
      "observed_fields": [
        "integration_count",
        "integration_fingerprint",
        "integrations",
        "last_release_at",
        "maintenance_status",
        "momentum",
        "popularity",
        "pricing_checked_at",
        "pricing_facts",
        "pricing_fingerprint",
        "pricing_stale",
        "pricing_summary",
        "risk",
        "score",
        "score_components",
        "stars",
        "tier",
        "verdict",
        "verification_stage",
        "version"
      ],
      "date": "2026-09-24"
    },
    {
      "id": "gh:aws/bedrock-agentcore-sdk-python",
      "score": 8.6,
      "popularity": 0.0,
      "stars": 769,
      "momentum": 9.0,
      "score_components": {
        "usefulness": 9.0,
        "novelty": 8.0,
        "momentum": 9.0,
        "maturity": 6.7,
        "open_source_build_quality": 8.4,
        "evidence": 7.2,
        "commercial_workflow_potential": 9.3,
        "setup_ease": 8.8
      },
      "tier": "Gold",
      "verdict": "try_now",
      "risk": "low",
      "verification_stage": "discovered",
      "pricing_fingerprint": null,
      "pricing_summary": null,
      "pricing_facts": [],
      "pricing_checked_at": null,
      "pricing_stale": null,
      "version": "v1.23.1",
      "last_release_at": "2026-09-16T16:46:11Z",
      "last_release_url": "https://github.com/aws/bedrock-agentcore-sdk-python/releases/tag/v1.23.1",
      "maintenance_status": "active",
      "integration_fingerprint": null,
      "integration_count": 0,
      "integrations": [],
      "source_observed_at": "2026-09-25T13:50:57.994663Z",
      "observation_source_url": "https://api.github.com/graphql",
      "observation_extractor_version": "github-observer-v2",
      "observation_refs": {
        "stars": "obs_26d707b28234d7a34b00ed84",
        "version": "obs_8cfa643fba79c3dabc91dd36",
        "last_release_at": "obs_2df08876080a997c45258fb4",
        "last_release_url": "obs_1453f890a17180b1cfe334d9",
        "pushed_at": "obs_a3f124a54bf73c677bacb10f",
        "archived": "obs_9b19d181b7112607e29f1428",
        "default_branch": "obs_b55aac9997fbe305e446cd9c",
        "default_branch_updated_at": "obs_2a3af42147eb11b896794803",
        "maintenance_status": "obs_2347a0017ff1405d7c5c1f4e",
        "momentum": "obs_a3c7fa9e5fdeccb82386b09d",
        "repository_topics": "obs_772fae088d241002fa7d91f8",
        "integrations": "obs_7015b2438777790f7d696720",
        "integration_fingerprint": "obs_3a3e2e1176f4e1f2d0f354f2",
        "deployment_models": "obs_39b6191073cec6a413e50e34",
        "extensibility": "obs_ded87c6195b13b8f326da5af"
      },
      "observed_fields": [
        "integration_count",
        "integration_fingerprint",
        "integrations",
        "last_release_at",
        "maintenance_status",
        "momentum",
        "popularity",
        "pricing_checked_at",
        "pricing_facts",
        "pricing_fingerprint",
        "pricing_stale",
        "pricing_summary",
        "risk",
        "score",
        "score_components",
        "stars",
        "tier",
        "verdict",
        "verification_stage",
        "version"
      ],
      "date": "2026-09-25"
    },
    {
      "id": "gh:aws/bedrock-agentcore-sdk-python",
      "score": 8.6,
      "popularity": 0.0,
      "stars": 769,
      "momentum": 9.0,
      "score_components": {
        "usefulness": 9.0,
        "novelty": 8.0,
        "momentum": 9.0,
        "maturity": 6.7,
        "open_source_build_quality": 8.4,
        "evidence": 7.2,
        "commercial_workflow_potential": 9.3,
        "setup_ease": 8.8
      },
      "tier": "Gold",
      "verdict": "try_now",
      "risk": "low",
      "verification_stage": "discovered",
      "pricing_fingerprint": null,
      "pricing_summary": null,
      "pricing_facts": [],
      "pricing_checked_at": null,
      "pricing_stale": null,
      "version": "v1.23.1",
      "last_release_at": "2026-09-16T16:46:11Z",
      "last_release_url": "https://github.com/aws/bedrock-agentcore-sdk-python/releases/tag/v1.23.1",
      "maintenance_status": "active",
      "integration_fingerprint": null,
      "integration_count": 0,
      "integrations": [],
      "source_observed_at": "2026-09-26T09:47:30.421436Z",
      "observation_source_url": "https://api.github.com/graphql",
      "observation_extractor_version": "github-observer-v2",
      "observation_refs": {
        "stars": "obs_ee0c124b471a36feba7bf4ba",
        "version": "obs_738cafe2312508603e58e63f",
        "last_release_at": "obs_e02172a83f467dbcf9b95588",
        "last_release_url": "obs_3f651b229fe6c0f7542e8c66",
        "pushed_at": "obs_2f45bf7177e0b4c93b996bd1",
        "archived": "obs_e8f62eda007ddb8c5981edb3",
        "default_branch": "obs_0fb52a6e56acc362b1e3a51b",
        "default_branch_updated_at": "obs_74c9a5d4a6bcf700bb7320a8",
        "maintenance_status": "obs_5cd74d4830d76330d884a15e",
        "momentum": "obs_16bb1babebba196b6d4e9f89",
        "repository_topics": "obs_fde5f0fa2c584b86e459612f",
        "integrations": "obs_00d620503ba2e2a2928579de",
        "integration_fingerprint": "obs_f9f00021b20b1b5efdea660e",
        "deployment_models": "obs_aece67ce2739ce9c3168ba92",
        "extensibility": "obs_0cf0435009652ce714329c97"
      },
      "observed_fields": [
        "integration_count",
        "integration_fingerprint",
        "integrations",
        "last_release_at",
        "maintenance_status",
        "momentum",
        "popularity",
        "pricing_checked_at",
        "pricing_facts",
        "pricing_fingerprint",
        "pricing_stale",
        "pricing_summary",
        "risk",
        "score",
        "score_components",
        "stars",
        "tier",
        "verdict",
        "verification_stage",
        "version"
      ],
      "date": "2026-09-26"
    },
    {
      "id": "gh:aws/bedrock-agentcore-sdk-python",
      "score": 8.6,
      "popularity": 0.0,
      "stars": 770,
      "momentum": 9.3,
      "score_components": {
        "usefulness": 9.0,
        "novelty": 8.0,
        "momentum": 9.0,
        "maturity": 6.7,
        "open_source_build_quality": 8.4,
        "evidence": 7.2,
        "commercial_workflow_potential": 9.3,
        "setup_ease": 8.8
      },
      "tier": "Gold",
      "verdict": "try_now",
      "risk": "low",
      "verification_stage": "discovered",
      "pricing_fingerprint": null,
      "pricing_summary": null,
      "pricing_facts": [],
      "pricing_checked_at": null,
      "pricing_stale": null,
      "version": "v1.23.1",
      "last_release_at": "2026-09-16T16:46:11Z",
      "last_release_url": "https://github.com/aws/bedrock-agentcore-sdk-python/releases/tag/v1.23.1",
      "maintenance_status": "active",
      "integration_fingerprint": null,
      "integration_count": 0,
      "integrations": [],
      "source_observed_at": "2026-09-27T01:47:58.533096Z",
      "observation_source_url": "https://api.github.com/graphql",
      "observation_extractor_version": "github-observer-v2",
      "observation_refs": {
        "stars": "obs_3da6dd6f3325cc9589c1611f",
        "version": "obs_4b8f264f7bd2f301a05d1a94",
        "last_release_at": "obs_1847cbedb0554887ea8f8033",
        "last_release_url": "obs_6059caaaae262b603b1cedb9",
        "pushed_at": "obs_e4d0da83cc2e888ec66de0ba",
        "archived": "obs_9a5672585650fa744868385f",
        "default_branch": "obs_f54f8e2c6abf3734c66ecad6",
        "default_branch_updated_at": "obs_0649438ea6699b476148e3b9",
        "maintenance_status": "obs_fe54e9cfa7f4c99501a90054",
        "momentum": "obs_95a8a1445ee225f2ea657f99",
        "repository_topics": "obs_f4e1ff148585b346a94d921c",
        "integrations": "obs_2de78191f02dd828d43174b6",
        "integration_fingerprint": "obs_275e763114bd51cf258c2a99",
        "deployment_models": "obs_e4e5c7b3a4022faa278429eb",
        "extensibility": "obs_d2747da2dfaa01a835a3b839"
      },
      "observed_fields": [
        "integration_count",
        "integration_fingerprint",
        "integrations",
        "last_release_at",
        "maintenance_status",
        "momentum",
        "popularity",
        "pricing_checked_at",
        "pricing_facts",
        "pricing_fingerprint",
        "pricing_stale",
        "pricing_summary",
        "risk",
        "score",
        "score_components",
        "stars",
        "tier",
        "verdict",
        "verification_stage",
        "version"
      ],
      "date": "2026-09-27"
    },
    {
      "id": "gh:aws/bedrock-agentcore-sdk-python",
      "score": 8.6,
      "popularity": 0.0,
