{
  "schema_version": "1.0.0",
  "verification_stage_contract": "bounded-workflow-v2",
  "generated_at": "2026-08-13T20:20:15Z",
  "build_id": "rr-20260813T202015Z-50afa6e387dd",
  "entity_id": "gh:getzep/graphiti",
  "points": [
    {
      "id": "gh:getzep/graphiti",
      "score": 8.6,
      "popularity": 28603.0,
      "stars": 28613,
      "momentum": 8.7,
      "score_components": {
        "usefulness": 8.8,
        "novelty": 8.0,
        "momentum": 8.7,
        "maturity": 8.8,
        "open_source_build_quality": 8.4,
        "evidence": 7.2,
        "commercial_workflow_potential": 10.0,
        "setup_ease": 4.2
      },
      "tier": "Gold",
      "verdict": "try_now",
      "risk": "conditional",
      "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",
        "stars",
        "tier",
        "verdict"
      ],
      "date": "2026-07-11",
      "source_build_id": "git-85ab7fbca744"
    },
    {
      "id": "gh:getzep/graphiti",
      "score": 8.6,
      "popularity": 28603.0,
      "stars": 28635,
      "momentum": 8.7,
      "score_components": {
        "usefulness": 8.8,
        "novelty": 8.0,
        "momentum": 8.7,
        "maturity": 8.8,
        "open_source_build_quality": 8.4,
        "evidence": 7.2,
        "commercial_workflow_potential": 10.0,
        "setup_ease": 4.2
      },
      "tier": "Gold",
      "verdict": "try_now",
      "risk": "conditional",
      "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",
        "stars",
        "tier",
        "verdict"
      ],
      "date": "2026-07-12",
      "source_build_id": "git-c7c4bf2ba980"
    },
    {
      "id": "gh:getzep/graphiti",
      "score": 8.6,
      "popularity": 28603.0,
      "stars": 28639,
      "momentum": 8.7,
      "score_components": {
        "usefulness": 8.8,
        "novelty": 8.0,
        "momentum": 8.7,
        "maturity": 8.8,
        "open_source_build_quality": 8.4,
        "evidence": 7.2,
        "commercial_workflow_potential": 10.0,
        "setup_ease": 4.2
      },
      "tier": "Gold",
      "verdict": "try_now",
      "risk": "conditional",
      "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",
        "stars",
        "tier",
        "verdict"
      ],
      "date": "2026-07-13",
      "source_build_id": "git-a57439d942f9"
    },
    {
      "id": "gh:getzep/graphiti",
      "score": 8.6,
      "popularity": 28603.0,
      "stars": 28665,
      "momentum": 9.0,
      "score_components": {
        "usefulness": 8.8,
        "novelty": 8.0,
        "momentum": 8.7,
        "maturity": 8.8,
        "open_source_build_quality": 8.4,
        "evidence": 7.2,
        "commercial_workflow_potential": 10.0,
        "setup_ease": 4.2
      },
      "tier": "Gold",
      "verdict": "try_now",
      "risk": "conditional",
      "verification_stage": "discovered",
      "pricing_fingerprint": null,
      "pricing_summary": null,
      "pricing_facts": [],
      "pricing_checked_at": null,
      "pricing_stale": null,
      "version": "v0.29.2",
      "last_release_at": "2026-06-08T14:25:35Z",
      "last_release_url": "https://github.com/getzep/graphiti/releases/tag/v0.29.2",
      "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_d652b6ca550145576630dfea",
        "version": "obs_78ceb9e68b8b8e6a066e244a",
        "last_release_at": "obs_8df149c064482e4a67d173b5",
        "last_release_url": "obs_4ad03d3c04ad7bbcf8568e3e",
        "pushed_at": "obs_4c08ef19eca502672952a5d7",
        "archived": "obs_fca05ece84b130e3382dd912",
        "default_branch": "obs_9a9b72fe5b3c33b9a99cb433",
        "default_branch_updated_at": "obs_cb3da79d885e3af39b6cc4a1",
        "maintenance_status": "obs_b839090f9a6baaf90c0ed8d4",
        "momentum": "obs_894e36603e7fa71c6485eb1a"
      },
      "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",
      "source_build_id": "rr-20260714T07055435093-313e45d9501f"
    },
    {
      "id": "gh:getzep/graphiti",
      "score": 8.6,
      "popularity": 28603.0,
      "stars": 28835,
      "momentum": 9.0,
      "score_components": {
        "usefulness": 8.8,
        "novelty": 8.0,
        "momentum": 8.7,
        "maturity": 8.8,
        "open_source_build_quality": 8.4,
        "evidence": 7.2,
        "commercial_workflow_potential": 10.0,
        "setup_ease": 4.2
      },
      "tier": "Gold",
      "verdict": "try_now",
      "risk": "conditional",
      "verification_stage": "discovered",
      "pricing_fingerprint": null,
      "pricing_summary": null,
      "pricing_facts": [],
      "pricing_checked_at": null,
      "pricing_stale": null,
      "version": "v0.29.2",
      "last_release_at": "2026-06-08T14:25:35Z",
      "last_release_url": "https://github.com/getzep/graphiti/releases/tag/v0.29.2",
      "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_7014b7d63a8055717739d59c",
        "version": "obs_9e0c39f442a4465d4e939bc6",
        "last_release_at": "obs_c16b4da0cef570237eead43f",
        "last_release_url": "obs_89fce61b72ec28085547d091",
        "pushed_at": "obs_9abcf6dde4c125683a74fe61",
        "archived": "obs_cbd72b0819841987a73b16de",
        "default_branch": "obs_d26aa0600d882a75b775cff0",
        "default_branch_updated_at": "obs_2713ab582dc8baca31911970",
        "maintenance_status": "obs_0940cfba0c6378887596bc42",
        "momentum": "obs_42d8fc727f4a95edd4d2228b",
        "repository_topics": "obs_e572ea4b5eff23862e51fa89",
        "integrations": "obs_2f9cd1176371e051331d95d8",
        "integration_fingerprint": "obs_acbcf7e096f2a496138ffeb7",
        "deployment_models": "obs_96107b97dab5f2a654835082",
        "extensibility": "obs_7efda6985a0d29cdd0a68354"
      },
      "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",
      "source_build_id": "rr-20260717T230624Z-c4dcc64d2e27"
    },
    {
      "id": "gh:getzep/graphiti",
      "score": 8.6,
      "popularity": 28603.0,
      "stars": 28835,
      "momentum": 9.0,
      "score_components": {
        "usefulness": 8.8,
        "novelty": 8.0,
        "momentum": 8.7,
        "maturity": 8.8,
        "open_source_build_quality": 8.4,
        "evidence": 7.2,
        "commercial_workflow_potential": 10.0,
        "setup_ease": 4.2
      },
      "tier": "Gold",
      "verdict": "try_now",
      "risk": "conditional",
      "verification_stage": "discovered",
      "pricing_fingerprint": null,
      "pricing_summary": null,
      "pricing_facts": [],
      "pricing_checked_at": null,
      "pricing_stale": null,
      "version": "v0.29.2",
      "last_release_at": "2026-06-08T14:25:35Z",
      "last_release_url": "https://github.com/getzep/graphiti/releases/tag/v0.29.2",
      "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_7014b7d63a8055717739d59c",
        "version": "obs_9e0c39f442a4465d4e939bc6",
        "last_release_at": "obs_c16b4da0cef570237eead43f",
        "last_release_url": "obs_89fce61b72ec28085547d091",
        "pushed_at": "obs_9abcf6dde4c125683a74fe61",
        "archived": "obs_cbd72b0819841987a73b16de",
        "default_branch": "obs_d26aa0600d882a75b775cff0",
        "default_branch_updated_at": "obs_2713ab582dc8baca31911970",
        "maintenance_status": "obs_0940cfba0c6378887596bc42",
        "momentum": "obs_42d8fc727f4a95edd4d2228b",
        "repository_topics": "obs_e572ea4b5eff23862e51fa89",
        "integrations": "obs_2f9cd1176371e051331d95d8",
        "integration_fingerprint": "obs_acbcf7e096f2a496138ffeb7",
        "deployment_models": "obs_96107b97dab5f2a654835082",
        "extensibility": "obs_7efda6985a0d29cdd0a68354"
      },
      "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",
      "source_build_id": "rr-20260718T230804Z-723e093c9536"
    },
    {
      "id": "gh:getzep/graphiti",
      "score": 8.6,
      "popularity": 28603.0,
      "stars": 28835,
      "momentum": 9.0,
      "score_components": {
        "usefulness": 8.8,
        "novelty": 8.0,
        "momentum": 8.7,
        "maturity": 8.8,
        "open_source_build_quality": 8.4,
        "evidence": 7.2,
        "commercial_workflow_potential": 10.0,
        "setup_ease": 4.2
      },
      "tier": "Gold",
      "verdict": "try_now",
      "risk": "conditional",
      "verification_stage": "discovered",
      "pricing_fingerprint": null,
      "pricing_summary": null,
      "pricing_facts": [],
      "pricing_checked_at": null,
      "pricing_stale": null,
      "version": "v0.29.2",
      "last_release_at": "2026-06-08T14:25:35Z",
      "last_release_url": "https://github.com/getzep/graphiti/releases/tag/v0.29.2",
      "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_7014b7d63a8055717739d59c",
        "version": "obs_9e0c39f442a4465d4e939bc6",
        "last_release_at": "obs_c16b4da0cef570237eead43f",
        "last_release_url": "obs_89fce61b72ec28085547d091",
        "pushed_at": "obs_9abcf6dde4c125683a74fe61",
        "archived": "obs_cbd72b0819841987a73b16de",
        "default_branch": "obs_d26aa0600d882a75b775cff0",
        "default_branch_updated_at": "obs_2713ab582dc8baca31911970",
        "maintenance_status": "obs_0940cfba0c6378887596bc42",
        "momentum": "obs_42d8fc727f4a95edd4d2228b",
        "repository_topics": "obs_e572ea4b5eff23862e51fa89",
        "integrations": "obs_2f9cd1176371e051331d95d8",
        "integration_fingerprint": "obs_acbcf7e096f2a496138ffeb7",
        "deployment_models": "obs_96107b97dab5f2a654835082",
        "extensibility": "obs_7efda6985a0d29cdd0a68354"
      },
      "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",
      "source_build_id": "rr-20260719T100820Z-9f68f20831d6"
    },
    {
      "id": "gh:getzep/graphiti",
      "score": 8.6,
      "popularity": 28603.0,
      "stars": 28835,
      "momentum": 9.0,
      "score_components": {
        "usefulness": 8.8,
        "novelty": 8.0,
        "momentum": 8.7,
        "maturity": 8.8,
        "open_source_build_quality": 8.4,
        "evidence": 7.2,
        "commercial_workflow_potential": 10.0,
        "setup_ease": 4.2
      },
      "tier": "Gold",
      "verdict": "try_now",
      "risk": "conditional",
