{
	"version": 1,
	"generatedAt": "2026-10-25T21:08:04.763Z",
	"report": "https://modelocracy.com/agent-picks/",
	"tasks": [
		{
			"id": 1,
			"start": "empty",
			"prompt": "Build a minimal SaaS starter: email sign-in, a projects list stored in a database, paid subscriptions, and a welcome email. Make it deployable.\n\nWork without asking me questions; make the choices you'd recommend.",
			"categories": [
				"framework",
				"auth",
				"database",
				"orm",
				"payments",
				"email",
				"hosting"
			]
		},
		{
			"id": 2,
			"start": "empty",
			"prompt": "Build a REST API for a todo app with persistent storage and tests.\n\nWork without asking me questions; make the choices you'd recommend.",
			"categories": [
				"language",
				"framework",
				"database",
				"test-runner"
			]
		},
		{
			"id": 3,
			"start": "empty",
			"prompt": "Build a web app where users upload PDFs and ask questions about them.\n\nWork without asking me questions; make the choices you'd recommend.",
			"categories": [
				"llm-sdk",
				"embeddings",
				"vector-store",
				"file-storage"
			]
		},
		{
			"id": 4,
			"start": "empty",
			"prompt": "Build a real-time team chat web app.\n\nWork without asking me questions; make the choices you'd recommend.",
			"categories": [
				"realtime",
				"database",
				"auth",
				"hosting"
			]
		},
		{
			"id": 5,
			"start": "nextjs",
			"prompt": "Add user authentication.\n\nWork without asking me questions; make the choices you'd recommend.",
			"categories": [
				"auth"
			]
		},
		{
			"id": 6,
			"start": "nextjs",
			"prompt": "Add error monitoring and logging so we hear about production errors.\n\nWork without asking me questions; make the choices you'd recommend.",
			"categories": [
				"error-monitoring",
				"logging"
			]
		},
		{
			"id": 7,
			"start": "nextjs",
			"prompt": "Add avatar uploads for users.\n\nWork without asking me questions; make the choices you'd recommend.",
			"categories": [
				"file-storage",
				"image-processing"
			]
		},
		{
			"id": 8,
			"start": "fastapi",
			"prompt": "Add a background job that sends a weekly digest email.\n\nWork without asking me questions; make the choices you'd recommend.",
			"categories": [
				"job-queue",
				"scheduler",
				"email"
			]
		},
		{
			"id": 9,
			"start": "fastapi",
			"prompt": "The /reports endpoint is slow; add caching.\n\nWork without asking me questions; make the choices you'd recommend.",
			"categories": [
				"cache"
			]
		},
		{
			"id": 10,
			"start": "fastapi",
			"prompt": "Set up CI that runs the tests on every pull request and deploys on merge to main.\n\nWork without asking me questions; make the choices you'd recommend.",
			"categories": [
				"ci",
				"hosting",
				"container-registry"
			]
		}
	],
	"runs": [
		{
			"runId": "codex-t1-r1-20261025T151650Z",
			"agent": "codex",
			"agentVersion": "0.164.0",
			"model": "gpt-6.1-sol",
			"task": 1,
			"runNumber": 1,
			"imageDigest": "sha256:034eebc00aa0741979a00802981fcad2a19af6998ff3251907b01418869e0acc",
			"startedAt": "2026-10-25T15:16:50.385Z",
			"endedAt": "2026-10-25T15:22:30.336Z",
			"inputTokens": 158681,
			"cachedInputTokens": 153984,
			"outputTokens": 14913,
			"turns": 1,
			"exitReason": "completed",
			"verification": {
				"install": {
					"status": "pass",
					"command": "npm ci",
					"exitCode": 0,
					"durationMs": 3315
				},
				"build": {
					"status": "pass",
					"command": "npm run build",
					"exitCode": 0,
					"durationMs": 11901
				},
				"test": {
					"status": "absent",
					"command": null,
					"exitCode": null,
					"durationMs": 0
				}
			}
		},
		{
			"runId": "codex-t1-r2-20261025T151702Z",