      "stars": 771,
      "momentum": 9.0,
      "score_components": {
        "usefulness": 9.0,
        "novelty": 8.0,
        "momentum": 9.0,
        "maturity": 6.7,
        "open_source_build_quality": 8.4,
        "evidence": 7.2,
        "commercial_workflow_potential": 9.3,
        "setup_ease": 8.8
      },
      "tier": "Gold",
      "verdict": "try_now",
      "risk": "low",
      "verification_stage": "discovered",
      "pricing_fingerprint": null,
      "pricing_summary": null,
      "pricing_facts": [],
      "pricing_checked_at": null,
      "pricing_stale": null,
      "version": "v1.23.1",
      "last_release_at": "2026-09-16T16:46:11Z",
      "last_release_url": "https://github.com/aws/bedrock-agentcore-sdk-python/releases/tag/v1.23.1",
      "maintenance_status": "active",
      "integration_fingerprint": null,
      "integration_count": 0,
      "integrations": [],
      "source_observed_at": "2026-09-28T13:47:34.707135Z",
      "observation_source_url": "https://api.github.com/graphql",
      "observation_extractor_version": "github-observer-v2",
      "observation_refs": {
        "stars": "obs_c842ad4ff8ac0f3062d3c07d",
        "version": "obs_13d21c143136070641458743",
        "last_release_at": "obs_cd0d70628a059d7df62f9611",
        "last_release_url": "obs_c5469204c7481a7bc9efc84b",
        "pushed_at": "obs_0821d7bd07f0556a14fd3376",
        "archived": "obs_623f6d384bd122205e6f3068",
        "default_branch": "obs_229b27bd6b5e54ab17446799",
        "default_branch_updated_at": "obs_52400f6b415050985fecf63c",
        "maintenance_status": "obs_eed79edb6bd6d0db66f9a801",
        "momentum": "obs_ee9fe50bcf0df1e9aa4f1a46",
        "repository_topics": "obs_003113b426b09a2d9226d9ae",
        "integrations": "obs_19bc574529e37707572bad03",
        "integration_fingerprint": "obs_18ba98ba672ef88c59af8fde",
        "deployment_models": "obs_743d4b5099aa2c00fed4f892",
        "extensibility": "obs_7f1e497e9fafd07519060eca"
      },
      "observed_fields": [
        "integration_count",
        "integration_fingerprint",
        "integrations",
        "last_release_at",
        "maintenance_status",
        "momentum",
        "popularity",
        "pricing_checked_at",
        "pricing_facts",
        "pricing_fingerprint",
        "pricing_stale",
        "pricing_summary",
        "risk",
        "score",
        "score_components",
        "stars",
        "tier",
        "verdict",
        "verification_stage",
        "version"
      ],
      "date": "2026-09-28"
    },
    {
      "id": "gh:aws/bedrock-agentcore-sdk-python",
      "score": 8.6,
      "popularity": 0.0,
      "stars": 771,
      "momentum": 9.0,
      "score_components": {
        "usefulness": 9.0,
        "novelty": 8.0,
        "momentum": 9.0,
        "maturity": 6.7,
        "open_source_build_quality": 8.4,
        "evidence": 7.2,
        "commercial_workflow_potential": 9.3,
        "setup_ease": 8.8
      },
      "tier": "Gold",
      "verdict": "try_now",
      "risk": "low",
      "verification_stage": "discovered",
      "pricing_fingerprint": null,
      "pricing_summary": null,
      "pricing_facts": [],
      "pricing_checked_at": null,
      "pricing_stale": null,
      "version": "v1.24.0",
      "last_release_at": "2026-09-28T17:06:21Z",
      "last_release_url": "https://github.com/aws/bedrock-agentcore-sdk-python/releases/tag/v1.24.0",
      "maintenance_status": "active",
      "integration_fingerprint": null,
      "integration_count": 0,
      "integrations": [],
      "source_observed_at": "2026-09-29T17:08:16.498456Z",
      "observation_source_url": "https://api.github.com/graphql",
      "observation_extractor_version": "github-observer-v2",
      "observation_refs": {
        "stars": "obs_3204644c80fb75a8eb719c37",
        "version": "obs_303ad0d6fc15e66068cc5a71",
        "last_release_at": "obs_b9a31ed2782508c6acd045f3",
        "last_release_url": "obs_bd2f7b31b73994a4ab8b5736",
        "pushed_at": "obs_bb552783594dc42f359b7346",
        "archived": "obs_e5393251a56c801f5c5a8807",
        "default_branch": "obs_2baa7614353c7b598e45b63b",
        "default_branch_updated_at": "obs_6b7af7358f401ba6ed9ec203",
        "maintenance_status": "obs_5589755172b33eef9b4551ad",
        "momentum": "obs_bcc7077e127b641d1c8fb264",
        "repository_topics": "obs_a021bb3f7e8548b24062524e",
        "integrations": "obs_edbffc126de71acd8abd5c2b",
        "integration_fingerprint": "obs_18493df777d99edca96815b3",
        "deployment_models": "obs_f716aebcaafdfe9fdd818bba",
        "extensibility": "obs_a146cadef9048f0e69df632e"
      },
      "observed_fields": [
        "integration_count",
        "integration_fingerprint",
        "integrations",
        "last_release_at",
        "maintenance_status",
        "momentum",
        "popularity",
        "pricing_checked_at",
        "pricing_facts",
        "pricing_fingerprint",
        "pricing_stale",
        "pricing_summary",
        "risk",
        "score",
        "score_components",
        "stars",
        "tier",
        "verdict",
        "verification_stage",
        "version"
      ],
      "date": "2026-09-29"
    },
    {
      "id": "gh:aws/bedrock-agentcore-sdk-python",
      "score": 8.6,
      "popularity": 0.0,
      "stars": 771,
      "momentum": 9.0,
      "score_components": {
        "usefulness": 9.0,
        "novelty": 8.0,
        "momentum": 9.0,
        "maturity": 6.7,
        "open_source_build_quality": 8.4,
        "evidence": 7.2,
        "commercial_workflow_potential": 9.3,
        "setup_ease": 8.8
      },
      "tier": "Gold",
      "verdict": "try_now",
      "risk": "low",
      "verification_stage": "discovered",
      "pricing_fingerprint": null,
      "pricing_summary": null,
      "pricing_facts": [],
      "pricing_checked_at": null,
      "pricing_stale": null,
      "version": "v1.24.0",
      "last_release_at": "2026-09-28T17:06:21Z",
      "last_release_url": "https://github.com/aws/bedrock-agentcore-sdk-python/releases/tag/v1.24.0",
      "maintenance_status": "active",
      "integration_fingerprint": null,
      "integration_count": 0,
      "integrations": [],
      "source_observed_at": "2026-09-30T05:08:12.323055Z",
      "observation_source_url": "https://api.github.com/graphql",
      "observation_extractor_version": "github-observer-v2",
      "observation_refs": {
        "stars": "obs_f4dc11fb304abc267db7c529",
        "version": "obs_f6670e201346d4befc97de5d",
        "last_release_at": "obs_cd66677bd65676c5c2bccfff",
        "last_release_url": "obs_a845c43c644e53938f280475",
        "pushed_at": "obs_962dab9bfc43ead68996a895",
        "archived": "obs_284d8247cbbff659223012fa",
        "default_branch": "obs_af57ea335f45691a37450e5b",
        "default_branch_updated_at": "obs_43ac5f98244a0cdb686d2a5a",
        "maintenance_status": "obs_76457ae840e385247ecf513a",
        "momentum": "obs_0c9650bf72fc1f3fc54f15ad",
        "repository_topics": "obs_6b1caaecdc8329a7c6434b6b",
        "integrations": "obs_df13f3dd53c3c2a9041944b6",
        "integration_fingerprint": "obs_26d54c6b6df7ae6f7954b3a4",
        "deployment_models": "obs_074e27d1371512b0690ade56",
        "extensibility": "obs_1724bee9469a06145c09b6f8"
      },
      "observed_fields": [
        "integration_count",
        "integration_fingerprint",
        "integrations",
        "last_release_at",
        "maintenance_status",
        "momentum",
        "popularity",
        "pricing_checked_at",
        "pricing_facts",
        "pricing_fingerprint",
        "pricing_stale",
        "pricing_summary",
        "risk",
        "score",
        "score_components",
        "stars",
        "tier",
        "verdict",
        "verification_stage",
        "version"
      ],
      "date": "2026-09-30"
    },
    {
      "id": "gh:aws/bedrock-agentcore-sdk-python",
      "score": 8.6,
      "popularity": 0.0,
      "stars": 774,
      "momentum": 9.0,
      "score_components": {
        "usefulness": 9.0,
        "novelty": 8.0,
        "momentum": 9.0,
        "maturity": 6.7,
        "open_source_build_quality": 8.4,
        "evidence": 7.2,
        "commercial_workflow_potential": 9.3,
        "setup_ease": 8.8
      },
      "tier": "Gold",
      "verdict": "try_now",
      "risk": "low",
      "verification_stage": "discovered",
      "pricing_fingerprint": null,
      "pricing_summary": null,
      "pricing_facts": [],
      "pricing_checked_at": null,
      "pricing_stale": null,
      "version": "v1.24.0",
      "last_release_at": "2026-09-28T17:06:21Z",