      "verification_stage": "discovered",
      "pricing_fingerprint": null,
      "pricing_summary": null,
      "pricing_facts": [],
      "pricing_checked_at": null,
      "pricing_stale": null,
      "version": "v0.29.2",
      "last_release_at": "2026-06-08T14:25:35Z",
      "last_release_url": "https://github.com/getzep/graphiti/releases/tag/v0.29.2",
      "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_7014b7d63a8055717739d59c",
        "version": "obs_9e0c39f442a4465d4e939bc6",
        "last_release_at": "obs_c16b4da0cef570237eead43f",
        "last_release_url": "obs_89fce61b72ec28085547d091",
        "pushed_at": "obs_9abcf6dde4c125683a74fe61",
        "archived": "obs_cbd72b0819841987a73b16de",
        "default_branch": "obs_d26aa0600d882a75b775cff0",
        "default_branch_updated_at": "obs_2713ab582dc8baca31911970",
        "maintenance_status": "obs_0940cfba0c6378887596bc42",
        "momentum": "obs_42d8fc727f4a95edd4d2228b",
        "repository_topics": "obs_e572ea4b5eff23862e51fa89",
        "integrations": "obs_2f9cd1176371e051331d95d8",
        "integration_fingerprint": "obs_acbcf7e096f2a496138ffeb7",
        "deployment_models": "obs_96107b97dab5f2a654835082",
        "extensibility": "obs_7efda6985a0d29cdd0a68354"
      },
      "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",
      "source_build_id": "rr-20260720T231958Z-538b95791e5c"
    },
    {
      "id": "gh:getzep/graphiti",
      "score": 8.6,
      "popularity": 28603.0,
      "stars": 28835,
      "momentum": 9.0,
      "score_components": {
        "usefulness": 8.8,
        "novelty": 8.0,
        "momentum": 8.7,
        "maturity": 8.8,
        "open_source_build_quality": 8.4,
        "evidence": 7.2,
        "commercial_workflow_potential": 10.0,
        "setup_ease": 4.2
      },
      "tier": "Gold",
      "verdict": "try_now",
      "risk": "conditional",
      "verification_stage": "discovered",
      "pricing_fingerprint": null,
      "pricing_summary": null,
      "pricing_facts": [],
      "pricing_checked_at": null,
      "pricing_stale": null,
      "version": "v0.29.2",
      "last_release_at": "2026-06-08T14:25:35Z",
      "last_release_url": "https://github.com/getzep/graphiti/releases/tag/v0.29.2",
      "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_7014b7d63a8055717739d59c",
        "version": "obs_9e0c39f442a4465d4e939bc6",
        "last_release_at": "obs_c16b4da0cef570237eead43f",
        "last_release_url": "obs_89fce61b72ec28085547d091",
        "pushed_at": "obs_9abcf6dde4c125683a74fe61",
        "archived": "obs_cbd72b0819841987a73b16de",
        "default_branch": "obs_d26aa0600d882a75b775cff0",
        "default_branch_updated_at": "obs_2713ab582dc8baca31911970",
        "maintenance_status": "obs_0940cfba0c6378887596bc42",
        "momentum": "obs_42d8fc727f4a95edd4d2228b",
        "repository_topics": "obs_e572ea4b5eff23862e51fa89",
        "integrations": "obs_2f9cd1176371e051331d95d8",
        "integration_fingerprint": "obs_acbcf7e096f2a496138ffeb7",
        "deployment_models": "obs_96107b97dab5f2a654835082",
        "extensibility": "obs_7efda6985a0d29cdd0a68354"
      },
      "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",
      "source_build_id": "rr-20260721T100926Z-12d26cd1d0f0"
    },
    {
      "id": "gh:getzep/graphiti",
      "score": 8.6,
      "popularity": 28603.0,
      "stars": 29278,
      "momentum": 9.0,
      "score_components": {
        "usefulness": 8.8,
        "novelty": 8.0,
        "momentum": 8.7,
        "maturity": 8.8,
        "open_source_build_quality": 8.4,
        "evidence": 7.2,
        "commercial_workflow_potential": 10.0,
        "setup_ease": 4.2
      },
      "tier": "Gold",
      "verdict": "try_now",
      "risk": "conditional",
      "verification_stage": "discovered",
      "pricing_fingerprint": null,
      "pricing_summary": null,
      "pricing_facts": [],
      "pricing_checked_at": null,
      "pricing_stale": null,
      "version": "v0.29.3",
      "last_release_at": "2026-07-27T20:57:23Z",
      "last_release_url": "https://github.com/getzep/graphiti/releases/tag/v0.29.3",
      "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_cf7536abfe91c779695a7f8c",
        "version": "obs_6442c004ef175818eb550f31",
        "last_release_at": "obs_e354c226544fb89fa9cf2304",
        "last_release_url": "obs_87b6c42f8dfbd71de2ed53b3",
        "pushed_at": "obs_8ab23decc2dc4403c02ed689",
        "archived": "obs_31a5b46b2359592d4dbf382a",
        "default_branch": "obs_961b30e293988654243b4474",
        "default_branch_updated_at": "obs_1fcc5ed078a78a5c7e9c70df",
        "maintenance_status": "obs_596e864e729f2faaf1446e9a",
        "momentum": "obs_51041bba0fc1192b8147f422",
        "repository_topics": "obs_18e2dfc9426ef04136ba41ba",
        "integrations": "obs_14dd73b72ef2a6339aeffacd",
        "integration_fingerprint": "obs_9044f2e152f4d26d34be5016",
        "deployment_models": "obs_c89933d8429cfe0f91392345",
        "extensibility": "obs_a60c07d4ea0f52f2403b6ace"
      },
      "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",
      "source_build_id": "rr-20260728T10173427476-cba0cd6243c7"
    },
    {
      "id": "gh:getzep/graphiti",
      "score": 8.6,
      "popularity": 28603.0,
      "stars": 29332,
      "momentum": 9.6,
      "score_components": {
        "usefulness": 8.8,
        "novelty": 8.0,
        "momentum": 8.7,
        "maturity": 8.8,
        "open_source_build_quality": 8.4,
        "evidence": 7.2,
        "commercial_workflow_potential": 10.0,
        "setup_ease": 4.2
      },
      "tier": "Gold",
      "verdict": "try_now",
      "risk": "conditional",
      "verification_stage": "discovered",
      "pricing_fingerprint": null,
      "pricing_summary": null,
      "pricing_facts": [],
      "pricing_checked_at": null,
      "pricing_stale": null,
      "version": "v0.29.3",
      "last_release_at": "2026-07-27T20:57:23Z",
      "last_release_url": "https://github.com/getzep/graphiti/releases/tag/v0.29.3",
      "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_45a24781e85484b41c5fe85c",
        "version": "obs_9cfd0712448f2d27a34ed8fd",
        "last_release_at": "obs_665b4e4a99a7f2691523af5f",
        "last_release_url": "obs_c1507189654251755b2fb1a7",
        "pushed_at": "obs_0ea379c7a7402cf62ee13525",
        "archived": "obs_5d857156b515e54c9412210d",
        "default_branch": "obs_87888121f381537195a76e51",
        "default_branch_updated_at": "obs_49da1dff12f7537e3eeffef8",
        "maintenance_status": "obs_e59e441f03fb5e3197eaca87",
        "momentum": "obs_ab6abf9324f7035eb4c19346",
        "repository_topics": "obs_abb6dd36337264e9ca2638d2",
        "integrations": "obs_65b5223b53e9357aba4b587f",
        "integration_fingerprint": "obs_5458e492790e7b71428bbce4",
        "deployment_models": "obs_4cfd688770a4f65c8e08bfa6",
        "extensibility": "obs_74e9333311df5b3bac5774b8"
      },
      "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",
      "source_build_id": "rr-20260729T214501Z-7d6d1597a582"
    },
    {
      "id": "gh:getzep/graphiti",
      "score": 8.6,
      "popularity": 28603.0,
      "stars": 29383,
      "momentum": 8.7,
      "score_components": {
        "usefulness": 8.8,
        "novelty": 8.0,
        "momentum": 8.7,
        "maturity": 8.8,
        "open_source_build_quality": 8.4,
        "evidence": 7.2,
        "commercial_workflow_potential": 10.0,
        "setup_ease": 4.2
      },
      "tier": "Gold",
      "verdict": "try_now",
      "risk": "conditional",
      "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",
        "stars",
        "tier",
        "verdict"
      ],
      "date": "2026-07-30",
      "source_build_id": "git-d6c6d356a593"
    },
    {
      "id": "gh:getzep/graphiti",
      "score": 8.6,
      "popularity": 28603.0,
      "stars": 29406,
      "momentum": 8.7,
      "score_components": {
        "usefulness": 8.8,
        "novelty": 8.0,
        "momentum": 8.7,
        "maturity": 8.8,
        "open_source_build_quality": 8.4,
        "evidence": 7.2,
        "commercial_workflow_potential": 10.0,
        "setup_ease": 4.2
      },
      "tier": "Gold",
      "verdict": "try_now",
      "risk": "conditional",
      "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",
        "stars",
        "tier",
        "verdict"
      ],
      "date": "2026-07-31",
      "source_build_id": "git-1f6ab3b153e2"
    },
    {
      "id": "gh:getzep/graphiti",
      "score": 8.6,
      "popularity": 28603.0,
      "stars": 29420,
      "momentum": 9.0,
      "score_components": {
        "usefulness": 8.8,
        "novelty": 8.0,
        "momentum": 8.7,
        "maturity": 8.8,
        "open_source_build_quality": 8.4,
        "evidence": 7.2,
        "commercial_workflow_potential": 10.0,
        "setup_ease": 4.2
      },
      "tier": "Gold",
      "verdict": "try_now",
      "risk": "conditional",
      "verification_stage": "discovered",
      "pricing_fingerprint": null,
      "pricing_summary": null,
      "pricing_facts": [],
      "pricing_checked_at": null,
      "pricing_stale": null,
      "version": "v0.29.3",
      "last_release_at": "2026-07-27T20:57:23Z",
      "last_release_url": "https://github.com/getzep/graphiti/releases/tag/v0.29.3",
      "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_8e95b4ca0be52612956d0d9c",
        "version": "obs_0827eaf6e0ba673ea59cccb1",
        "last_release_at": "obs_a7bd753bfbe02bba9cef4f19",
        "last_release_url": "obs_7ae7ccb9a5ec3830def99329",
        "pushed_at": "obs_029d2d00f44d326d624b112d",
        "archived": "obs_e1007a64ae8c420f26047316",
        "default_branch": "obs_f9c7bd95d83ebd64033ec4b6",
        "default_branch_updated_at": "obs_06e34f9c860223c8c91a3a47",
        "maintenance_status": "obs_974cab967254fe09519c6bd8",
        "momentum": "obs_8b09bf8c886c202777766059",
        "repository_topics": "obs_7a3c582fba7467d84fa6f807",
        "integrations": "obs_21c1562098dff38ba14ba923",
        "integration_fingerprint": "obs_1b1f7b8f718da29cb8891a06",