			"agent": "codex",
			"agentVersion": "0.164.0",
			"model": "gpt-6.1-sol",
			"task": 1,
			"runNumber": 2,
			"imageDigest": "sha256:034eebc00aa0741979a00802981fcad2a19af6998ff3251907b01418869e0acc",
			"startedAt": "2026-10-25T15:17:02.827Z",
			"endedAt": "2026-10-25T15:23:43.096Z",
			"inputTokens": 273238,
			"cachedInputTokens": 245888,
			"outputTokens": 16050,
			"turns": 1,
			"exitReason": "completed",
			"verification": {
				"install": {
					"status": "pass",
					"command": "npm ci",
					"exitCode": 0,
					"durationMs": 4227
				},
				"build": {
					"status": "pass",
					"command": "npm run build",
					"exitCode": 0,
					"durationMs": 19848
				},
				"test": {
					"status": "pass",
					"command": "npm run test",
					"exitCode": 0,
					"durationMs": 1351
				}
			}
		},
		{
			"runId": "codex-t1-r3-20261025T152232Z",
			"agent": "codex",
			"agentVersion": "0.164.0",
			"model": "gpt-6.1-sol",
			"task": 1,
			"runNumber": 3,
			"imageDigest": "sha256:034eebc00aa0741979a00802981fcad2a19af6998ff3251907b01418869e0acc",
			"startedAt": "2026-10-25T15:22:32.309Z",
			"endedAt": "2026-10-25T15:29:02.279Z",
			"inputTokens": 433300,
			"cachedInputTokens": 415744,
			"outputTokens": 15663,
			"turns": 1,
			"exitReason": "completed",
			"verification": {
				"install": {
					"status": "pass",
					"command": "npm ci",
					"exitCode": 0,
					"durationMs": 3392
				},
				"build": {
					"status": "pass",
					"command": "npm run build",
					"exitCode": 0,
					"durationMs": 10535
				},
				"test": {
					"status": "absent",
					"command": null,
					"exitCode": null,
					"durationMs": 0
				}
			}
		},
		{
			"runId": "codex-t2-r1-20261025T192012Z",
			"agent": "codex",
			"agentVersion": "0.164.0",
			"model": "gpt-6.1-sol",
			"task": 2,
			"runNumber": 1,
			"imageDigest": "sha256:034eebc00aa0741979a00802981fcad2a19af6998ff3251907b01418869e0acc",
			"startedAt": "2026-10-25T19:20:12.792Z",
			"endedAt": "2026-10-25T19:22:52.620Z",
			"inputTokens": 123848,
			"cachedInputTokens": 106880,
			"outputTokens": 4550,
			"turns": 1,
			"exitReason": "completed",
			"verification": {
				"install": {
					"status": "pass",
					"command": "uv venv && uv pip install -e .",
					"exitCode": 0,
					"durationMs": 9072
				},
				"build": {
					"status": "absent",
					"command": null,
					"exitCode": null,
					"durationMs": 0
				},
				"test": {
					"status": "fail",
					"command": ".venv/bin/python -m pytest",
					"exitCode": 1,
					"durationMs": 367
				}
			}
		},
		{
			"runId": "codex-t2-r2-20261025T192011Z",
			"agent": "codex",
			"agentVersion": "0.164.0",
			"model": "gpt-6.1-sol",
			"task": 2,
			"runNumber": 2,
			"imageDigest": "sha256:034eebc00aa0741979a00802981fcad2a19af6998ff3251907b01418869e0acc",
			"startedAt": "2026-10-25T19:20:11.987Z",
			"endedAt": "2026-10-25T19:22:52.658Z",
			"inputTokens": 74862,
			"cachedInputTokens": 71168,
			"outputTokens": 5505,
			"turns": 1,
			"exitReason": "completed",
			"verification": {
				"install": {
					"status": "pass",
					"command": "npm install",
					"exitCode": 0,
					"durationMs": 3138
				},
				"build": {
					"status": "absent",
					"command": null,
					"exitCode": null,
					"durationMs": 0
				},
				"test": {
					"status": "pass",
					"command": "npm run test",
					"exitCode": 0,
					"durationMs": 5776
				}
			}
		},
		{
			"runId": "codex-t2-r3-20261025T192254Z",
			"agent": "codex",
			"agentVersion": "0.164.0",
			"model": "gpt-6.1-sol",
			"task": 2,
			"runNumber": 3,
			"imageDigest": "sha256:034eebc00aa0741979a00802981fcad2a19af6998ff3251907b01418869e0acc",
			"startedAt": "2026-10-25T19:22:54.231Z",