      "last_release_url": "https://github.com/aws/bedrock-agentcore-sdk-python/releases/tag/v1.24.0",
      "maintenance_status": "active",
      "integration_fingerprint": null,
      "integration_count": 0,
      "integrations": [],
      "source_observed_at": "2026-10-01T21:24:16.558226Z",
      "observation_source_url": "https://api.github.com/graphql",
      "observation_extractor_version": "github-observer-v2",
      "observation_refs": {
        "stars": "obs_6adc1e2c51e13359acea61a3",
        "version": "obs_c1969e6bafd144e150be1762",
        "last_release_at": "obs_06f072b1a664ecc94c242683",
        "last_release_url": "obs_34c6a66822fd8c6d10539eeb",
        "pushed_at": "obs_a8b3f139f20f589ec4ba7d6c",
        "archived": "obs_2ad52ff4cbd83796c3010a5a",
        "default_branch": "obs_d2f6ec4773a4fa14b41d0e7d",
        "default_branch_updated_at": "obs_b035e239aa833c8cd0d39528",
        "maintenance_status": "obs_4ae7cf630cfd9340c03e3e72",
        "momentum": "obs_4e16871b97572263e3019120",
        "repository_topics": "obs_1c6e22f4f844c643a5e37c99",
        "integrations": "obs_947ba33faa4c870f7687be62",
        "integration_fingerprint": "obs_356348d85340d7d5c72e6520",
        "deployment_models": "obs_a652b58b7e7306123ec43d04",
        "extensibility": "obs_416ba99bed3c3769d74929fe"
      },
      "observed_fields": [
        "integration_count",
        "integration_fingerprint",
        "integrations",
        "last_release_at",
        "maintenance_status",
        "momentum",
        "popularity",
        "pricing_checked_at",
        "pricing_facts",
        "pricing_fingerprint",
        "pricing_stale",
        "pricing_summary",
        "risk",
        "score",
        "score_components",
        "stars",
        "tier",
        "verdict",
        "verification_stage",
        "version"
      ],
      "date": "2026-10-01"
    },
    {
      "id": "gh:aws/bedrock-agentcore-sdk-python",
      "score": 8.6,
      "popularity": 0.0,
      "stars": 775,
      "momentum": 9.0,
      "score_components": {
        "usefulness": 9.0,
        "novelty": 8.0,
        "momentum": 9.0,
        "maturity": 6.7,
        "open_source_build_quality": 8.4,
        "evidence": 7.2,
        "commercial_workflow_potential": 9.3,
        "setup_ease": 8.8
      },
      "tier": "Gold",
      "verdict": "try_now",
      "risk": "low",
      "verification_stage": "discovered",
      "pricing_fingerprint": null,
      "pricing_summary": null,
      "pricing_facts": [],
      "pricing_checked_at": null,
      "pricing_stale": null,
      "version": "v1.24.0",
      "last_release_at": "2026-09-28T17:06:21Z",
      "last_release_url": "https://github.com/aws/bedrock-agentcore-sdk-python/releases/tag/v1.24.0",
      "maintenance_status": "active",
      "integration_fingerprint": null,
      "integration_count": 0,
      "integrations": [],
      "source_observed_at": "2026-10-02T17:11:36.588066Z",
      "observation_source_url": "https://api.github.com/graphql",
      "observation_extractor_version": "github-observer-v2",
      "observation_refs": {
        "stars": "obs_b1d9e35a31b9d02a53d18071",
        "version": "obs_7a3a2d8f7bc761bcdaf5ccaf",
        "last_release_at": "obs_561a21e0ddb78a2bd1f0bf2e",
        "last_release_url": "obs_0e3ce1766cde40849e19e115",
        "pushed_at": "obs_c262c84b85cd316b9a046a65",
        "archived": "obs_4e84a285738a2ccd8ba36ab7",
        "default_branch": "obs_04a94580fe6cab05bedf8e68",
        "default_branch_updated_at": "obs_9b293bd5fc13b3fbc38a412d",
        "maintenance_status": "obs_0bb3f3ef1149883d982acda0",
        "momentum": "obs_b1adc74ed4ef845e4b91a776",
        "repository_topics": "obs_a1f8b3eb0e7c3dd4f71721df",
        "integrations": "obs_a9f3f6ab18770d6bce647a6a",
        "integration_fingerprint": "obs_963b3fb2e145ccd12ba987ac",
        "deployment_models": "obs_daa0736a2a4d5124c9517adb",
        "extensibility": "obs_6eb7e1d5c03fedfdc8092e9d"
      },
      "observed_fields": [
        "integration_count",
        "integration_fingerprint",
        "integrations",
        "last_release_at",
        "maintenance_status",
        "momentum",
        "popularity",
        "pricing_checked_at",
        "pricing_facts",
        "pricing_fingerprint",
        "pricing_stale",
        "pricing_summary",
        "risk",
        "score",
        "score_components",
        "stars",
        "tier",
        "verdict",
        "verification_stage",
        "version"
      ],
      "date": "2026-10-02"
    },
    {
      "id": "gh:aws/bedrock-agentcore-sdk-python",
      "score": 8.6,
      "popularity": 0.0,
      "stars": 775,
      "momentum": 9.0,
      "score_components": {
        "usefulness": 9.0,
        "novelty": 8.0,
        "momentum": 9.0,
        "maturity": 6.7,
        "open_source_build_quality": 8.4,
        "evidence": 7.2,
        "commercial_workflow_potential": 9.3,
        "setup_ease": 8.8
      },
      "tier": "Gold",
      "verdict": "try_now",
      "risk": "low",
      "verification_stage": "discovered",
      "pricing_fingerprint": null,
      "pricing_summary": null,
      "pricing_facts": [],
      "pricing_checked_at": null,
      "pricing_stale": null,
      "version": "v1.24.0",
      "last_release_at": "2026-09-28T17:06:21Z",
      "last_release_url": "https://github.com/aws/bedrock-agentcore-sdk-python/releases/tag/v1.24.0",
      "maintenance_status": "active",
      "integration_fingerprint": null,
      "integration_count": 0,
      "integrations": [],
      "source_observed_at": "2026-10-03T17:13:14.190776Z",
      "observation_source_url": "https://api.github.com/graphql",
      "observation_extractor_version": "github-observer-v2",
      "observation_refs": {
        "stars": "obs_b30c7ede3d8d3a1b14cb4938",
        "version": "obs_43d2435fde13357e7417377b",
        "last_release_at": "obs_799ce06104ef73c90aea5659",
        "last_release_url": "obs_93905fcf2b9c054928dd233b",
        "pushed_at": "obs_e8b57319e57b8bdc9fb0f390",
        "archived": "obs_6ce80c907a357a5d0de835d2",
        "default_branch": "obs_81bf05dfb7cea6de37edc988",
        "default_branch_updated_at": "obs_3f8ecb2ed170397bdfeb36fe",
        "maintenance_status": "obs_ed6d45d6968edca81a69ae73",
        "momentum": "obs_d153d5d105de67d07a04c420",
        "repository_topics": "obs_a2d2ae9efea05d59d1f87bb8",
        "integrations": "obs_5c4e73af8ef654c7cacabb61",
        "integration_fingerprint": "obs_1a2da411315839d869f05428",
        "deployment_models": "obs_33e9081e5a5117b587163d45",
        "extensibility": "obs_420bec53936ede78fc9fbd2e"
      },
      "observed_fields": [
        "integration_count",
        "integration_fingerprint",
        "integrations",
        "last_release_at",
        "maintenance_status",
        "momentum",
        "popularity",
        "pricing_checked_at",
        "pricing_facts",
        "pricing_fingerprint",
        "pricing_stale",
        "pricing_summary",
        "risk",
        "score",
        "score_components",
        "stars",
        "tier",
        "verdict",
        "verification_stage",
        "version"
      ],
      "date": "2026-10-03"
    }
  ],
  "changes": [
    {
      "id": "evt_a4f09da1d7a9341f9510",
      "entity_id": "gh:aws/bedrock-agentcore-sdk-python",
      "item_url": "/item/bedrock-agentcore-sdk-apache-2-0-framework-agnostic-python-sdk-for-deplo/",
      "title": "Bedrock AgentCore SDK: Apache-2.0 Framework-Agnostic Python SDK for Deploying AI Agents (Runtime, Memory, Auth, MCP Gateway, Code Interpreter, Browser, Observability)",
      "category": "other",
      "kind": "stars_changed",
      "occurred_at": "2026-10-02T13:49:49.476083Z",
      "before": 774,
      "after": 775,
      "explanation": "Stars changed: 774 → 775.",
      "explanation_scope": "catalog_snapshot_delta",
      "evidence_refs": {},
      "tier": "Gold",
      "risk": "low",
      "verdict": "try_now",
      "score": 8.6,
      "entity_kind": "open_source",
      "verification_stage": "discovered",
      "type": "Tool",
      "section": "other",
      "local_ai": false,
      "local_model_compatible": false,
      "discovery_topic": "agent_framework",
      "discovery_topic_status": "unreviewed",
      "setup_ease": 8.8,
      "best_for": [
        "AI developers",
        "technical founders"
      ],
      "risk_categories": [
        "sensitive",
        "system"
      ],
      "search_text": "bedrock agentcore sdk: apache-2.0 framework-agnostic python sdk for deploying ai agents (runtime, memory, auth, mcp gateway, code interpreter, browser, observability) aws open_source other gold low try_now ai developers technical founders",