        "deployment_models": "obs_5dade1a94f11a1908f2c92ce",
        "extensibility": "obs_7183fe921a85255cf1c39988"
      },
      "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",
      "source_build_id": "rr-20260801T185703Z-7378313ef26d"
    },
    {
      "id": "gh:getzep/graphiti",
      "score": 8.6,
      "popularity": 28603.0,
      "stars": 29464,
      "momentum": 9.6,
      "score_components": {
        "usefulness": 8.8,
        "novelty": 8.0,
        "momentum": 8.7,
        "maturity": 8.8,
        "open_source_build_quality": 8.4,
        "evidence": 7.2,
        "commercial_workflow_potential": 10.0,
        "setup_ease": 4.2
      },
      "tier": "Gold",
      "verdict": "try_now",
      "risk": "conditional",
      "verification_stage": "discovered",
      "pricing_fingerprint": null,
      "pricing_summary": null,
      "pricing_facts": [],
      "pricing_checked_at": null,
      "pricing_stale": null,
      "version": "v0.29.3",
      "last_release_at": "2026-07-27T20:57:23Z",
      "last_release_url": "https://github.com/getzep/graphiti/releases/tag/v0.29.3",
      "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_a2ec416accaf207137bf9d25",
        "version": "obs_d0a4f009f160e42312865abb",
        "last_release_at": "obs_99f41a0c8daab5161ae5a54a",
        "last_release_url": "obs_13a3edd5f068465f11d9e50d",
        "pushed_at": "obs_ebff4e30c6e56fe7ee366841",
        "archived": "obs_6dc4116a52c65abc38c09473",
        "default_branch": "obs_495732a7beff0851994dc0d5",
        "default_branch_updated_at": "obs_070acdd82dae30c464ddc066",
        "maintenance_status": "obs_f67c1e17cd14547065884931",
        "momentum": "obs_cb8b999e01207b2f0d79ebae",
        "repository_topics": "obs_5acaa5379972c393a91d19c7",
        "integrations": "obs_70cc6df55fddea5da412a1c6",
        "integration_fingerprint": "obs_51475ab6504ee4a8cb77e52d",
        "deployment_models": "obs_851ea6d623036ac10363b4f5",
        "extensibility": "obs_db2bbeeb7abcef54aaa66e7b"
      },
      "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",
      "source_build_id": "rr-20260802T223206Z-669bf78d74b9"
    },
    {
      "id": "gh:getzep/graphiti",
      "score": 8.6,
      "popularity": 28603.0,
      "stars": 29499,
      "momentum": 9.6,
      "score_components": {
        "usefulness": 8.8,
        "novelty": 8.0,
        "momentum": 8.7,
        "maturity": 8.8,
        "open_source_build_quality": 8.4,
        "evidence": 7.2,
        "commercial_workflow_potential": 10.0,
        "setup_ease": 4.2
      },
      "tier": "Gold",
      "verdict": "try_now",
      "risk": "conditional",
      "verification_stage": "discovered",
      "pricing_fingerprint": null,
      "pricing_summary": null,
      "pricing_facts": [],
      "pricing_checked_at": null,
      "pricing_stale": null,
      "version": "v0.29.3",
      "last_release_at": "2026-07-27T20:57:23Z",
      "last_release_url": "https://github.com/getzep/graphiti/releases/tag/v0.29.3",
      "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_c54d1075c874c240bbf51e28",
        "version": "obs_5bd5aba9a41eeb5c586120f0",
        "last_release_at": "obs_739595b22eed654ac0aa8b3e",
        "last_release_url": "obs_dabbbe67784e3a90d17fd867",
        "pushed_at": "obs_cff99d2203571759f35fb884",
        "archived": "obs_f2163a34eb8a03e7a3e7a6d0",
        "default_branch": "obs_4fc2900e136c1761c6ddfa93",
        "default_branch_updated_at": "obs_7fb144d7ca4e8d724df34a6b",
        "maintenance_status": "obs_7d410f11ddb0936f057b22a9",
        "momentum": "obs_e391363a4cae8e47530cd4e4",
        "repository_topics": "obs_ba74e2057929c37390a7573a",
        "integrations": "obs_641469957c32d1880491331d",
        "integration_fingerprint": "obs_82cd7c6cbf579a890d61b499",
        "deployment_models": "obs_730e282490c296d2621dad69",
        "extensibility": "obs_e39f4197df5364d72780732a"
      },
      "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",
      "source_build_id": "rr-20260803T185610Z-c07c43675fc7"
    },
    {
      "id": "gh:getzep/graphiti",
      "score": 8.6,
      "popularity": 28603.0,
      "stars": 29499,
      "momentum": 9.6,
      "score_components": {
        "usefulness": 8.8,
        "novelty": 8.0,
        "momentum": 8.7,
        "maturity": 8.8,
        "open_source_build_quality": 8.4,
        "evidence": 7.2,
        "commercial_workflow_potential": 10.0,
        "setup_ease": 4.2
      },
      "tier": "Gold",
      "verdict": "try_now",
      "risk": "conditional",
      "verification_stage": "discovered",
      "pricing_fingerprint": null,
      "pricing_summary": null,
      "pricing_facts": [],
      "pricing_checked_at": null,
      "pricing_stale": null,
      "version": "v0.29.3",
      "last_release_at": "2026-07-27T20:57:23Z",
      "last_release_url": "https://github.com/getzep/graphiti/releases/tag/v0.29.3",
      "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_c54d1075c874c240bbf51e28",
        "version": "obs_5bd5aba9a41eeb5c586120f0",
        "last_release_at": "obs_739595b22eed654ac0aa8b3e",
        "last_release_url": "obs_dabbbe67784e3a90d17fd867",
        "pushed_at": "obs_cff99d2203571759f35fb884",
        "archived": "obs_f2163a34eb8a03e7a3e7a6d0",
        "default_branch": "obs_4fc2900e136c1761c6ddfa93",
        "default_branch_updated_at": "obs_7fb144d7ca4e8d724df34a6b",
        "maintenance_status": "obs_7d410f11ddb0936f057b22a9",
        "momentum": "obs_e391363a4cae8e47530cd4e4",
        "repository_topics": "obs_ba74e2057929c37390a7573a",
        "integrations": "obs_641469957c32d1880491331d",
        "integration_fingerprint": "obs_82cd7c6cbf579a890d61b499",
        "deployment_models": "obs_730e282490c296d2621dad69",
        "extensibility": "obs_e39f4197df5364d72780732a"
      },
      "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",
      "source_build_id": "rr-20260804T022022Z-08b5333b22db"
    },
    {
      "id": "gh:getzep/graphiti",
      "score": 8.6,
      "popularity": 28603.0,
      "stars": 29591,
      "momentum": 8.7,
      "score_components": {
        "usefulness": 8.8,
        "novelty": 8.0,
        "momentum": 8.7,
        "maturity": 8.8,
        "open_source_build_quality": 8.4,
        "evidence": 7.2,
        "commercial_workflow_potential": 10.0,
        "setup_ease": 4.2
      },
      "tier": "Gold",
      "verdict": "try_now",
      "risk": "conditional",
      "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",
        "stars",
        "tier",
        "verdict"
      ],
      "date": "2026-08-05",
      "source_build_id": "git-e1dfd91c94e6"
    },
    {
      "id": "gh:getzep/graphiti",
      "score": 8.6,
      "popularity": 28603.0,
      "stars": 29628,
      "momentum": 8.7,
      "score_components": {
        "usefulness": 8.8,
        "novelty": 8.0,
        "momentum": 8.7,
        "maturity": 8.8,
        "open_source_build_quality": 8.4,
        "evidence": 7.2,
        "commercial_workflow_potential": 10.0,
        "setup_ease": 4.2
      },
      "tier": "Gold",
      "verdict": "try_now",
      "risk": "conditional",
      "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",
        "stars",
        "tier",
        "verdict"
      ],
      "date": "2026-08-06",
      "source_build_id": "git-0d13b053d175"
    },
    {
      "id": "gh:getzep/graphiti",
      "score": 8.6,
      "popularity": 28603.0,
      "stars": 29499,
      "momentum": 9.6,
      "score_components": {
        "usefulness": 8.8,
        "novelty": 8.0,
        "momentum": 8.7,
        "maturity": 8.8,
        "open_source_build_quality": 8.4,
        "evidence": 7.2,
        "commercial_workflow_potential": 10.0,
        "setup_ease": 4.2
      },
      "tier": "Gold",
      "verdict": "try_now",
      "risk": "conditional",
      "verification_stage": "discovered",
      "pricing_fingerprint": null,
      "pricing_summary": null,
      "pricing_facts": [],
      "pricing_checked_at": null,
      "pricing_stale": null,
      "version": "v0.29.3",
      "last_release_at": "2026-07-27T20:57:23Z",
      "last_release_url": "https://github.com/getzep/graphiti/releases/tag/v0.29.3",
      "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_c54d1075c874c240bbf51e28",
        "version": "obs_5bd5aba9a41eeb5c586120f0",
        "last_release_at": "obs_739595b22eed654ac0aa8b3e",
        "last_release_url": "obs_dabbbe67784e3a90d17fd867",
        "pushed_at": "obs_cff99d2203571759f35fb884",
        "archived": "obs_f2163a34eb8a03e7a3e7a6d0",
        "default_branch": "obs_4fc2900e136c1761c6ddfa93",
        "default_branch_updated_at": "obs_7fb144d7ca4e8d724df34a6b",
        "maintenance_status": "obs_7d410f11ddb0936f057b22a9",
        "momentum": "obs_e391363a4cae8e47530cd4e4",
        "repository_topics": "obs_ba74e2057929c37390a7573a",
        "integrations": "obs_641469957c32d1880491331d",
        "integration_fingerprint": "obs_82cd7c6cbf579a890d61b499",
        "deployment_models": "obs_730e282490c296d2621dad69",
        "extensibility": "obs_e39f4197df5364d72780732a"
      },
      "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",
      "source_build_id": "rr-20260807T231253Z-6d311714ffe8"
    },
    {
      "id": "gh:getzep/graphiti",
      "score": 8.6,
      "popularity": 28603.0,
      "stars": 29676,
      "momentum": 9.6,
      "score_components": {
        "usefulness": 8.8,
        "novelty": 8.0,
        "momentum": 8.7,
        "maturity": 8.8,
        "open_source_build_quality": 8.4,
        "evidence": 7.2,
        "commercial_workflow_potential": 10.0,
        "setup_ease": 4.2
      },
      "tier": "Gold",
      "verdict": "try_now",
      "risk": "conditional",
      "verification_stage": "discovered",
      "pricing_fingerprint": null,
      "pricing_summary": null,
      "pricing_facts": [],
      "pricing_checked_at": null,
      "pricing_stale": null,
      "version": "v0.29.3",
      "last_release_at": "2026-07-27T20:57:23Z",
      "last_release_url": "https://github.com/getzep/graphiti/releases/tag/v0.29.3",
