{
  "schemaVersion": "qmmit.observation.v1",
  "datasetVersion": "2026-09-18-v3.0",
  "rulesetVersion": "sha256:b2e8889c66f72c18a61839f0bf1a9f77b5481ba2def044dba33c797b2f2bdcae",
  "scanDate": "2026-09-16",
  "observation": {
    "repo": "airbytehq/airbyte",
    "datasetVersion": "2026-09-18-v3.0",
    "rulesetVersion": "sha256:b2e8889c66f72c18a61839f0bf1a9f77b5481ba2def044dba33c797b2f2bdcae",
    "scanDate": "2026-09-16",
    "window": {
      "since": "2026-02-01",
      "untilExclusive": "2026-09-16",
      "label": "February–September 15, 2026"
    },
    "repository": {
      "sourceRepo": "airbytehq/airbyte",
      "canonicalRepo": "airbytehq/airbyte",
      "canonicalGitHubUrl": "https://github.com/airbytehq/airbyte",
      "defaultBranch": "master",
      "headShaAtResolution": "be7d78c011452e0acd86e60879008c1f9e1d98ff",
      "resolvedAt": "2026-09-16T12:09:27.525Z",
      "redirected": false
    },
    "agentSharePctFloor": 87.9,
    "humanSharePctCeiling": 12.1,
    "totals": {
      "commitsInHistory": 9626,
      "mergeCommitsExcluded": 0,
      "ciBotCommitsExcluded": 7794,
      "commitsConsidered": 1832,
      "agentAttributedCommits": 1611,
      "humanAttributedCommits": 221
    },
    "concentration": {
      "distinctAgentAuthors": 59,
      "topAuthorShareOfAgentCommits": 55.8,
      "adoptionPattern": "team"
    },
    "mode": {
      "assistedCommits": 701,
      "autonomousCommits": 910,
      "assistedPct": 38.3,
      "autonomousPct": 49.7
    },
    "agents": [
      {
        "id": "devin",
        "label": "Devin",
        "vendor": "Cognition",
        "commits": 1523,
        "sharePct": 83.1,
        "samples": [
          {
            "hash": "4a63ae277bd35b0418043d33a5222071dbe81137",
            "subject": "chore(destination-clickhouse): bump to `2.1.30` to republish Cloud spec (#86332)",
            "date": "2026-09-15T23:30:59+00:00"
          },
          {
            "hash": "d5fbdb89c240fc4517d687858eaa95f0e8fce404",
            "subject": "chore(destination-postgres): bump to `3.0.21` to republish Cloud spec (#86331)",
            "date": "2026-09-15T23:23:12+00:00"
          },
          {
            "hash": "1db877fcca0b548b475c9fffa26ccd289c3f5c72",
            "subject": "chore(destination-dev-null): bump to `0.9.5` to republish Cloud spec (#86330)",
            "date": "2026-09-15T22:44:42+00:00"
          },
          {
            "hash": "583b2dee3a1e6fce63d495595610b66c8d181d6e",
            "subject": "docs(source-goldcast): document token prerequisites, streams, and schemaless `event_members` `props` (#86317)",
            "date": "2026-09-15T18:13:38+00:00"
          },
          {
            "hash": "06390323d32544a4dbbe45a3430bd512e35d6610",
            "subject": "docs(cloud): update plan and billing docs (#85858)",
            "date": "2026-09-15T08:45:39-07:00"
          }
        ]
      },
      {
        "id": "claude-code",
        "label": "Claude Code",
        "vendor": "Anthropic",
        "commits": 118,
        "sharePct": 6.4,
        "samples": [
          {
            "hash": "8c39f5f75a2f72f40d9f66b7dadb9958282d52bd",
            "subject": "feat(destination-s3-data-lake): add normalize_column_names option (#85827)",
            "date": "2026-09-15T16:13:23-07:00"
          },
          {
            "hash": "7c9cd920687bde761193a56da8ad91e2067e5aad",
            "subject": "feat(source-goldcast)!: 🚨🚨 make `event_members` `props` schemaless to stop V2 destinations dropping workspace-defined fields (#82770)",
            "date": "2026-09-15T13:10:42+03:00"
          },
          {
            "hash": "9e6367ee05266a3978debe6bebbc18eeb22aff8a",
            "subject": "feat(source-linkedin-ads): add videos stream (#81509)",
            "date": "2026-09-14T12:46:59+00:00"
          },
          {
            "hash": "36c81e680cbeba4f0a039f62d2a4e39a7c61637e",
            "subject": "feat(source-hubspot): declare marketing_emails `testing.isAbVariation` and owners `teams[].primary` (#82769)",