      "material_mover": false
    },
    {
      "id": "evt_f7a83538fd3be1452b42",
      "entity_id": "gh:aws/bedrock-agentcore-sdk-python",
      "item_url": "/item/bedrock-agentcore-sdk-apache-2-0-framework-agnostic-python-sdk-for-deplo/",
      "title": "Bedrock AgentCore SDK: Apache-2.0 Framework-Agnostic Python SDK for Deploying AI Agents (Runtime, Memory, Auth, MCP Gateway, Code Interpreter, Browser, Observability)",
      "category": "other",
      "kind": "stars_changed",
      "occurred_at": "2026-10-01T17:20:20.713752Z",
      "before": 771,
      "after": 774,
      "explanation": "Stars changed: 771 → 774.",
      "explanation_scope": "catalog_snapshot_delta",
      "evidence_refs": {},
      "tier": "Gold",
      "risk": "low",
      "verdict": "try_now",
      "score": 8.6,
      "entity_kind": "open_source",
      "verification_stage": "discovered",
      "type": "Tool",
      "section": "other",
      "local_ai": false,
      "local_model_compatible": false,
      "discovery_topic": "agent_framework",
      "discovery_topic_status": "unreviewed",
      "setup_ease": 8.8,
      "best_for": [
        "AI developers",
        "technical founders"
      ],
      "risk_categories": [
        "sensitive",
        "system"
      ],
      "search_text": "bedrock agentcore sdk: apache-2.0 framework-agnostic python sdk for deploying ai agents (runtime, memory, auth, mcp gateway, code interpreter, browser, observability) aws open_source other gold low try_now ai developers technical founders",
      "material_mover": false
    },
    {
      "id": "evt_bc03e44cb2108cc765d8",
      "entity_id": "gh:aws/bedrock-agentcore-sdk-python",
      "item_url": "/item/bedrock-agentcore-sdk-apache-2-0-framework-agnostic-python-sdk-for-deplo/",
      "title": "Bedrock AgentCore SDK: Apache-2.0 Framework-Agnostic Python SDK for Deploying AI Agents (Runtime, Memory, Auth, MCP Gateway, Code Interpreter, Browser, Observability)",
      "category": "other",
      "kind": "version_changed",
      "occurred_at": "2026-09-29T05:09:59.243338Z",
      "before": "v1.23.1",
      "after": "v1.24.0",
      "explanation": "Version changed: v1.23.1 → v1.24.0.",
      "explanation_scope": "catalog_snapshot_delta",
      "evidence_refs": {},
      "tier": "Gold",
      "risk": "low",
      "verdict": "try_now",
      "score": 8.6,
      "entity_kind": "open_source",
      "verification_stage": "discovered",
      "type": "Tool",
      "section": "other",
      "local_ai": false,
      "local_model_compatible": false,
      "discovery_topic": "agent_framework",
      "discovery_topic_status": "unreviewed",
      "setup_ease": 8.8,
      "best_for": [
        "AI developers",
        "technical founders"
      ],
      "risk_categories": [
        "sensitive",
        "system"
      ],
      "search_text": "bedrock agentcore sdk: apache-2.0 framework-agnostic python sdk for deploying ai agents (runtime, memory, auth, mcp gateway, code interpreter, browser, observability) aws open_source other gold low try_now ai developers technical founders",
      "material_mover": false
    },
    {
      "id": "evt_940e2f49a3fe38b9b620",
      "entity_id": "gh:aws/bedrock-agentcore-sdk-python",
      "item_url": "/item/bedrock-agentcore-sdk-apache-2-0-framework-agnostic-python-sdk-for-deplo/",
      "title": "Bedrock AgentCore SDK: Apache-2.0 Framework-Agnostic Python SDK for Deploying AI Agents (Runtime, Memory, Auth, MCP Gateway, Code Interpreter, Browser, Observability)",
      "category": "other",
      "kind": "stars_changed",
      "occurred_at": "2026-09-28T13:47:34.707135Z",
      "before": 770,
      "after": 771,
      "explanation": "Stars changed: 770 → 771.",
      "explanation_scope": "catalog_snapshot_delta",
      "evidence_refs": {},
      "tier": "Gold",
      "risk": "low",
      "verdict": "try_now",
      "score": 8.6,
      "entity_kind": "open_source",
      "verification_stage": "discovered",
      "type": "Tool",
      "section": "other",
      "local_ai": false,
      "local_model_compatible": false,
      "discovery_topic": "agent_framework",
      "discovery_topic_status": "unreviewed",
      "setup_ease": 8.8,
      "best_for": [
        "AI developers",
        "technical founders"
      ],
      "risk_categories": [
        "sensitive",
        "system"
      ],
      "search_text": "bedrock agentcore sdk: apache-2.0 framework-agnostic python sdk for deploying ai agents (runtime, memory, auth, mcp gateway, code interpreter, browser, observability) aws open_source other gold low try_now ai developers technical founders",
      "material_mover": false
    },
    {
      "id": "evt_78868d44837e84274944",
      "entity_id": "gh:aws/bedrock-agentcore-sdk-python",
      "item_url": "/item/bedrock-agentcore-sdk-apache-2-0-framework-agnostic-python-sdk-for-deplo/",
      "title": "Bedrock AgentCore SDK: Apache-2.0 Framework-Agnostic Python SDK for Deploying AI Agents (Runtime, Memory, Auth, MCP Gateway, Code Interpreter, Browser, Observability)",
      "category": "other",
      "kind": "stars_changed",
      "occurred_at": "2026-09-27T01:47:58.533096Z",
      "before": 769,
      "after": 770,
      "explanation": "Stars changed: 769 → 770.",
      "explanation_scope": "catalog_snapshot_delta",
      "evidence_refs": {},
      "tier": "Gold",
      "risk": "low",
      "verdict": "try_now",
      "score": 8.6,
      "entity_kind": "open_source",
      "verification_stage": "discovered",
      "type": "Tool",
      "section": "other",
      "local_ai": false,
      "local_model_compatible": false,
      "discovery_topic": "agent_framework",
      "discovery_topic_status": "unreviewed",
      "setup_ease": 8.8,
      "best_for": [
        "AI developers",
        "technical founders"
      ],
      "risk_categories": [
        "sensitive",
        "system"
      ],
      "search_text": "bedrock agentcore sdk: apache-2.0 framework-agnostic python sdk for deploying ai agents (runtime, memory, auth, mcp gateway, code interpreter, browser, observability) aws open_source other gold low try_now ai developers technical founders",
      "material_mover": false
    },
    {
      "id": "evt_2b51a2612b5e09125ed6",
      "entity_id": "gh:aws/bedrock-agentcore-sdk-python",
      "item_url": "/item/bedrock-agentcore-sdk-apache-2-0-framework-agnostic-python-sdk-for-deplo/",
      "title": "Bedrock AgentCore SDK: Apache-2.0 Framework-Agnostic Python SDK for Deploying AI Agents (Runtime, Memory, Auth, MCP Gateway, Code Interpreter, Browser, Observability)",
      "category": "other",
      "kind": "stars_changed",
      "occurred_at": "2026-09-24T21:49:16.463298Z",
      "before": 767,
      "after": 769,
      "explanation": "Stars changed: 767 → 769.",
      "explanation_scope": "catalog_snapshot_delta",
      "evidence_refs": {},
      "tier": "Gold",
      "risk": "low",
      "verdict": "try_now",
      "score": 8.6,
      "entity_kind": "open_source",
      "verification_stage": "discovered",
      "type": "Tool",
      "section": "other",
      "local_ai": false,
      "local_model_compatible": false,
      "discovery_topic": "agent_framework",
      "discovery_topic_status": "unreviewed",
      "setup_ease": 8.8,
      "best_for": [
        "AI developers",
        "technical founders"
      ],
      "risk_categories": [
        "sensitive",
        "system"
      ],
      "search_text": "bedrock agentcore sdk: apache-2.0 framework-agnostic python sdk for deploying ai agents (runtime, memory, auth, mcp gateway, code interpreter, browser, observability) aws open_source other gold low try_now ai developers technical founders",
      "material_mover": false
    },
    {
      "id": "evt_add971537a13d13d406f",
      "entity_id": "gh:aws/bedrock-agentcore-sdk-python",
      "item_url": "/item/bedrock-agentcore-sdk-apache-2-0-framework-agnostic-python-sdk-for-deplo/",
      "title": "Bedrock AgentCore SDK: Apache-2.0 Framework-Agnostic Python SDK for Deploying AI Agents (Runtime, Memory, Auth, MCP Gateway, Code Interpreter, Browser, Observability)",
      "category": "other",
      "kind": "stars_changed",
      "occurred_at": "2026-09-24T05:09:18.096595Z",
      "before": 766,
      "after": 767,
      "explanation": "Stars changed: 766 → 767.",
      "explanation_scope": "catalog_snapshot_delta",
      "evidence_refs": {},
      "tier": "Gold",
      "risk": "low",
      "verdict": "try_now",
      "score": 8.6,
      "entity_kind": "open_source",