      "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_7709668841c1ba8f763597f8",
        "version": "obs_030359741b0b8afd98ae7fb8",
        "last_release_at": "obs_72678296d052b7202da78157",
        "last_release_url": "obs_ab25d9a9becb8c9dc9006e7e",
        "pushed_at": "obs_6ecc643b4a742672d1091ee6",
        "archived": "obs_602bac4e2cbefcb4f1c30609",
        "default_branch": "obs_f989d1551eb8f671e1d44607",
        "default_branch_updated_at": "obs_ed32fec98c9e6a32d502e5ab",
        "maintenance_status": "obs_1438f8ec27b200dfd193af20",
        "momentum": "obs_0954e50db1772e60ee5941e8",
        "repository_topics": "obs_a2957b409d0c7331b963f68d",
        "integrations": "obs_9a86da624c47a9b7aa55263f",
        "integration_fingerprint": "obs_f2f47529e0fc787d163ed3fd",
        "deployment_models": "obs_526b8c571f1be41dbcf36c1f",
        "extensibility": "obs_345020c0aa2871f95a8087b2"
      },
      "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",
      "source_build_id": "rr-20260808T223146Z-3d11f0c1522d"
    },
    {
      "id": "gh:getzep/graphiti",
      "score": 8.6,
      "popularity": 28603.0,
      "stars": 29697,
      "momentum": 9.6,
      "score_components": {
        "usefulness": 8.8,
        "novelty": 8.0,
        "momentum": 8.7,
        "maturity": 8.8,
        "open_source_build_quality": 8.4,
        "evidence": 7.2,
        "commercial_workflow_potential": 10.0,
        "setup_ease": 4.2
      },
      "tier": "Gold",
      "verdict": "try_now",
      "risk": "conditional",
      "verification_stage": "discovered",
      "pricing_fingerprint": null,
      "pricing_summary": null,
      "pricing_facts": [],
      "pricing_checked_at": null,
      "pricing_stale": null,
      "version": "v0.29.3",
      "last_release_at": "2026-07-27T20:57:23Z",
      "last_release_url": "https://github.com/getzep/graphiti/releases/tag/v0.29.3",
      "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_88020c98731b0a37affaac27",
        "version": "obs_d3ffa27878ea4ca3df5115c2",
        "last_release_at": "obs_9d6f3c359ee0e925eda6334a",
        "last_release_url": "obs_fb0925f781883d84ae8b6c1f",
        "pushed_at": "obs_7149409822a8ac0f8cc511f3",
        "archived": "obs_4aab373eca560276565d0d8f",
        "default_branch": "obs_c74ea644617790b12a83748f",
        "default_branch_updated_at": "obs_b9331d139f026efc25043c81",
        "maintenance_status": "obs_ba4d6d884108685a8b16d1cd",
        "momentum": "obs_f0b9778e9568d7bd44a8bcce",
        "repository_topics": "obs_4d9726fc1f4090bf1f48c1c4",
        "integrations": "obs_99cbbdb9ad3f34d7931d5622",
        "integration_fingerprint": "obs_4455f3664a2c59f56c79ac01",
        "deployment_models": "obs_d29da57a4063b2dc74ec1c3d",
        "extensibility": "obs_df030524765bb1abf8c66732"
      },
      "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",
      "source_build_id": "rr-20260809T220237Z-2594996087b2"
    },
    {
      "id": "gh:getzep/graphiti",
      "score": 8.6,
      "popularity": 28603.0,
      "stars": 29728,
      "momentum": 9.6,
      "score_components": {
        "usefulness": 8.8,
        "novelty": 8.0,
        "momentum": 8.7,
        "maturity": 8.8,
        "open_source_build_quality": 8.4,
        "evidence": 7.2,
        "commercial_workflow_potential": 10.0,
        "setup_ease": 4.2
      },
      "tier": "Gold",
      "verdict": "try_now",
      "risk": "conditional",
      "verification_stage": "discovered",
      "pricing_fingerprint": null,
      "pricing_summary": null,
      "pricing_facts": [],
      "pricing_checked_at": null,
      "pricing_stale": null,
      "version": "v0.29.3",
      "last_release_at": "2026-07-27T20:57:23Z",
      "last_release_url": "https://github.com/getzep/graphiti/releases/tag/v0.29.3",
      "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_d77b972747c63bc9aabfa7ef",
        "version": "obs_ee83ad160bc8ce0238366aa0",
        "last_release_at": "obs_20c2dd460a2e003970f3f424",
        "last_release_url": "obs_45ab110ef8e27b1fde29e3b8",
        "pushed_at": "obs_3d23c8c15f5625434dfec3c2",
        "archived": "obs_d83e6b0da37d6c9c98eb93e3",
        "default_branch": "obs_0dfa888f45225b917c385cce",
        "default_branch_updated_at": "obs_160d17d9d78bbf81a87dc804",
        "maintenance_status": "obs_81fea71d80001d342291b593",
        "momentum": "obs_059c3ce2d248e7404053d52e",
        "repository_topics": "obs_22ef71dc7abe28ebe880d41d",
        "integrations": "obs_45f29a0a351e11877ae8d8d6",
        "integration_fingerprint": "obs_43d6bfb65316de979de34f71",
        "deployment_models": "obs_d269af32c984e6a52971ea12",
        "extensibility": "obs_19ae1f597ff32798b14867cc"
      },
      "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",
      "source_build_id": "rr-20260810T221823Z-85f41114e190"
    },
    {
      "id": "gh:getzep/graphiti",
      "score": 8.6,
      "popularity": 28603.0,
      "stars": 29772,
      "momentum": 9.6,
      "score_components": {
        "usefulness": 8.8,
        "novelty": 8.0,
        "momentum": 8.7,
        "maturity": 8.8,
        "open_source_build_quality": 8.4,
        "evidence": 7.2,
        "commercial_workflow_potential": 10.0,
        "setup_ease": 4.2
      },
      "tier": "Gold",
      "verdict": "try_now",
      "risk": "conditional",
      "verification_stage": "discovered",
      "pricing_fingerprint": null,
      "pricing_summary": null,
      "pricing_facts": [],
      "pricing_checked_at": null,
      "pricing_stale": null,
      "version": "v0.29.3",
      "last_release_at": "2026-07-27T20:57:23Z",
      "last_release_url": "https://github.com/getzep/graphiti/releases/tag/v0.29.3",
      "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_5ec534bbd5eacb73a17cbe2f",
        "version": "obs_e9dba82b4828992c69b06bfb",
        "last_release_at": "obs_37fb5a158d8bbe54ebc49aed",
        "last_release_url": "obs_be4a6517234d99b02881fa70",
        "pushed_at": "obs_630a67cf64dd7feaf689299a",
        "archived": "obs_18a1e3c5aef38fba30c4d27f",
        "default_branch": "obs_52df869a7d1bd67c280fa793",
        "default_branch_updated_at": "obs_9b808b1fac6a866fb2907c09",
        "maintenance_status": "obs_2c473aaac5daad851bfd1265",
        "momentum": "obs_a3e3bf22f2aab5fd758e275a",
        "repository_topics": "obs_9c5c522064681c3d7b2f1be0",
        "integrations": "obs_782cf15dee8c4962a83b0033",
        "integration_fingerprint": "obs_12e6bde882856b4a575c0dbc",
        "deployment_models": "obs_c143179388f34e6a09c448a9",
        "extensibility": "obs_799a70ac3b6bc789cfce31f1"
      },
      "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",
      "source_build_id": "rr-20260811T221343Z-7d22d483b1e2"
    },
    {
      "id": "gh:getzep/graphiti",
      "score": 8.6,
      "popularity": 28603.0,
      "stars": 29857,
      "momentum": 9.6,
      "score_components": {
        "usefulness": 8.8,
        "novelty": 8.0,
        "momentum": 8.7,
        "maturity": 8.8,
        "open_source_build_quality": 8.4,
        "evidence": 7.2,
        "commercial_workflow_potential": 10.0,
        "setup_ease": 4.2
      },
      "tier": "Gold",
      "verdict": "try_now",
      "risk": "conditional",
      "verification_stage": "discovered",
      "pricing_fingerprint": null,
      "pricing_summary": null,
      "pricing_facts": [],
      "pricing_checked_at": null,
      "pricing_stale": null,
      "version": "v0.29.3",
      "last_release_at": "2026-07-27T20:57:23Z",
      "last_release_url": "https://github.com/getzep/graphiti/releases/tag/v0.29.3",
      "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_e0b8f5200fc9c95c35e3ab9e",
        "version": "obs_c9fdf6463d8f1b925a8c9bee",
        "last_release_at": "obs_7a37446fe03381348dad9c0b",
        "last_release_url": "obs_c743a1481788918f6156ac01",
        "pushed_at": "obs_9b73a2f58eccea11a137104c",
        "archived": "obs_e1c28ea59ee08095a7719a0f",
        "default_branch": "obs_3e83afcdd8acc7269220c2e5",
        "default_branch_updated_at": "obs_5240ead0517c09800f7eed84",
        "maintenance_status": "obs_f5b425d7a081cd2dce419fa9",
        "momentum": "obs_329cb6922b7eede15d66e2da",
        "repository_topics": "obs_4bb36b1c4eebe2a8c2929900",
        "integrations": "obs_dade369f0fca18bfa1cc478b",
        "integration_fingerprint": "obs_d6d4522118555dd3e46ebff4",
        "deployment_models": "obs_1e039470f99f94ca0fe4a6ae",
        "extensibility": "obs_20da5ef9313972af4e096c12"
      },
      "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",
      "source_build_id": "rr-20260812T215932Z-35ee87c03ab1"
    },
    {
      "id": "gh:getzep/graphiti",
      "score": 8.6,
      "popularity": 28603.0,
      "stars": 29891,
      "momentum": 9.6,
      "score_components": {
        "usefulness": 8.8,
        "novelty": 8.0,
        "momentum": 8.7,
        "maturity": 8.8,
        "open_source_build_quality": 8.4,
        "evidence": 7.2,
        "commercial_workflow_potential": 10.0,
        "setup_ease": 4.2
      },
      "tier": "Gold",
      "verdict": "try_now",
      "risk": "conditional",
      "verification_stage": "discovered",
      "pricing_fingerprint": null,
      "pricing_summary": null,
      "pricing_facts": [],
      "pricing_checked_at": null,
      "pricing_stale": null,
      "version": "v0.29.3",
      "last_release_at": "2026-07-27T20:57:23Z",
      "last_release_url": "https://github.com/getzep/graphiti/releases/tag/v0.29.3",
      "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_437b2e6cb3602405dfda45b2",
        "version": "obs_eba41ad7c2dc90bfcb0bf22d",
        "last_release_at": "obs_4b4ad1368c9ba43742dcf279",
        "last_release_url": "obs_65a09b93877b444a3db9f3a3",
        "pushed_at": "obs_29fc5391ea22dc1585878f17",
        "archived": "obs_c52f1430b560c13075202742",
        "default_branch": "obs_1cedff485681f18e9fbb41c9",
        "default_branch_updated_at": "obs_3df57c6da143478fe9664e1c",
        "maintenance_status": "obs_3f171dbf2bf577b02dee9401",
        "momentum": "obs_37e756ac7f3e29bf6bac450f",