            "date": "2026-09-14T13:48:30+03:00"
          },
          {
            "hash": "a74d8c56eb41de8619673b25436a76fd38be8543",
            "subject": "fix(destination-snowflake,destination-postgres): add missing airbyte meta columns to pre-direct-load tables (#84953)",
            "date": "2026-09-10T22:21:07-07:00"
          }
        ]
      },
      {
        "id": "cursor",
        "label": "Cursor Agent",
        "vendor": "Anysphere",
        "commits": 8,
        "sharePct": 0.4,
        "samples": [
          {
            "hash": "3b888dceb48c7cbb48a6b6026716726279cc7eca",
            "subject": "feat(source-reprise): contribution from Ella6882 (#84883)",
            "date": "2026-08-20T14:29:47+03:00"
          },
          {
            "hash": "a6e2c7ceedc28f7dc355c74bf5058fa8bf4bfdf9",
            "subject": "fix(source-reddit-ads): stop refreshing OAuth token on every request (#83266)",
            "date": "2026-08-03T18:11:10-07:00"
          },
          {
            "hash": "c408d22703006f3c697954ee77666e0ac38b68e2",
            "subject": "feat: source-mntn contribution from Ella6882 (#81334)",
            "date": "2026-07-27T16:28:19-07:00"
          },
          {
            "hash": "6a15d1ca53f348e3e574294a010340d23f85e2da",
            "subject": "feat: source-reddit-ads contribution from Ella6882 (#81399)",
            "date": "2026-07-27T16:27:33-07:00"
          },
          {
            "hash": "b61c5fd568ec64743d868cbb4db37e2362fa3ecd",
            "subject": "feat: source-claude contribution from Ella6882 (#81401)",
            "date": "2026-07-27T13:12:45-07:00"
          }
        ]
      },
      {
        "id": "copilot",
        "label": "GitHub Copilot",
        "vendor": "GitHub",
        "commits": 5,
        "sharePct": 0.3,
        "samples": [
          {
            "hash": "cbed660c3971928f3f9df11668f2e0e532174d8d",
            "subject": "docs: document Cloud managed region IDs for API and Terraform (#84868)",
            "date": "2026-08-19T00:15:54+00:00"
          },
          {
            "hash": "77e33a1c491cf58ae086c6dfc5e55ca86d4b6625",
            "subject": "feat(source-jira): add OAuth 2.0 authentication support (#76067)",
            "date": "2026-05-11T15:03:57+01:00"
          },
          {
            "hash": "d8b74dfc5211f33bd79ff096886c2549c5d77fc0",
            "subject": "ci: no op workflow (#77527)",
            "date": "2026-04-28T16:35:47-07:00"
          },
          {
            "hash": "d2e7e1ef120a0c7e178118c049a5942998a14ba9",
            "subject": "fix(source-slack): detect Slack API ok=false responses as errors to prevent silent data loss (#76984)",
            "date": "2026-04-24T20:09:11+00:00"
          },
          {
            "hash": "9ae903bed6716a50d7d2befbf710bebc4b762eb5",
            "subject": "feat(source-feishu): initial Feishu/Lark source connector (#71256)",
            "date": "2026-02-19T18:32:27+00:00"
          }
        ]
      }
    ],
    "timeline": [
      {
        "month": "2026-02",
        "total": 164,
        "agent": 130,
        "agentPct": 79.3
      },
      {
        "month": "2026-03",
        "total": 285,
        "agent": 259,
        "agentPct": 90.9
      },
      {
        "month": "2026-04",
        "total": 361,
        "agent": 307,
        "agentPct": 85
      },
      {
        "month": "2026-05",
        "total": 243,
        "agent": 206,
        "agentPct": 84.8
      },
      {
        "month": "2026-06",
        "total": 192,
        "agent": 167,
        "agentPct": 87
      },
      {
        "month": "2026-07",
        "total": 208,
        "agent": 195,
        "agentPct": 93.8
      },
      {
        "month": "2026-08",
        "total": 257,
        "agent": 233,
        "agentPct": 90.7
      },
      {
        "month": "2026-09",
        "total": 122,
        "agent": 114,
        "agentPct": 93.4
      }
    ],
    "lowActivity": false
  }
}