      "verification_stage": "discovered",
      "type": "Tool",
      "section": "other",
      "local_ai": false,
      "local_model_compatible": false,
      "discovery_topic": "agent_framework",
      "discovery_topic_status": "unreviewed",
      "setup_ease": 8.8,
      "best_for": [
        "AI developers",
        "technical founders"
      ],
      "risk_categories": [
        "sensitive",
        "system"
      ],
      "search_text": "bedrock agentcore sdk: apache-2.0 framework-agnostic python sdk for deploying ai agents (runtime, memory, auth, mcp gateway, code interpreter, browser, observability) aws open_source other gold low try_now ai developers technical founders",
      "material_mover": false
    },
    {
      "id": "evt_daca937fa9755ad9d514",
      "entity_id": "gh:aws/bedrock-agentcore-sdk-python",
      "item_url": "/item/bedrock-agentcore-sdk-apache-2-0-framework-agnostic-python-sdk-for-deplo/",
      "title": "Bedrock AgentCore SDK: Apache-2.0 Framework-Agnostic Python SDK for Deploying AI Agents (Runtime, Memory, Auth, MCP Gateway, Code Interpreter, Browser, Observability)",
      "category": "other",
      "kind": "stars_changed",
      "occurred_at": "2026-09-21T21:47:01.452749Z",
      "before": 765,
      "after": 766,
      "explanation": "Stars changed: 765 → 766.",
      "explanation_scope": "catalog_snapshot_delta",
      "evidence_refs": {},
      "tier": "Gold",
      "risk": "low",
      "verdict": "try_now",
      "score": 8.6,
      "entity_kind": "open_source",
      "verification_stage": "discovered",
      "type": "Tool",
      "section": "other",
      "local_ai": false,
      "local_model_compatible": false,
      "discovery_topic": "agent_framework",
      "discovery_topic_status": "unreviewed",
      "setup_ease": 8.8,
      "best_for": [
        "AI developers",
        "technical founders"
      ],
      "risk_categories": [
        "sensitive",
        "system"
      ],
      "search_text": "bedrock agentcore sdk: apache-2.0 framework-agnostic python sdk for deploying ai agents (runtime, memory, auth, mcp gateway, code interpreter, browser, observability) aws open_source other gold low try_now ai developers technical founders",
      "material_mover": false
    },
    {
      "id": "evt_d033570a152f6dcd6fab",
      "entity_id": "gh:aws/bedrock-agentcore-sdk-python",
      "item_url": "/item/bedrock-agentcore-sdk-apache-2-0-framework-agnostic-python-sdk-for-deplo/",
      "title": "Bedrock AgentCore SDK: Apache-2.0 Framework-Agnostic Python SDK for Deploying AI Agents (Runtime, Memory, Auth, MCP Gateway, Code Interpreter, Browser, Observability)",
      "category": "other",
      "kind": "stars_changed",
      "occurred_at": "2026-09-20T17:06:32.868873Z",
      "before": 764,
      "after": 765,
      "explanation": "Stars changed: 764 → 765.",
      "explanation_scope": "catalog_snapshot_delta",
      "evidence_refs": {},
      "tier": "Gold",
      "risk": "low",
      "verdict": "try_now",
      "score": 8.6,
      "entity_kind": "open_source",
      "verification_stage": "discovered",
      "type": "Tool",
      "section": "other",
      "local_ai": false,
      "local_model_compatible": false,
      "discovery_topic": "agent_framework",
      "discovery_topic_status": "unreviewed",
      "setup_ease": 8.8,
      "best_for": [
        "AI developers",
        "technical founders"
      ],
      "risk_categories": [
        "sensitive",
        "system"
      ],
      "search_text": "bedrock agentcore sdk: apache-2.0 framework-agnostic python sdk for deploying ai agents (runtime, memory, auth, mcp gateway, code interpreter, browser, observability) aws open_source other gold low try_now ai developers technical founders",
      "material_mover": false
    },
    {
      "id": "evt_d03dc20c193c59f13060",
      "entity_id": "gh:aws/bedrock-agentcore-sdk-python",
      "item_url": "/item/bedrock-agentcore-sdk-apache-2-0-framework-agnostic-python-sdk-for-deplo/",
      "title": "Bedrock AgentCore SDK: Apache-2.0 Framework-Agnostic Python SDK for Deploying AI Agents (Runtime, Memory, Auth, MCP Gateway, Code Interpreter, Browser, Observability)",
      "category": "other",
      "kind": "stars_changed",
      "occurred_at": "2026-09-19T07:48:56.009844Z",
      "before": 763,
      "after": 764,
      "explanation": "Stars changed: 763 → 764.",
      "explanation_scope": "catalog_snapshot_delta",
      "evidence_refs": {},
      "tier": "Gold",
      "risk": "low",
      "verdict": "try_now",
      "score": 8.6,
      "entity_kind": "open_source",
      "verification_stage": "discovered",
      "type": "Tool",
      "section": "other",
      "local_ai": false,
      "local_model_compatible": false,
      "discovery_topic": "agent_framework",
      "discovery_topic_status": "unreviewed",
      "setup_ease": 8.8,
      "best_for": [
        "AI developers",
        "technical founders"
      ],
      "risk_categories": [
        "sensitive",
        "system"
      ],
      "search_text": "bedrock agentcore sdk: apache-2.0 framework-agnostic python sdk for deploying ai agents (runtime, memory, auth, mcp gateway, code interpreter, browser, observability) aws open_source other gold low try_now ai developers technical founders",
      "material_mover": false
    },
    {
      "id": "evt_9b13de44296b9e5ee4a5",
      "entity_id": "gh:aws/bedrock-agentcore-sdk-python",
      "item_url": "/item/bedrock-agentcore-sdk-apache-2-0-framework-agnostic-python-sdk-for-deplo/",
      "title": "Bedrock AgentCore SDK: Apache-2.0 Framework-Agnostic Python SDK for Deploying AI Agents (Runtime, Memory, Auth, MCP Gateway, Code Interpreter, Browser, Observability)",
      "category": "other",
      "kind": "version_changed",
      "occurred_at": "2026-09-17T11:46:10.011992Z",
      "before": "v1.23.0",
      "after": "v1.23.1",
      "explanation": "Version changed: v1.23.0 → v1.23.1.",
      "explanation_scope": "catalog_snapshot_delta",
      "evidence_refs": {},
      "tier": "Gold",
      "risk": "low",
      "verdict": "try_now",
      "score": 8.6,
      "entity_kind": "open_source",
      "verification_stage": "discovered",
      "type": "Tool",
      "section": "other",
      "local_ai": false,
      "local_model_compatible": false,
      "discovery_topic": "agent_framework",
      "discovery_topic_status": "unreviewed",
      "setup_ease": 8.8,
      "best_for": [
        "AI developers",
        "technical founders"
      ],
      "risk_categories": [
        "sensitive",
        "system"
      ],
      "search_text": "bedrock agentcore sdk: apache-2.0 framework-agnostic python sdk for deploying ai agents (runtime, memory, auth, mcp gateway, code interpreter, browser, observability) aws open_source other gold low try_now ai developers technical founders",
      "material_mover": false
    },
    {
      "id": "evt_7aaec16312db4ae58d3f",
      "entity_id": "gh:aws/bedrock-agentcore-sdk-python",
      "item_url": "/item/bedrock-agentcore-sdk-apache-2-0-framework-agnostic-python-sdk-for-deplo/",
      "title": "Bedrock AgentCore SDK: Apache-2.0 Framework-Agnostic Python SDK for Deploying AI Agents (Runtime, Memory, Auth, MCP Gateway, Code Interpreter, Browser, Observability)",
      "category": "other",
      "kind": "stars_changed",
      "occurred_at": "2026-09-15T11:46:09.382347Z",
      "before": 761,
      "after": 763,
      "explanation": "Stars changed: 761 → 763.",
      "explanation_scope": "catalog_snapshot_delta",
      "evidence_refs": {},
      "tier": "Gold",
      "risk": "low",
      "verdict": "try_now",
      "score": 8.6,
      "entity_kind": "open_source",
      "verification_stage": "discovered",
      "type": "Tool",
      "section": "other",
      "local_ai": false,
      "local_model_compatible": false,
      "discovery_topic": "agent_framework",
      "discovery_topic_status": "unreviewed",
      "setup_ease": 8.8,
      "best_for": [
        "AI developers",
        "technical founders"
      ],
      "risk_categories": [
        "sensitive",
        "system"
      ],
      "search_text": "bedrock agentcore sdk: apache-2.0 framework-agnostic python sdk for deploying ai agents (runtime, memory, auth, mcp gateway, code interpreter, browser, observability) aws open_source other gold low try_now ai developers technical founders",
      "material_mover": false
    },
    {
      "id": "evt_4f582291775d9d3d7f16",
      "entity_id": "gh:aws/bedrock-agentcore-sdk-python",
      "item_url": "/item/bedrock-agentcore-sdk-apache-2-0-framework-agnostic-python-sdk-for-deplo/",