        "repository_topics": "obs_73f7bac4a0d21d7ba2496d6f",
        "integrations": "obs_19f1d8d80cc41a7dc98c3657",
        "integration_fingerprint": "obs_d1bc69356769a0e7b1d82549",
        "deployment_models": "obs_de8cda5225940123e00ad1b3",
        "extensibility": "obs_dd61919f8195033fb4456756"
      },
      "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",
      "source_build_id": "rr-20260813T202015Z-badadd6c8c80"
    }
  ],
  "changes": [
    {
      "id": "evt_aa8b3ea26964596967f2",
      "entity_id": "gh:getzep/graphiti",
      "item_url": "/item/getzep-graphiti/",
      "title": "getzep/graphiti",
      "category": "rag_knowledge",
      "kind": "stars_changed",
      "occurred_at": "2026-08-13T19:31:03.163686Z",
      "before": 29857,
      "after": 29891,
      "explanation": "Stars changed: 29857 → 29891.",
      "explanation_scope": "catalog_snapshot_delta",
      "evidence_refs": {},
      "tier": "Gold",
      "risk": "conditional",
      "verdict": "try_now",
      "score": 8.6,
      "entity_kind": "open_source",
      "verification_stage": "discovered",
      "type": "repo",
      "section": "Agent memory",
      "local_ai": false,
      "local_model_compatible": false,
      "discovery_topic": "rag_knowledge",
      "discovery_topic_status": "reviewed",
      "setup_ease": 4.2,
      "best_for": [
        "Teams building long-lived agent memory with time-aware facts",
        "RAG builders comparing graph retrieval against chunk-only retrieval"
      ],
      "risk_categories": [
        "provenance"
      ],
      "search_text": "getzep/graphiti getzep open_source rag_knowledge rag_knowledge gold conditional try_now teams building long-lived agent memory with time-aware facts rag builders comparing graph retrieval against chunk-only retrieval",
      "material_mover": false
    },
    {
      "id": "evt_9cbb63262a6c0130acaf",
      "entity_id": "gh:getzep/graphiti",
      "item_url": "/item/getzep-graphiti/",
      "title": "getzep/graphiti",
      "category": "rag_knowledge",
      "kind": "stars_changed",
      "occurred_at": "2026-08-12T17:38:47.185822Z",
      "before": 29772,
      "after": 29857,
      "explanation": "Stars changed: 29772 → 29857.",
      "explanation_scope": "catalog_snapshot_delta",
      "evidence_refs": {},
      "tier": "Gold",
      "risk": "conditional",
      "verdict": "try_now",
      "score": 8.6,
      "entity_kind": "open_source",
      "verification_stage": "discovered",
      "type": "repo",
      "section": "Agent memory",
      "local_ai": false,
      "local_model_compatible": false,
      "discovery_topic": "rag_knowledge",
      "discovery_topic_status": "reviewed",
      "setup_ease": 4.2,
      "best_for": [
        "Teams building long-lived agent memory with time-aware facts",
        "RAG builders comparing graph retrieval against chunk-only retrieval"
      ],
      "risk_categories": [
        "provenance"
      ],
      "search_text": "getzep/graphiti getzep open_source rag_knowledge rag_knowledge gold conditional try_now teams building long-lived agent memory with time-aware facts rag builders comparing graph retrieval against chunk-only retrieval",
      "material_mover": false
    },
    {
      "id": "evt_9b882edd9b4975478c66",
      "entity_id": "gh:getzep/graphiti",
      "item_url": "/item/getzep-graphiti/",
      "title": "getzep/graphiti",
      "category": "rag_knowledge",
      "kind": "stars_changed",
      "occurred_at": "2026-08-11T10:17:40.749121Z",
      "before": 29728,
      "after": 29772,
      "explanation": "Stars changed: 29728 → 29772.",
      "explanation_scope": "catalog_snapshot_delta",
      "evidence_refs": {},
      "tier": "Gold",
      "risk": "conditional",
      "verdict": "try_now",
      "score": 8.6,
      "entity_kind": "open_source",
      "verification_stage": "discovered",
      "type": "repo",
      "section": "Agent memory",
      "local_ai": false,
      "local_model_compatible": false,
      "discovery_topic": "rag_knowledge",
      "discovery_topic_status": "reviewed",
      "setup_ease": 4.2,
      "best_for": [
        "Teams building long-lived agent memory with time-aware facts",
        "RAG builders comparing graph retrieval against chunk-only retrieval"
      ],
      "risk_categories": [
        "provenance"
      ],
      "search_text": "getzep/graphiti getzep open_source rag_knowledge rag_knowledge gold conditional try_now teams building long-lived agent memory with time-aware facts rag builders comparing graph retrieval against chunk-only retrieval",
      "material_mover": false
    },
    {
      "id": "evt_cdef06773efdaaac4793",
      "entity_id": "gh:getzep/graphiti",
      "item_url": "/item/getzep-graphiti/",
      "title": "getzep/graphiti",
      "category": "rag_knowledge",
      "kind": "stars_changed",
      "occurred_at": "2026-08-10T10:18:02.453550Z",
      "before": 29697,
      "after": 29728,
      "explanation": "Stars changed: 29697 → 29728.",
      "explanation_scope": "catalog_snapshot_delta",
      "evidence_refs": {},
      "tier": "Gold",
      "risk": "conditional",
      "verdict": "try_now",
      "score": 8.6,
      "entity_kind": "open_source",
      "verification_stage": "discovered",
      "type": "repo",
      "section": "Agent memory",
      "local_ai": false,
      "local_model_compatible": false,
      "discovery_topic": "rag_knowledge",
      "discovery_topic_status": "reviewed",
      "setup_ease": 4.2,
      "best_for": [
        "Teams building long-lived agent memory with time-aware facts",
        "RAG builders comparing graph retrieval against chunk-only retrieval"
      ],
      "risk_categories": [
        "provenance"
      ],
      "search_text": "getzep/graphiti getzep open_source rag_knowledge rag_knowledge gold conditional try_now teams building long-lived agent memory with time-aware facts rag builders comparing graph retrieval against chunk-only retrieval",
      "material_mover": false
    },
    {
      "id": "evt_3a28d7c1923d5889a481",
      "entity_id": "gh:getzep/graphiti",
      "item_url": "/item/getzep-graphiti/",
      "title": "getzep/graphiti",
      "category": "rag_knowledge",
      "kind": "stars_changed",
      "occurred_at": "2026-08-09T10:18:02.987681Z",
      "before": 29676,
      "after": 29697,
      "explanation": "Stars changed: 29676 → 29697.",
      "explanation_scope": "catalog_snapshot_delta",
      "evidence_refs": {},
      "tier": "Gold",
      "risk": "conditional",
      "verdict": "try_now",
      "score": 8.6,
      "entity_kind": "open_source",
      "verification_stage": "discovered",
      "type": "repo",
      "section": "Agent memory",
      "local_ai": false,
      "local_model_compatible": false,
      "discovery_topic": "rag_knowledge",
      "discovery_topic_status": "reviewed",
      "setup_ease": 4.2,
      "best_for": [
        "Teams building long-lived agent memory with time-aware facts",
        "RAG builders comparing graph retrieval against chunk-only retrieval"
      ],
      "risk_categories": [
        "provenance"
      ],
      "search_text": "getzep/graphiti getzep open_source rag_knowledge rag_knowledge gold conditional try_now teams building long-lived agent memory with time-aware facts rag builders comparing graph retrieval against chunk-only retrieval",
      "material_mover": false
    },
    {
      "id": "evt_5f233105854b8e58f646",
      "entity_id": "gh:getzep/graphiti",
      "item_url": "/item/getzep-graphiti/",
      "title": "getzep/graphiti",
      "category": "rag_knowledge",
      "kind": "stars_changed",
      "occurred_at": "2026-08-08T10:17:54.011012Z",
      "before": 29499,
      "after": 29676,
      "explanation": "Stars changed: 29499 → 29676.",
      "explanation_scope": "catalog_snapshot_delta",
      "evidence_refs": {},
      "tier": "Gold",
      "risk": "conditional",
      "verdict": "try_now",
      "score": 8.6,
      "entity_kind": "open_source",
      "verification_stage": "discovered",
      "type": "repo",
      "section": "Agent memory",
      "local_ai": false,
      "local_model_compatible": false,
      "discovery_topic": "rag_knowledge",
      "discovery_topic_status": "reviewed",
      "setup_ease": 4.2,
      "best_for": [
        "Teams building long-lived agent memory with time-aware facts",
        "RAG builders comparing graph retrieval against chunk-only retrieval"
      ],
      "risk_categories": [
        "provenance"
      ],
      "search_text": "getzep/graphiti getzep open_source rag_knowledge rag_knowledge gold conditional try_now teams building long-lived agent memory with time-aware facts rag builders comparing graph retrieval against chunk-only retrieval",
      "material_mover": false
    },
    {
      "id": "evt_0b924f551ca75ae0e651",
      "entity_id": "gh:getzep/graphiti",
      "item_url": "/item/getzep-graphiti/",
      "title": "getzep/graphiti",
      "category": "rag_knowledge",
      "kind": "stars_changed",
      "occurred_at": "2026-08-07T20:39:07Z",
      "before": 29628,
      "after": 29499,
      "explanation": "Stars changed: 29628 → 29499.",
      "explanation_scope": "catalog_snapshot_delta",
      "evidence_refs": {},
      "tier": "Gold",
      "risk": "conditional",
      "verdict": "try_now",
      "score": 8.6,
      "entity_kind": "open_source",
      "verification_stage": "discovered",
      "type": "repo",
      "section": "Agent memory",
      "local_ai": false,
      "local_model_compatible": false,
      "discovery_topic": "rag_knowledge",
      "discovery_topic_status": "reviewed",
      "setup_ease": 4.2,
      "best_for": [
        "Teams building long-lived agent memory with time-aware facts",
        "RAG builders comparing graph retrieval against chunk-only retrieval"
      ],
      "risk_categories": [
        "provenance"
      ],
      "search_text": "getzep/graphiti getzep open_source rag_knowledge rag_knowledge gold conditional try_now teams building long-lived agent memory with time-aware facts rag builders comparing graph retrieval against chunk-only retrieval",