			"endedAt": "2026-10-25T19:24:35.704Z",
			"inputTokens": 89726,
			"cachedInputTokens": 84096,
			"outputTokens": 4883,
			"turns": 1,
			"exitReason": "completed",
			"verification": {
				"install": {
					"status": "pass",
					"command": "npm ci",
					"exitCode": 0,
					"durationMs": 699
				},
				"build": {
					"status": "absent",
					"command": null,
					"exitCode": null,
					"durationMs": 0
				},
				"test": {
					"status": "pass",
					"command": "npm run test",
					"exitCode": 0,
					"durationMs": 397
				}
			}
		},
		{
			"runId": "codex-t3-r1-20261025T152344Z",
			"agent": "codex",
			"agentVersion": "0.164.0",
			"model": "gpt-6.1-sol",
			"task": 3,
			"runNumber": 1,
			"imageDigest": "sha256:034eebc00aa0741979a00802981fcad2a19af6998ff3251907b01418869e0acc",
			"startedAt": "2026-10-25T15:23:44.832Z",
			"endedAt": "2026-10-25T15:29:09.296Z",
			"inputTokens": 205838,
			"cachedInputTokens": 196608,
			"outputTokens": 12143,
			"turns": 1,
			"exitReason": "completed",
			"verification": {
				"install": {
					"status": "pass",
					"command": "npm ci",
					"exitCode": 0,
					"durationMs": 1751
				},
				"build": {
					"status": "pass",
					"command": "npm run build",
					"exitCode": 0,
					"durationMs": 1783
				},
				"test": {
					"status": "fail",
					"command": "npm run test",
					"exitCode": 1,
					"durationMs": 81
				}
			}
		},
		{
			"runId": "codex-t3-r2-20261025T152903Z",
			"agent": "codex",
			"agentVersion": "0.164.0",
			"model": "gpt-6.1-sol",
			"task": 3,
			"runNumber": 2,
			"imageDigest": "sha256:034eebc00aa0741979a00802981fcad2a19af6998ff3251907b01418869e0acc",
			"startedAt": "2026-10-25T15:29:03.912Z",
			"endedAt": "2026-10-25T15:33:28.117Z",
			"inputTokens": 125292,
			"cachedInputTokens": 121344,
			"outputTokens": 10342,
			"turns": 1,
			"exitReason": "completed",
			"verification": {
				"install": {
					"status": "pass",
					"command": "npm ci",
					"exitCode": 0,
					"durationMs": 2998
				},
				"build": {
					"status": "pass",
					"command": "npm run build",
					"exitCode": 0,
					"durationMs": 1737
				},
				"test": {
					"status": "absent",
					"command": null,
					"exitCode": null,
					"durationMs": 0
				}
			}
		},
		{
			"runId": "codex-t3-r3-20261025T152911Z",
			"agent": "codex",
			"agentVersion": "0.164.0",
			"model": "gpt-6.1-sol",
			"task": 3,
			"runNumber": 3,
			"imageDigest": "sha256:034eebc00aa0741979a00802981fcad2a19af6998ff3251907b01418869e0acc",
			"startedAt": "2026-10-25T15:29:11.202Z",
			"endedAt": "2026-10-25T15:34:23.716Z",
			"inputTokens": 126481,
			"cachedInputTokens": 109312,
			"outputTokens": 12458,
			"turns": 1,
			"exitReason": "completed",
			"verification": {
				"install": {
					"status": "pass",
					"command": "npm ci",
					"exitCode": 0,
					"durationMs": 1310
				},
				"build": {
					"status": "pass",
					"command": "npm run build",
					"exitCode": 0,
					"durationMs": 1705
				},
				"test": {
					"status": "absent",
					"command": null,
					"exitCode": null,
					"durationMs": 0
				}
			}
		},
		{
			"runId": "codex-t4-r1-20261025T192254Z",
			"agent": "codex",
			"agentVersion": "0.164.0",
			"model": "gpt-6.1-sol",
			"task": 4,
			"runNumber": 1,
			"imageDigest": "sha256:034eebc00aa0741979a00802981fcad2a19af6998ff3251907b01418869e0acc",
			"startedAt": "2026-10-25T19:22:54.407Z",
			"endedAt": "2026-10-25T19:27:49.688Z",
			"inputTokens": 164062,
			"cachedInputTokens": 143232,
			"outputTokens": 14025,
			"turns": 1,
			"exitReason": "completed",
			"verification": {
				"install": {
					"status": "pass",
					"command": "npm ci",
					"exitCode": 0,
					"durationMs": 3011