      "title": "Bedrock AgentCore SDK: Apache-2.0 Framework-Agnostic Python SDK for Deploying AI Agents (Runtime, Memory, Auth, MCP Gateway, Code Interpreter, Browser, Observability)",
      "category": "other",
      "kind": "stars_changed",
      "occurred_at": "2026-09-12T17:04:32.267494Z",
      "before": 760,
      "after": 761,
      "explanation": "Stars changed: 760 → 761.",
      "explanation_scope": "catalog_snapshot_delta",
      "evidence_refs": {},
      "tier": "Gold",
      "risk": "low",
      "verdict": "try_now",
      "score": 8.6,
      "entity_kind": "open_source",
      "verification_stage": "discovered",
      "type": "Tool",
      "section": "other",
      "local_ai": false,
      "local_model_compatible": false,
      "discovery_topic": "agent_framework",
      "discovery_topic_status": "unreviewed",
      "setup_ease": 8.8,
      "best_for": [
        "AI developers",
        "technical founders"
      ],
      "risk_categories": [
        "sensitive",
        "system"
      ],
      "search_text": "bedrock agentcore sdk: apache-2.0 framework-agnostic python sdk for deploying ai agents (runtime, memory, auth, mcp gateway, code interpreter, browser, observability) aws open_source other gold low try_now ai developers technical founders",
      "material_mover": false
    },
    {
      "id": "evt_e88f6c77cf04a8f621f4",
      "entity_id": "gh:aws/bedrock-agentcore-sdk-python",
      "item_url": "/item/bedrock-agentcore-sdk-apache-2-0-framework-agnostic-python-sdk-for-deplo/",
      "title": "Bedrock AgentCore SDK: Apache-2.0 Framework-Agnostic Python SDK for Deploying AI Agents (Runtime, Memory, Auth, MCP Gateway, Code Interpreter, Browser, Observability)",
      "category": "other",
      "kind": "version_changed",
      "occurred_at": "2026-09-12T11:11:34.373380Z",
      "before": "v1.22.0",
      "after": "v1.23.0",
      "explanation": "Version changed: v1.22.0 → v1.23.0.",
      "explanation_scope": "catalog_snapshot_delta",
      "evidence_refs": {},
      "tier": "Gold",
      "risk": "low",
      "verdict": "try_now",
      "score": 8.6,
      "entity_kind": "open_source",
      "verification_stage": "discovered",
      "type": "Tool",
      "section": "other",
      "local_ai": false,
      "local_model_compatible": false,
      "discovery_topic": "agent_framework",
      "discovery_topic_status": "unreviewed",
      "setup_ease": 8.8,
      "best_for": [
        "AI developers",
        "technical founders"
      ],
      "risk_categories": [
        "sensitive",
        "system"
      ],
      "search_text": "bedrock agentcore sdk: apache-2.0 framework-agnostic python sdk for deploying ai agents (runtime, memory, auth, mcp gateway, code interpreter, browser, observability) aws open_source other gold low try_now ai developers technical founders",
      "material_mover": false
    },
    {
      "id": "evt_c30dd308d2c8d461bd6d",
      "entity_id": "gh:aws/bedrock-agentcore-sdk-python",
      "item_url": "/item/bedrock-agentcore-sdk-apache-2-0-framework-agnostic-python-sdk-for-deplo/",
      "title": "Bedrock AgentCore SDK: Apache-2.0 Framework-Agnostic Python SDK for Deploying AI Agents (Runtime, Memory, Auth, MCP Gateway, Code Interpreter, Browser, Observability)",
      "category": "other",
      "kind": "stars_changed",
      "occurred_at": "2026-09-12T11:11:34.373380Z",
      "before": 759,
      "after": 760,
      "explanation": "Stars changed: 759 → 760.",
      "explanation_scope": "catalog_snapshot_delta",
      "evidence_refs": {},
      "tier": "Gold",
      "risk": "low",
      "verdict": "try_now",
      "score": 8.6,
      "entity_kind": "open_source",
      "verification_stage": "discovered",
      "type": "Tool",
      "section": "other",
      "local_ai": false,
      "local_model_compatible": false,
      "discovery_topic": "agent_framework",
      "discovery_topic_status": "unreviewed",
      "setup_ease": 8.8,
      "best_for": [
        "AI developers",
        "technical founders"
      ],
      "risk_categories": [
        "sensitive",
        "system"
      ],
      "search_text": "bedrock agentcore sdk: apache-2.0 framework-agnostic python sdk for deploying ai agents (runtime, memory, auth, mcp gateway, code interpreter, browser, observability) aws open_source other gold low try_now ai developers technical founders",
      "material_mover": false
    },
    {
      "id": "evt_6805f94a8b3d94aec208",
      "entity_id": "gh:aws/bedrock-agentcore-sdk-python",
      "item_url": "/item/bedrock-agentcore-sdk-apache-2-0-framework-agnostic-python-sdk-for-deplo/",
      "title": "Bedrock AgentCore SDK: Apache-2.0 Framework-Agnostic Python SDK for Deploying AI Agents (Runtime, Memory, Auth, MCP Gateway, Code Interpreter, Browser, Observability)",
      "category": "other",
      "kind": "stars_changed",
      "occurred_at": "2026-09-11T09:31:02.897429Z",
      "before": 758,
      "after": 759,
      "explanation": "Stars changed: 758 → 759.",
      "explanation_scope": "catalog_snapshot_delta",
      "evidence_refs": {},
      "tier": "Gold",
      "risk": "low",
      "verdict": "try_now",
      "score": 8.6,
      "entity_kind": "open_source",
      "verification_stage": "discovered",
      "type": "Tool",
      "section": "other",
      "local_ai": false,
      "local_model_compatible": false,
      "discovery_topic": "agent_framework",
      "discovery_topic_status": "unreviewed",
      "setup_ease": 8.8,
      "best_for": [
        "AI developers",
        "technical founders"
      ],
      "risk_categories": [
        "sensitive",
        "system"
      ],
      "search_text": "bedrock agentcore sdk: apache-2.0 framework-agnostic python sdk for deploying ai agents (runtime, memory, auth, mcp gateway, code interpreter, browser, observability) aws open_source other gold low try_now ai developers technical founders",
      "material_mover": false
    },
    {
      "id": "evt_968c601c673353d0b295",
      "entity_id": "gh:aws/bedrock-agentcore-sdk-python",
      "item_url": "/item/bedrock-agentcore-sdk-apache-2-0-framework-agnostic-python-sdk-for-deplo/",
      "title": "Bedrock AgentCore SDK: Apache-2.0 Framework-Agnostic Python SDK for Deploying AI Agents (Runtime, Memory, Auth, MCP Gateway, Code Interpreter, Browser, Observability)",
      "category": "other",
      "kind": "stars_changed",
      "occurred_at": "2026-09-01T10:18:32.140826Z",
      "before": 755,
      "after": 756,
      "explanation": "Stars changed: 755 → 756.",
      "explanation_scope": "catalog_snapshot_delta",
      "evidence_refs": {},
      "tier": "Gold",
      "risk": "low",
      "verdict": "try_now",
      "score": 8.6,
      "entity_kind": "open_source",
      "verification_stage": "discovered",
      "type": "Tool",
      "section": "other",
      "local_ai": false,
      "local_model_compatible": false,
      "discovery_topic": "agent_framework",
      "discovery_topic_status": "unreviewed",
      "setup_ease": 8.8,
      "best_for": [
        "AI developers",
        "technical founders"
      ],
      "risk_categories": [
        "sensitive",
        "system"
      ],
      "search_text": "bedrock agentcore sdk: apache-2.0 framework-agnostic python sdk for deploying ai agents (runtime, memory, auth, mcp gateway, code interpreter, browser, observability) aws open_source other gold low try_now ai developers technical founders",
      "material_mover": false
    },
    {
      "id": "evt_90a1237e00b1ce002b3b",
      "entity_id": "gh:aws/bedrock-agentcore-sdk-python",
      "item_url": "/item/bedrock-agentcore-sdk-apache-2-0-framework-agnostic-python-sdk-for-deplo/",
      "title": "Bedrock AgentCore SDK: Apache-2.0 Framework-Agnostic Python SDK for Deploying AI Agents (Runtime, Memory, Auth, MCP Gateway, Code Interpreter, Browser, Observability)",
      "category": "other",
      "kind": "version_changed",
      "occurred_at": "2026-08-21T10:18:14.478827Z",
      "before": "v1.21.0",
      "after": "v1.22.0",
      "explanation": "Version changed: v1.21.0 → v1.22.0.",
      "explanation_scope": "catalog_snapshot_delta",
      "evidence_refs": {},
      "tier": "Gold",
      "risk": "low",
      "verdict": "try_now",
      "score": 8.6,
      "entity_kind": "open_source",
      "verification_stage": "discovered",
      "type": "Tool",
      "section": "other",
      "local_ai": false,
      "local_model_compatible": false,
      "discovery_topic": "agent_framework",
      "discovery_topic_status": "unreviewed",
      "setup_ease": 8.8,
      "best_for": [
        "AI developers",
        "technical founders"
      ],
      "risk_categories": [