      "material_mover": false
    },
    {
      "id": "evt_e6d72966b6d5ad6d4fc5",
      "entity_id": "gh:getzep/graphiti",
      "item_url": "/item/getzep-graphiti/",
      "title": "getzep/graphiti",
      "category": "rag_knowledge",
      "kind": "stars_changed",
      "occurred_at": "2026-08-06T00:00:00Z",
      "before": 29591,
      "after": 29628,
      "explanation": "Reconstructed from adjacent retained daily snapshots; no upstream cause is inferred. Stars changed: 29591 → 29628.",
      "explanation_scope": "catalog_snapshot_delta",
      "evidence_refs": {},
      "tier": "Gold",
      "risk": "conditional",
      "verdict": "try_now",
      "score": 8.6,
      "entity_kind": "open_source",
      "verification_stage": "discovered",
      "type": "repo",
      "section": "Agent memory",
      "local_ai": false,
      "local_model_compatible": false,
      "discovery_topic": "rag_knowledge",
      "discovery_topic_status": "reviewed",
      "setup_ease": 4.2,
      "best_for": [
        "Teams building long-lived agent memory with time-aware facts",
        "RAG builders comparing graph retrieval against chunk-only retrieval"
      ],
      "risk_categories": [
        "provenance"
      ],
      "search_text": "getzep/graphiti getzep open_source rag_knowledge rag_knowledge gold conditional try_now teams building long-lived agent memory with time-aware facts rag builders comparing graph retrieval against chunk-only retrieval",
      "material_mover": false
    },
    {
      "id": "evt_42b62d16836106d44c23",
      "entity_id": "gh:getzep/graphiti",
      "item_url": "/item/getzep-graphiti/",
      "title": "getzep/graphiti",
      "category": "rag_knowledge",
      "kind": "stars_changed",
      "occurred_at": "2026-08-05T00:00:00Z",
      "before": 29499,
      "after": 29591,
      "explanation": "Reconstructed from adjacent retained daily snapshots; no upstream cause is inferred. Stars changed: 29499 → 29591.",
      "explanation_scope": "catalog_snapshot_delta",
      "evidence_refs": {},
      "tier": "Gold",
      "risk": "conditional",
      "verdict": "try_now",
      "score": 8.6,
      "entity_kind": "open_source",
      "verification_stage": "discovered",
      "type": "repo",
      "section": "Agent memory",
      "local_ai": false,
      "local_model_compatible": false,
      "discovery_topic": "rag_knowledge",
      "discovery_topic_status": "reviewed",
      "setup_ease": 4.2,
      "best_for": [
        "Teams building long-lived agent memory with time-aware facts",
        "RAG builders comparing graph retrieval against chunk-only retrieval"
      ],
      "risk_categories": [
        "provenance"
      ],
      "search_text": "getzep/graphiti getzep open_source rag_knowledge rag_knowledge gold conditional try_now teams building long-lived agent memory with time-aware facts rag builders comparing graph retrieval against chunk-only retrieval",
      "material_mover": false
    },
    {
      "id": "evt_59b6e5da28cd25ef8306",
      "entity_id": "gh:getzep/graphiti",
      "item_url": "/item/getzep-graphiti/",
      "title": "getzep/graphiti",
      "category": "rag_knowledge",
      "kind": "stars_changed",
      "occurred_at": "2026-08-03T10:18:05.351909Z",
      "before": 29464,
      "after": 29499,
      "explanation": "Stars changed: 29464 → 29499.",
      "explanation_scope": "catalog_snapshot_delta",
      "evidence_refs": {},
      "tier": "Gold",
      "risk": "conditional",
      "verdict": "try_now",
      "score": 8.6,
      "entity_kind": "open_source",
      "verification_stage": "discovered",
      "type": "repo",
      "section": "Agent memory",
      "local_ai": false,
      "local_model_compatible": false,
      "discovery_topic": "rag_knowledge",
      "discovery_topic_status": "reviewed",
      "setup_ease": 4.2,
      "best_for": [
        "Teams building long-lived agent memory with time-aware facts",
        "RAG builders comparing graph retrieval against chunk-only retrieval"
      ],
      "risk_categories": [
        "provenance"
      ],
      "search_text": "getzep/graphiti getzep open_source rag_knowledge rag_knowledge gold conditional try_now teams building long-lived agent memory with time-aware facts rag builders comparing graph retrieval against chunk-only retrieval",
      "material_mover": false
    },
    {
      "id": "evt_96cb49ab6a94171afae0",
      "entity_id": "gh:getzep/graphiti",
      "item_url": "/item/getzep-graphiti/",
      "title": "getzep/graphiti",
      "category": "rag_knowledge",
      "kind": "stars_changed",
      "occurred_at": "2026-08-02T10:17:50.427312Z",
      "before": 29420,
      "after": 29464,
      "explanation": "Stars changed: 29420 → 29464.",
      "explanation_scope": "catalog_snapshot_delta",
      "evidence_refs": {},
      "tier": "Gold",
      "risk": "conditional",
      "verdict": "try_now",
      "score": 8.6,
      "entity_kind": "open_source",
      "verification_stage": "discovered",
      "type": "repo",
      "section": "Agent memory",
      "local_ai": false,
      "local_model_compatible": false,
      "discovery_topic": "rag_knowledge",
      "discovery_topic_status": "reviewed",
      "setup_ease": 4.2,
      "best_for": [
        "Teams building long-lived agent memory with time-aware facts",
        "RAG builders comparing graph retrieval against chunk-only retrieval"
      ],
      "risk_categories": [
        "provenance"
      ],
      "search_text": "getzep/graphiti getzep open_source rag_knowledge rag_knowledge gold conditional try_now teams building long-lived agent memory with time-aware facts rag builders comparing graph retrieval against chunk-only retrieval",
      "material_mover": false
    },
    {
      "id": "evt_189be6c173f451deb347",
      "entity_id": "gh:getzep/graphiti",
      "item_url": "/item/getzep-graphiti/",
      "title": "getzep/graphiti",
      "category": "rag_knowledge",
      "kind": "stars_changed",
      "occurred_at": "2026-08-01T10:17:36.135498Z",
      "before": 29409,
      "after": 29420,
      "explanation": "Source-observed stars changed: 29409 → 29420. This reports the retained observation delta and does not infer why the upstream change occurred.",
      "explanation_scope": "source_observation_delta",
      "evidence_refs": {
        "after_observation_id": "obs_8e95b4ca0be52612956d0d9c",
        "after_observed_at": "2026-08-01T10:17:36.135498Z",
        "after_source_path": "repository.stargazerCount",
        "before_observation_id": "obs_3c78637bed91e1744d2d9875",
        "before_observed_at": "2026-08-01T00:55:12.768643Z",
        "before_source_path": "repository.stargazerCount",
        "entity_source_url": "https://github.com/getzep/graphiti",
        "extractor_version": "github-observer-v2",
        "field": "stars",
        "source_url": "https://api.github.com/graphql"
      },
      "tier": "Gold",
      "risk": "conditional",
      "verdict": "try_now",
      "score": 8.6,
      "entity_kind": "open_source",
      "verification_stage": "discovered",
      "type": "repo",
      "section": "Agent memory",
      "local_ai": false,
      "local_model_compatible": false,
      "discovery_topic": "rag_knowledge",
      "discovery_topic_status": "reviewed",
      "setup_ease": 4.2,
      "best_for": [
        "Teams building long-lived agent memory with time-aware facts",
        "RAG builders comparing graph retrieval against chunk-only retrieval"
      ],
      "risk_categories": [
        "provenance"
      ],
      "search_text": "getzep/graphiti getzep open_source rag_knowledge rag_knowledge gold conditional try_now teams building long-lived agent memory with time-aware facts rag builders comparing graph retrieval against chunk-only retrieval",
      "material_mover": false
    },
    {
      "id": "evt_f550e8b84985a123712a",
      "entity_id": "gh:getzep/graphiti",
      "item_url": "/item/getzep-graphiti/",
      "title": "getzep/graphiti",
      "category": "rag_knowledge",
      "kind": "stars_changed",
      "occurred_at": "2026-08-01T00:27:28.080591Z",
      "before": 29406,
      "after": 29409,
      "explanation": "Stars changed: 29406 → 29409.",
      "explanation_scope": "catalog_snapshot_delta",
      "evidence_refs": {},
      "tier": "Gold",
      "risk": "conditional",
      "verdict": "try_now",
      "score": 8.6,
      "entity_kind": "open_source",
      "verification_stage": "discovered",
      "type": "repo",
      "section": "Agent memory",
      "local_ai": false,
      "local_model_compatible": false,
      "discovery_topic": "rag_knowledge",
      "discovery_topic_status": "reviewed",
      "setup_ease": 4.2,
      "best_for": [
        "Teams building long-lived agent memory with time-aware facts",
        "RAG builders comparing graph retrieval against chunk-only retrieval"
      ],
      "risk_categories": [
        "provenance"
      ],
      "search_text": "getzep/graphiti getzep open_source rag_knowledge rag_knowledge gold conditional try_now teams building long-lived agent memory with time-aware facts rag builders comparing graph retrieval against chunk-only retrieval",
      "material_mover": false
    },
    {
      "id": "evt_ad86658768f55f422eeb",
      "entity_id": "gh:getzep/graphiti",
      "item_url": "/item/getzep-graphiti/",
      "title": "getzep/graphiti",
      "category": "rag_knowledge",
      "kind": "stars_changed",
      "occurred_at": "2026-08-01T00:27:28.080591Z",
      "before": 29408,
      "after": 29409,
      "explanation": "Source-observed stars changed: 29408 → 29409. This reports the retained observation delta and does not infer why the upstream change occurred.",
      "explanation_scope": "source_observation_delta",
      "evidence_refs": {
        "after_observation_id": "obs_09c3a6eb0fe2e2e15f4674dc",
        "after_observed_at": "2026-08-01T00:27:28.080591Z",
        "after_source_path": "repository.stargazerCount",
        "before_observation_id": "obs_cf70105a338376874bf0fa62",
        "before_observed_at": "2026-08-01T00:16:41.127450Z",