        "sensitive",
        "system"
      ],
      "search_text": "bedrock agentcore sdk: apache-2.0 framework-agnostic python sdk for deploying ai agents (runtime, memory, auth, mcp gateway, code interpreter, browser, observability) aws open_source other gold low try_now ai developers technical founders",
      "material_mover": false
    },
    {
      "id": "evt_49a460f62a9bbb95b1ad",
      "entity_id": "gh:aws/bedrock-agentcore-sdk-python",
      "item_url": "/item/bedrock-agentcore-sdk-apache-2-0-framework-agnostic-python-sdk-for-deplo/",
      "title": "Bedrock AgentCore SDK: Apache-2.0 Framework-Agnostic Python SDK for Deploying AI Agents (Runtime, Memory, Auth, MCP Gateway, Code Interpreter, Browser, Observability)",
      "category": "other",
      "kind": "stars_changed",
      "occurred_at": "2026-08-18T10:17:33.699174Z",
      "before": 751,
      "after": 752,
      "explanation": "Stars changed: 751 → 752.",
      "explanation_scope": "catalog_snapshot_delta",
      "evidence_refs": {},
      "tier": "Gold",
      "risk": "low",
      "verdict": "try_now",
      "score": 8.6,
      "entity_kind": "open_source",
      "verification_stage": "discovered",
      "type": "Tool",
      "section": "other",
      "local_ai": false,
      "local_model_compatible": false,
      "discovery_topic": "agent_framework",
      "discovery_topic_status": "unreviewed",
      "setup_ease": 8.8,
      "best_for": [
        "AI developers",
        "technical founders"
      ],
      "risk_categories": [
        "sensitive",
        "system"
      ],
      "search_text": "bedrock agentcore sdk: apache-2.0 framework-agnostic python sdk for deploying ai agents (runtime, memory, auth, mcp gateway, code interpreter, browser, observability) aws open_source other gold low try_now ai developers technical founders",
      "material_mover": false
    },
    {
      "id": "evt_82a2ab80322394440e6b",
      "entity_id": "gh:aws/bedrock-agentcore-sdk-python",
      "item_url": "/item/bedrock-agentcore-sdk-apache-2-0-framework-agnostic-python-sdk-for-deplo/",
      "title": "Bedrock AgentCore SDK: Apache-2.0 Framework-Agnostic Python SDK for Deploying AI Agents (Runtime, Memory, Auth, MCP Gateway, Code Interpreter, Browser, Observability)",
      "category": "other",
      "kind": "stars_changed",
      "occurred_at": "2026-08-17T10:17:27.783425Z",
      "before": 750,
      "after": 751,
      "explanation": "Stars changed: 750 → 751.",
      "explanation_scope": "catalog_snapshot_delta",
      "evidence_refs": {},
      "tier": "Gold",
      "risk": "low",
      "verdict": "try_now",
      "score": 8.6,
      "entity_kind": "open_source",
      "verification_stage": "discovered",
      "type": "Tool",
      "section": "other",
      "local_ai": false,
      "local_model_compatible": false,
      "discovery_topic": "agent_framework",
      "discovery_topic_status": "unreviewed",
      "setup_ease": 8.8,
      "best_for": [
        "AI developers",
        "technical founders"
      ],
      "risk_categories": [
        "sensitive",
        "system"
      ],
      "search_text": "bedrock agentcore sdk: apache-2.0 framework-agnostic python sdk for deploying ai agents (runtime, memory, auth, mcp gateway, code interpreter, browser, observability) aws open_source other gold low try_now ai developers technical founders",
      "material_mover": false
    },
    {
      "id": "evt_a62ab6db852a86d81bcf",
      "entity_id": "gh:aws/bedrock-agentcore-sdk-python",
      "item_url": "/item/bedrock-agentcore-sdk-apache-2-0-framework-agnostic-python-sdk-for-deplo/",
      "title": "Bedrock AgentCore SDK: Apache-2.0 Framework-Agnostic Python SDK for Deploying AI Agents (Runtime, Memory, Auth, MCP Gateway, Code Interpreter, Browser, Observability)",
      "category": "other",
      "kind": "stars_changed",
      "occurred_at": "2026-08-13T19:31:03.163686Z",
      "before": 751,
      "after": 750,
      "explanation": "Stars changed: 751 → 750.",
      "explanation_scope": "catalog_snapshot_delta",
      "evidence_refs": {},
      "tier": "Gold",
      "risk": "low",
      "verdict": "try_now",
      "score": 8.6,
      "entity_kind": "open_source",
      "verification_stage": "discovered",
      "type": "Tool",
      "section": "other",
      "local_ai": false,
      "local_model_compatible": false,
      "discovery_topic": "agent_framework",
      "discovery_topic_status": "unreviewed",
      "setup_ease": 8.8,
      "best_for": [
        "AI developers",
        "technical founders"
      ],
      "risk_categories": [
        "sensitive",
        "system"
      ],
      "search_text": "bedrock agentcore sdk: apache-2.0 framework-agnostic python sdk for deploying ai agents (runtime, memory, auth, mcp gateway, code interpreter, browser, observability) aws open_source other gold low try_now ai developers technical founders",
      "material_mover": false
    },
    {
      "id": "evt_a0a295ed9beaa90d6da4",
      "entity_id": "gh:aws/bedrock-agentcore-sdk-python",
      "item_url": "/item/bedrock-agentcore-sdk-apache-2-0-framework-agnostic-python-sdk-for-deplo/",
      "title": "Bedrock AgentCore SDK: Apache-2.0 Framework-Agnostic Python SDK for Deploying AI Agents (Runtime, Memory, Auth, MCP Gateway, Code Interpreter, Browser, Observability)",
      "category": "other",
      "kind": "stars_changed",
      "occurred_at": "2026-08-10T10:18:02.453550Z",
      "before": 750,
      "after": 751,
      "explanation": "Stars changed: 750 → 751.",
      "explanation_scope": "catalog_snapshot_delta",
      "evidence_refs": {},
      "tier": "Gold",
      "risk": "low",
      "verdict": "try_now",
      "score": 8.6,
      "entity_kind": "open_source",
      "verification_stage": "discovered",
      "type": "Tool",
      "section": "other",
      "local_ai": false,
      "local_model_compatible": false,
      "discovery_topic": "agent_framework",
      "discovery_topic_status": "unreviewed",
      "setup_ease": 8.8,
      "best_for": [
        "AI developers",
        "technical founders"
      ],
      "risk_categories": [
        "sensitive",
        "system"
      ],
      "search_text": "bedrock agentcore sdk: apache-2.0 framework-agnostic python sdk for deploying ai agents (runtime, memory, auth, mcp gateway, code interpreter, browser, observability) aws open_source other gold low try_now ai developers technical founders",
      "material_mover": false
    },
    {
      "id": "evt_dd76da9975e3298aeb76",
      "entity_id": "gh:aws/bedrock-agentcore-sdk-python",
      "item_url": "/item/bedrock-agentcore-sdk-apache-2-0-framework-agnostic-python-sdk-for-deplo/",
      "title": "Bedrock AgentCore SDK: Apache-2.0 Framework-Agnostic Python SDK for Deploying AI Agents (Runtime, Memory, Auth, MCP Gateway, Code Interpreter, Browser, Observability)",
      "category": "other",
      "kind": "stars_changed",
      "occurred_at": "2026-08-08T10:17:54.011012Z",
      "before": 748,
      "after": 750,
      "explanation": "Stars changed: 748 → 750.",
      "explanation_scope": "catalog_snapshot_delta",
      "evidence_refs": {},
      "tier": "Gold",
      "risk": "low",
      "verdict": "try_now",
      "score": 8.6,
      "entity_kind": "open_source",
      "verification_stage": "discovered",
      "type": "Tool",
      "section": "other",
      "local_ai": false,
      "local_model_compatible": false,
      "discovery_topic": "agent_framework",
      "discovery_topic_status": "unreviewed",
      "setup_ease": 8.8,
      "best_for": [
        "AI developers",
        "technical founders"
      ],
      "risk_categories": [
        "sensitive",
        "system"
      ],
      "search_text": "bedrock agentcore sdk: apache-2.0 framework-agnostic python sdk for deploying ai agents (runtime, memory, auth, mcp gateway, code interpreter, browser, observability) aws open_source other gold low try_now ai developers technical founders",
      "material_mover": false
    },
    {
      "id": "evt_cd7271a1b7cd102cb51f",
      "entity_id": "gh:aws/bedrock-agentcore-sdk-python",
      "item_url": "/item/bedrock-agentcore-sdk-apache-2-0-framework-agnostic-python-sdk-for-deplo/",
      "title": "Bedrock AgentCore SDK: Apache-2.0 Framework-Agnostic Python SDK for Deploying AI Agents (Runtime, Memory, Auth, MCP Gateway, Code Interpreter, Browser, Observability)",
      "category": "other",
      "kind": "version_changed",
      "occurred_at": "2026-08-08T10:17:54.011012Z",
      "before": "v1.19.0",
      "after": "v1.21.0",
      "explanation": "Version changed: v1.19.0 → v1.21.0.",