        "before_source_path": "repository.stargazerCount",
        "entity_source_url": "https://github.com/getzep/graphiti",
        "extractor_version": "github-observer-v2",
        "field": "stars",
        "source_url": "https://api.github.com/graphql"
      },
      "tier": "Gold",
      "risk": "conditional",
      "verdict": "try_now",
      "score": 8.6,
      "entity_kind": "open_source",
      "verification_stage": "discovered",
      "type": "repo",
      "section": "Agent memory",
      "local_ai": false,
      "local_model_compatible": false,
      "discovery_topic": "rag_knowledge",
      "discovery_topic_status": "reviewed",
      "setup_ease": 4.2,
      "best_for": [
        "Teams building long-lived agent memory with time-aware facts",
        "RAG builders comparing graph retrieval against chunk-only retrieval"
      ],
      "risk_categories": [
        "provenance"
      ],
      "search_text": "getzep/graphiti getzep open_source rag_knowledge rag_knowledge gold conditional try_now teams building long-lived agent memory with time-aware facts rag builders comparing graph retrieval against chunk-only retrieval",
      "material_mover": false
    },
    {
      "id": "evt_faecd64ff0a4f1899669",
      "entity_id": "gh:getzep/graphiti",
      "item_url": "/item/getzep-graphiti/",
      "title": "getzep/graphiti",
      "category": "rag_knowledge",
      "kind": "stars_changed",
      "occurred_at": "2026-08-01T00:16:41.127450Z",
      "before": 29406,
      "after": 29408,
      "explanation": "Source-observed stars changed: 29406 → 29408. This reports the retained observation delta and does not infer why the upstream change occurred.",
      "explanation_scope": "source_observation_delta",
      "evidence_refs": {
        "after_observation_id": "obs_cf70105a338376874bf0fa62",
        "after_observed_at": "2026-08-01T00:16:41.127450Z",
        "after_source_path": "repository.stargazerCount",
        "before_observation_id": "obs_ff6455964a4f438d13f8cd39",
        "before_observed_at": "2026-08-01T00:06:43.391721Z",
        "before_source_path": "repository.stargazerCount",
        "entity_source_url": "https://github.com/getzep/graphiti",
        "extractor_version": "github-observer-v2",
        "field": "stars",
        "source_url": "https://api.github.com/graphql"
      },
      "tier": "Gold",
      "risk": "conditional",
      "verdict": "try_now",
      "score": 8.6,
      "entity_kind": "open_source",
      "verification_stage": "discovered",
      "type": "repo",
      "section": "Agent memory",
      "local_ai": false,
      "local_model_compatible": false,
      "discovery_topic": "rag_knowledge",
      "discovery_topic_status": "reviewed",
      "setup_ease": 4.2,
      "best_for": [
        "Teams building long-lived agent memory with time-aware facts",
        "RAG builders comparing graph retrieval against chunk-only retrieval"
      ],
      "risk_categories": [
        "provenance"
      ],
      "search_text": "getzep/graphiti getzep open_source rag_knowledge rag_knowledge gold conditional try_now teams building long-lived agent memory with time-aware facts rag builders comparing graph retrieval against chunk-only retrieval",
      "material_mover": false
    },
    {
      "id": "evt_c77fde43bc527ab00be3",
      "entity_id": "gh:getzep/graphiti",
      "item_url": "/item/getzep-graphiti/",
      "title": "getzep/graphiti",
      "category": "rag_knowledge",
      "kind": "stars_changed",
      "occurred_at": "2026-07-31T00:00:00Z",
      "before": 29383,
      "after": 29406,
      "explanation": "Reconstructed from adjacent retained daily snapshots; no upstream cause is inferred. Stars changed: 29383 → 29406.",
      "explanation_scope": "catalog_snapshot_delta",
      "evidence_refs": {},
      "tier": "Gold",
      "risk": "conditional",
      "verdict": "try_now",
      "score": 8.6,
      "entity_kind": "open_source",
      "verification_stage": "discovered",
      "type": "repo",
      "section": "Agent memory",
      "local_ai": false,
      "local_model_compatible": false,
      "discovery_topic": "rag_knowledge",
      "discovery_topic_status": "reviewed",
      "setup_ease": 4.2,
      "best_for": [
        "Teams building long-lived agent memory with time-aware facts",
        "RAG builders comparing graph retrieval against chunk-only retrieval"
      ],
      "risk_categories": [
        "provenance"
      ],
      "search_text": "getzep/graphiti getzep open_source rag_knowledge rag_knowledge gold conditional try_now teams building long-lived agent memory with time-aware facts rag builders comparing graph retrieval against chunk-only retrieval",
      "material_mover": false
    },
    {
      "id": "evt_9aecad4b02b488f21691",
      "entity_id": "gh:getzep/graphiti",
      "item_url": "/item/getzep-graphiti/",
      "title": "getzep/graphiti",
      "category": "rag_knowledge",
      "kind": "stars_changed",
      "occurred_at": "2026-07-30T00:00:00Z",
      "before": 29332,
      "after": 29383,
      "explanation": "Reconstructed from adjacent retained daily snapshots; no upstream cause is inferred. Stars changed: 29332 → 29383.",
      "explanation_scope": "catalog_snapshot_delta",
      "evidence_refs": {},
      "tier": "Gold",
      "risk": "conditional",
      "verdict": "try_now",
      "score": 8.6,
      "entity_kind": "open_source",
      "verification_stage": "discovered",
      "type": "repo",
      "section": "Agent memory",
      "local_ai": false,
      "local_model_compatible": false,
      "discovery_topic": "rag_knowledge",
      "discovery_topic_status": "reviewed",
      "setup_ease": 4.2,
      "best_for": [
        "Teams building long-lived agent memory with time-aware facts",
        "RAG builders comparing graph retrieval against chunk-only retrieval"
      ],
      "risk_categories": [
        "provenance"
      ],
      "search_text": "getzep/graphiti getzep open_source rag_knowledge rag_knowledge gold conditional try_now teams building long-lived agent memory with time-aware facts rag builders comparing graph retrieval against chunk-only retrieval",
      "material_mover": false
    },
    {
      "id": "evt_8f804856c82bbeb5c335",
      "entity_id": "gh:getzep/graphiti",
      "item_url": "/item/getzep-graphiti/",
      "title": "getzep/graphiti",
      "category": "rag_knowledge",
      "kind": "stars_changed",
      "occurred_at": "2026-07-29T10:17:05.832710Z",
      "before": 29278,
      "after": 29332,
      "explanation": "Stars changed: 29278 → 29332.",
      "explanation_scope": "catalog_snapshot_delta",
      "evidence_refs": {},
      "tier": "Gold",
      "risk": "conditional",
      "verdict": "try_now",
      "score": 8.6,
      "entity_kind": "open_source",
      "verification_stage": "discovered",
      "type": "repo",
      "section": "Agent memory",
      "local_ai": false,
      "local_model_compatible": false,
      "discovery_topic": "rag_knowledge",
      "discovery_topic_status": "reviewed",
      "setup_ease": 4.2,
      "best_for": [
        "Teams building long-lived agent memory with time-aware facts",
        "RAG builders comparing graph retrieval against chunk-only retrieval"
      ],
      "risk_categories": [
        "provenance"
      ],
      "search_text": "getzep/graphiti getzep open_source rag_knowledge rag_knowledge gold conditional try_now teams building long-lived agent memory with time-aware facts rag builders comparing graph retrieval against chunk-only retrieval",
      "material_mover": false
    },
    {
      "id": "evt_1ea498de7057bbd6c549",
      "entity_id": "gh:getzep/graphiti",
      "item_url": "/item/getzep-graphiti/",
      "title": "getzep/graphiti",
      "category": "rag_knowledge",
      "kind": "stars_changed",
      "occurred_at": "2026-07-28T10:17:34.274766Z",
      "before": 29267,
      "after": 29278,
      "explanation": "Source-observed stars changed: 29267 → 29278. This reports the retained observation delta and does not infer why the upstream change occurred.",
      "explanation_scope": "source_observation_delta",
      "evidence_refs": {
        "after_observation_id": "obs_cf7536abfe91c779695a7f8c",
        "after_observed_at": "2026-07-28T10:17:34.274766Z",
        "after_source_path": "repository.stargazerCount",
        "before_observation_id": "obs_cc43d366a8630aaa1c9d2c86",
        "before_observed_at": "2026-07-28T07:11:06.213377Z",
        "before_source_path": "repository.stargazerCount",
        "entity_source_url": "https://github.com/getzep/graphiti",
        "extractor_version": "github-observer-v2",
        "field": "stars",
        "source_url": "https://api.github.com/graphql"
      },
      "tier": "Gold",
      "risk": "conditional",
      "verdict": "try_now",
      "score": 8.6,
      "entity_kind": "open_source",
      "verification_stage": "discovered",
      "type": "repo",
      "section": "Agent memory",
      "local_ai": false,
      "local_model_compatible": false,
      "discovery_topic": "rag_knowledge",
      "discovery_topic_status": "reviewed",
      "setup_ease": 4.2,
      "best_for": [
        "Teams building long-lived agent memory with time-aware facts",
        "RAG builders comparing graph retrieval against chunk-only retrieval"
      ],
      "risk_categories": [
        "provenance"
      ],
      "search_text": "getzep/graphiti getzep open_source rag_knowledge rag_knowledge gold conditional try_now teams building long-lived agent memory with time-aware facts rag builders comparing graph retrieval against chunk-only retrieval",
      "material_mover": false
    },
    {
      "id": "evt_4e342de396e9185c63e7",
      "entity_id": "gh:getzep/graphiti",
      "item_url": "/item/getzep-graphiti/",
      "title": "getzep/graphiti",
      "category": "rag_knowledge",
      "kind": "version_changed",
      "occurred_at": "2026-07-28T07:11:06.213377Z",
      "before": "v0.29.2",
      "after": "v0.29.3",
      "explanation": "Version changed: v0.29.2 → v0.29.3.",
      "explanation_scope": "catalog_snapshot_delta",
      "evidence_refs": {},
      "tier": "Gold",
      "risk": "conditional",
      "verdict": "try_now",
      "score": 8.6,
      "entity_kind": "open_source",
      "verification_stage": "discovered",
      "type": "repo",
      "section": "Agent memory",
      "local_ai": false,
      "local_model_compatible": false,
      "discovery_topic": "rag_knowledge",
      "discovery_topic_status": "reviewed",
      "setup_ease": 4.2,
      "best_for": [
        "Teams building long-lived agent memory with time-aware facts",
        "RAG builders comparing graph retrieval against chunk-only retrieval"
      ],
      "risk_categories": [
        "provenance"
      ],
      "search_text": "getzep/graphiti getzep open_source rag_knowledge rag_knowledge gold conditional try_now teams building long-lived agent memory with time-aware facts rag builders comparing graph retrieval against chunk-only retrieval",
      "material_mover": false
    },
    {
      "id": "evt_2d9941bb55c5ddf04857",
      "entity_id": "gh:getzep/graphiti",
      "item_url": "/item/getzep-graphiti/",
      "title": "getzep/graphiti",
      "category": "rag_knowledge",
      "kind": "stars_changed",
      "occurred_at": "2026-07-28T07:11:06.213377Z",
      "before": 28835,
      "after": 29267,
      "explanation": "Stars changed: 28835 → 29267.",
      "explanation_scope": "catalog_snapshot_delta",
      "evidence_refs": {},
      "tier": "Gold",
      "risk": "conditional",
      "verdict": "try_now",
      "score": 8.6,
      "entity_kind": "open_source",
      "verification_stage": "discovered",
      "type": "repo",
      "section": "Agent memory",
      "local_ai": false,
      "local_model_compatible": false,
      "discovery_topic": "rag_knowledge",
      "discovery_topic_status": "reviewed",
      "setup_ease": 4.2,
      "best_for": [
        "Teams building long-lived agent memory with time-aware facts",
        "RAG builders comparing graph retrieval against chunk-only retrieval"
      ],
      "risk_categories": [
        "provenance"
      ],
      "search_text": "getzep/graphiti getzep open_source rag_knowledge rag_knowledge gold conditional try_now teams building long-lived agent memory with time-aware facts rag builders comparing graph retrieval against chunk-only retrieval",
      "material_mover": false
    },
    {
      "id": "evt_4a6fd4a3aa5e92a483bf",
      "entity_id": "gh:getzep/graphiti",
      "item_url": "/item/getzep-graphiti/",
      "title": "getzep/graphiti",
      "category": "rag_knowledge",
      "kind": "stars_changed",
      "occurred_at": "2026-07-17T10:17:28.381918Z",
      "before": 28834,
      "after": 28835,
      "explanation": "Source-observed stars changed: 28834 → 28835. This reports the retained observation delta and does not infer why the upstream change occurred.",
      "explanation_scope": "source_observation_delta",
      "evidence_refs": {
        "after_observation_id": "obs_81069466591082a2dbb99c98",
        "after_observed_at": "2026-07-17T10:17:28.381918Z",
        "after_source_path": "repository.stargazerCount",
        "before_observation_id": "obs_6c4ff775be10a3b583bff6a8",
        "before_observed_at": "2026-07-17T09:45:55.725732Z",
        "before_source_path": "repository.stargazerCount",
        "entity_source_url": "https://github.com/getzep/graphiti",
        "extractor_version": "github-observer-v2",
        "field": "stars",
        "source_url": "https://api.github.com/graphql"
      },
      "tier": "Gold",
      "risk": "conditional",
      "verdict": "try_now",
      "score": 8.6,
      "entity_kind": "open_source",
      "verification_stage": "discovered",
      "type": "repo",
      "section": "Agent memory",
      "local_ai": false,
      "local_model_compatible": false,
      "discovery_topic": "rag_knowledge",
      "discovery_topic_status": "reviewed",
      "setup_ease": 4.2,
      "best_for": [
        "Teams building long-lived agent memory with time-aware facts",
        "RAG builders comparing graph retrieval against chunk-only retrieval"
      ],
      "risk_categories": [
        "provenance"
      ],
      "search_text": "getzep/graphiti getzep open_source rag_knowledge rag_knowledge gold conditional try_now teams building long-lived agent memory with time-aware facts rag builders comparing graph retrieval against chunk-only retrieval",
      "material_mover": false
    },
    {
      "id": "evt_80e29c8e9096e14eb31d",
      "entity_id": "gh:getzep/graphiti",
      "item_url": "/item/getzep-graphiti/",
      "title": "getzep/graphiti",
      "category": "rag_knowledge",
      "kind": "stars_changed",
      "occurred_at": "2026-07-17T09:45:55.725732Z",
      "before": 28665,
      "after": 28834,
      "explanation": "Stars changed: 28665 → 28834.",
      "explanation_scope": "catalog_snapshot_delta",
      "evidence_refs": {},
      "tier": "Gold",
      "risk": "conditional",
      "verdict": "try_now",
      "score": 8.6,
      "entity_kind": "open_source",
      "verification_stage": "discovered",
      "type": "repo",
      "section": "Agent memory",
      "local_ai": false,
      "local_model_compatible": false,
      "discovery_topic": "rag_knowledge",
      "discovery_topic_status": "reviewed",
      "setup_ease": 4.2,
      "best_for": [
        "Teams building long-lived agent memory with time-aware facts",
        "RAG builders comparing graph retrieval against chunk-only retrieval"
      ],
      "risk_categories": [
        "provenance"
      ],
      "search_text": "getzep/graphiti getzep open_source rag_knowledge rag_knowledge gold conditional try_now teams building long-lived agent memory with time-aware facts rag builders comparing graph retrieval against chunk-only retrieval",
      "material_mover": false
    },
    {
      "id": "evt_c1e4e3a1090a651a95f6",
      "entity_id": "gh:getzep/graphiti",
      "item_url": "/item/getzep-graphiti/",
      "title": "getzep/graphiti",
      "category": "rag_knowledge",
      "kind": "stars_changed",
      "occurred_at": "2026-07-14T07:05:54.350937Z",
      "before": 28639,
      "after": 28665,
      "explanation": "Stars changed: 28639 → 28665.",
      "explanation_scope": "catalog_snapshot_delta",
      "evidence_refs": {},
      "tier": "Gold",
      "risk": "conditional",
      "verdict": "try_now",
      "score": 8.6,
      "entity_kind": "open_source",
      "verification_stage": "discovered",
      "type": "repo",
      "section": "Agent memory",
      "local_ai": false,
      "local_model_compatible": false,
      "discovery_topic": "rag_knowledge",
      "discovery_topic_status": "reviewed",
      "setup_ease": 4.2,
      "best_for": [
        "Teams building long-lived agent memory with time-aware facts",
        "RAG builders comparing graph retrieval against chunk-only retrieval"
      ],
      "risk_categories": [
        "provenance"
      ],
      "search_text": "getzep/graphiti getzep open_source rag_knowledge rag_knowledge gold conditional try_now teams building long-lived agent memory with time-aware facts rag builders comparing graph retrieval against chunk-only retrieval",
      "material_mover": false
    },
    {
      "id": "evt_cab149ec7a0c1ba5173e",
      "entity_id": "gh:getzep/graphiti",
      "item_url": "/item/getzep-graphiti/",
      "title": "getzep/graphiti",
      "category": "rag_knowledge",
      "kind": "stars_changed",
      "occurred_at": "2026-07-13T00:00:00Z",
      "before": 28635,
      "after": 28639,
      "explanation": "Reconstructed from adjacent retained daily snapshots; no upstream cause is inferred. Stars changed: 28635 → 28639.",
      "explanation_scope": "catalog_snapshot_delta",
      "evidence_refs": {},
      "tier": "Gold",
      "risk": "conditional",
      "verdict": "try_now",
      "score": 8.6,
      "entity_kind": "open_source",
      "verification_stage": "discovered",
      "type": "repo",
      "section": "Agent memory",
      "local_ai": false,
      "local_model_compatible": false,
      "discovery_topic": "rag_knowledge",
      "discovery_topic_status": "reviewed",
      "setup_ease": 4.2,
      "best_for": [
        "Teams building long-lived agent memory with time-aware facts",
        "RAG builders comparing graph retrieval against chunk-only retrieval"
      ],
      "risk_categories": [
        "provenance"
      ],
      "search_text": "getzep/graphiti getzep open_source rag_knowledge rag_knowledge gold conditional try_now teams building long-lived agent memory with time-aware facts rag builders comparing graph retrieval against chunk-only retrieval",
      "material_mover": false
    },
    {
      "id": "evt_848026eec1300aa670f6",
      "entity_id": "gh:getzep/graphiti",
      "item_url": "/item/getzep-graphiti/",
      "title": "getzep/graphiti",
      "category": "rag_knowledge",
      "kind": "stars_changed",
      "occurred_at": "2026-07-12T00:00:00Z",
      "before": 28613,
      "after": 28635,
      "explanation": "Reconstructed from adjacent retained daily snapshots; no upstream cause is inferred. Stars changed: 28613 → 28635.",
      "explanation_scope": "catalog_snapshot_delta",
      "evidence_refs": {},
      "tier": "Gold",
      "risk": "conditional",
      "verdict": "try_now",
      "score": 8.6,
      "entity_kind": "open_source",
      "verification_stage": "discovered",
      "type": "repo",
      "section": "Agent memory",
      "local_ai": false,
      "local_model_compatible": false,
      "discovery_topic": "rag_knowledge",
      "discovery_topic_status": "reviewed",
      "setup_ease": 4.2,
      "best_for": [
        "Teams building long-lived agent memory with time-aware facts",
        "RAG builders comparing graph retrieval against chunk-only retrieval"
      ],
      "risk_categories": [
        "provenance"
      ],
      "search_text": "getzep/graphiti getzep open_source rag_knowledge rag_knowledge gold conditional try_now teams building long-lived agent memory with time-aware facts rag builders comparing graph retrieval against chunk-only retrieval",
      "material_mover": false
    }
  ]
}