      "explanation_scope": "catalog_snapshot_delta",
      "evidence_refs": {},
      "tier": "Gold",
      "risk": "low",
      "verdict": "try_now",
      "score": 8.6,
      "entity_kind": "open_source",
      "verification_stage": "discovered",
      "type": "Tool",
      "section": "other",
      "local_ai": false,
      "local_model_compatible": false,
      "discovery_topic": "agent_framework",
      "discovery_topic_status": "unreviewed",
      "setup_ease": 8.8,
      "best_for": [
        "AI developers",
        "technical founders"
      ],
      "risk_categories": [
        "sensitive",
        "system"
      ],
      "search_text": "bedrock agentcore sdk: apache-2.0 framework-agnostic python sdk for deploying ai agents (runtime, memory, auth, mcp gateway, code interpreter, browser, observability) aws open_source other gold low try_now ai developers technical founders",
      "material_mover": false
    },
    {
      "id": "evt_4f208516541364993aac",
      "entity_id": "gh:aws/bedrock-agentcore-sdk-python",
      "item_url": "/item/bedrock-agentcore-sdk-apache-2-0-framework-agnostic-python-sdk-for-deplo/",
      "title": "Bedrock AgentCore SDK: Apache-2.0 Framework-Agnostic Python SDK for Deploying AI Agents (Runtime, Memory, Auth, MCP Gateway, Code Interpreter, Browser, Observability)",
      "category": "other",
      "kind": "stars_changed",
      "occurred_at": "2026-07-29T10:17:05.832710Z",
      "before": 746,
      "after": 747,
      "explanation": "Stars changed: 746 → 747.",
      "explanation_scope": "catalog_snapshot_delta",
      "evidence_refs": {},
      "tier": "Gold",
      "risk": "low",
      "verdict": "try_now",
      "score": 8.6,
      "entity_kind": "open_source",
      "verification_stage": "discovered",
      "type": "Tool",
      "section": "other",
      "local_ai": false,
      "local_model_compatible": false,
      "discovery_topic": "agent_framework",
      "discovery_topic_status": "unreviewed",
      "setup_ease": 8.8,
      "best_for": [
        "AI developers",
        "technical founders"
      ],
      "risk_categories": [
        "sensitive",
        "system"
      ],
      "search_text": "bedrock agentcore sdk: apache-2.0 framework-agnostic python sdk for deploying ai agents (runtime, memory, auth, mcp gateway, code interpreter, browser, observability) aws open_source other gold low try_now ai developers technical founders",
      "material_mover": false
    },
    {
      "id": "evt_4791a2a2972447dbecdb",
      "entity_id": "gh:aws/bedrock-agentcore-sdk-python",
      "item_url": "/item/bedrock-agentcore-sdk-apache-2-0-framework-agnostic-python-sdk-for-deplo/",
      "title": "Bedrock AgentCore SDK: Apache-2.0 Framework-Agnostic Python SDK for Deploying AI Agents (Runtime, Memory, Auth, MCP Gateway, Code Interpreter, Browser, Observability)",
      "category": "other",
      "kind": "version_changed",
      "occurred_at": "2026-07-29T10:17:05.832710Z",
      "before": "v1.18.1",
      "after": "v1.19.0",
      "explanation": "Version changed: v1.18.1 → v1.19.0.",
      "explanation_scope": "catalog_snapshot_delta",
      "evidence_refs": {},
      "tier": "Gold",
      "risk": "low",
      "verdict": "try_now",
      "score": 8.6,
      "entity_kind": "open_source",
      "verification_stage": "discovered",
      "type": "Tool",
      "section": "other",
      "local_ai": false,
      "local_model_compatible": false,
      "discovery_topic": "agent_framework",
      "discovery_topic_status": "unreviewed",
      "setup_ease": 8.8,
      "best_for": [
        "AI developers",
        "technical founders"
      ],
      "risk_categories": [
        "sensitive",
        "system"
      ],
      "search_text": "bedrock agentcore sdk: apache-2.0 framework-agnostic python sdk for deploying ai agents (runtime, memory, auth, mcp gateway, code interpreter, browser, observability) aws open_source other gold low try_now ai developers technical founders",
      "material_mover": false
    },
    {
      "id": "evt_a0f3e4e231afb90d89ce",
      "entity_id": "gh:aws/bedrock-agentcore-sdk-python",
      "item_url": "/item/bedrock-agentcore-sdk-apache-2-0-framework-agnostic-python-sdk-for-deplo/",
      "title": "Bedrock AgentCore SDK: Apache-2.0 Framework-Agnostic Python SDK for Deploying AI Agents (Runtime, Memory, Auth, MCP Gateway, Code Interpreter, Browser, Observability)",
      "category": "other",
      "kind": "version_changed",
      "occurred_at": "2026-07-28T07:11:06.213377Z",
      "before": "v1.18.0",
      "after": "v1.18.1",
      "explanation": "Version changed: v1.18.0 → v1.18.1.",
      "explanation_scope": "catalog_snapshot_delta",
      "evidence_refs": {},
      "tier": "Gold",
      "risk": "low",
      "verdict": "try_now",
      "score": 8.6,
      "entity_kind": "open_source",
      "verification_stage": "discovered",
      "type": "Tool",
      "section": "other",
      "local_ai": false,
      "local_model_compatible": false,
      "discovery_topic": "agent_framework",
      "discovery_topic_status": "unreviewed",
      "setup_ease": 8.8,
      "best_for": [
        "AI developers",
        "technical founders"
      ],
      "risk_categories": [
        "sensitive",
        "system"
      ],
      "search_text": "bedrock agentcore sdk: apache-2.0 framework-agnostic python sdk for deploying ai agents (runtime, memory, auth, mcp gateway, code interpreter, browser, observability) aws open_source other gold low try_now ai developers technical founders",
      "material_mover": false
    },
    {
      "id": "evt_2b358518a6a101f0bd9f",
      "entity_id": "gh:aws/bedrock-agentcore-sdk-python",
      "item_url": "/item/bedrock-agentcore-sdk-apache-2-0-framework-agnostic-python-sdk-for-deplo/",
      "title": "Bedrock AgentCore SDK: Apache-2.0 Framework-Agnostic Python SDK for Deploying AI Agents (Runtime, Memory, Auth, MCP Gateway, Code Interpreter, Browser, Observability)",
      "category": "other",
      "kind": "stars_changed",
      "occurred_at": "2026-07-28T07:11:06.213377Z",
      "before": 743,
      "after": 746,
      "explanation": "Stars changed: 743 → 746.",
      "explanation_scope": "catalog_snapshot_delta",
      "evidence_refs": {},
      "tier": "Gold",
      "risk": "low",
      "verdict": "try_now",
      "score": 8.6,
      "entity_kind": "open_source",
      "verification_stage": "discovered",
      "type": "Tool",
      "section": "other",
      "local_ai": false,
      "local_model_compatible": false,
      "discovery_topic": "agent_framework",
      "discovery_topic_status": "unreviewed",
      "setup_ease": 8.8,
      "best_for": [
        "AI developers",
        "technical founders"
      ],
      "risk_categories": [
        "sensitive",
        "system"
      ],
      "search_text": "bedrock agentcore sdk: apache-2.0 framework-agnostic python sdk for deploying ai agents (runtime, memory, auth, mcp gateway, code interpreter, browser, observability) aws open_source other gold low try_now ai developers technical founders",
      "material_mover": false
    },
    {
      "id": "evt_26a6ec1be86805bd68cd",
      "entity_id": "gh:aws/bedrock-agentcore-sdk-python",
      "item_url": "/item/bedrock-agentcore-sdk-apache-2-0-framework-agnostic-python-sdk-for-deplo/",
      "title": "Bedrock AgentCore SDK: Apache-2.0 Framework-Agnostic Python SDK for Deploying AI Agents (Runtime, Memory, Auth, MCP Gateway, Code Interpreter, Browser, Observability)",
      "category": "other",
      "kind": "stars_changed",
      "occurred_at": "2026-07-17T09:45:55.725732Z",
      "before": 742,
      "after": 743,
      "explanation": "Stars changed: 742 → 743.",
      "explanation_scope": "catalog_snapshot_delta",
      "evidence_refs": {},
      "tier": "Gold",
      "risk": "low",
      "verdict": "try_now",
      "score": 8.6,
      "entity_kind": "open_source",
      "verification_stage": "discovered",
      "type": "Tool",
      "section": "other",
      "local_ai": false,
      "local_model_compatible": false,
      "discovery_topic": "agent_framework",
      "discovery_topic_status": "unreviewed",
      "setup_ease": 8.8,
      "best_for": [
        "AI developers",
        "technical founders"
      ],
      "risk_categories": [
        "sensitive",
        "system"
      ],
      "search_text": "bedrock agentcore sdk: apache-2.0 framework-agnostic python sdk for deploying ai agents (runtime, memory, auth, mcp gateway, code interpreter, browser, observability) aws open_source other gold low try_now ai developers technical founders",
      "material_mover": false
    }
  ]
}