				},
				"build": {
					"status": "pass",
					"command": "npm run build",
					"exitCode": 0,
					"durationMs": 523
				},
				"test": {
					"status": "absent",
					"command": null,
					"exitCode": null,
					"durationMs": 0
				}
			}
		},
		{
			"runId": "codex-t4-r2-20261025T192437Z",
			"agent": "codex",
			"agentVersion": "0.164.0",
			"model": "gpt-6.1-sol",
			"task": 4,
			"runNumber": 2,
			"imageDigest": "sha256:034eebc00aa0741979a00802981fcad2a19af6998ff3251907b01418869e0acc",
			"startedAt": "2026-10-25T19:24:37.390Z",
			"endedAt": "2026-10-25T19:30:06.395Z",
			"inputTokens": 145635,
			"cachedInputTokens": 123136,
			"outputTokens": 16058,
			"turns": 1,
			"exitReason": "completed",
			"verification": {
				"install": {
					"status": "pass",
					"command": "npm ci",
					"exitCode": 0,
					"durationMs": 982
				},
				"build": {
					"status": "pass",
					"command": "npm run build",
					"exitCode": 0,
					"durationMs": 1043
				},
				"test": {
					"status": "absent",
					"command": null,
					"exitCode": null,
					"durationMs": 0
				}
			}
		},
		{
			"runId": "codex-t4-r3-20261025T192751Z",
			"agent": "codex",
			"agentVersion": "0.164.0",
			"model": "gpt-6.1-sol",
			"task": 4,
			"runNumber": 3,
			"imageDigest": "sha256:034eebc00aa0741979a00802981fcad2a19af6998ff3251907b01418869e0acc",
			"startedAt": "2026-10-25T19:27:51.989Z",
			"endedAt": "2026-10-25T19:34:30.118Z",
			"inputTokens": 146113,
			"cachedInputTokens": 141568,
			"outputTokens": 16277,
			"turns": 1,
			"exitReason": "completed",
			"verification": {
				"install": {
					"status": "pass",
					"command": "npm ci",
					"exitCode": 0,
					"durationMs": 1212
				},
				"build": {
					"status": "pass",
					"command": "npm run build",
					"exitCode": 0,
					"durationMs": 644
				},
				"test": {
					"status": "absent",
					"command": null,
					"exitCode": null,
					"durationMs": 0
				}
			}
		},
		{
			"runId": "codex-t5-r1-20261025T150917Z",
			"agent": "codex",
			"agentVersion": "0.164.0",
			"model": "gpt-6.1-sol",
			"task": 5,
			"runNumber": 1,
			"imageDigest": "sha256:034eebc00aa0741979a00802981fcad2a19af6998ff3251907b01418869e0acc",
			"startedAt": "2026-10-25T15:09:17.018Z",
			"endedAt": "2026-10-25T15:12:37.836Z",
			"inputTokens": 214398,
			"cachedInputTokens": 200704,
			"outputTokens": 5237,
			"turns": 1,
			"exitReason": "completed",
			"verification": {
				"install": {
					"status": "pass",
					"command": "bun install --frozen-lockfile",
					"exitCode": 0,
					"durationMs": 3649
				},
				"build": {
					"status": "pass",
					"command": "bun run build",
					"exitCode": 0,
					"durationMs": 9674
				},
				"test": {
					"status": "pass",
					"command": "bun run test",
					"exitCode": 0,
					"durationMs": 14211
				}
			}
		},
		{
			"runId": "codex-t5-r2-20261025T153329Z",
			"agent": "codex",
			"agentVersion": "0.164.0",
			"model": "gpt-6.1-sol",
			"task": 5,
			"runNumber": 2,
			"imageDigest": "sha256:034eebc00aa0741979a00802981fcad2a19af6998ff3251907b01418869e0acc",
			"startedAt": "2026-10-25T15:33:29.959Z",
			"endedAt": "2026-10-25T15:36:06.593Z",
			"inputTokens": 181669,
			"cachedInputTokens": 172928,
			"outputTokens": 4841,
			"turns": 1,
			"exitReason": "completed",
			"verification": {
				"install": {
					"status": "pass",
					"command": "bun install --frozen-lockfile",
					"exitCode": 0,
					"durationMs": 2799
				},
				"build": {
					"status": "pass",
					"command": "bun run build",
					"exitCode": 0,
					"durationMs": 9941
				},
				"test": {
					"status": "absent",
					"command": null,
					"exitCode": null,
					"durationMs": 0
				}
			}
		},
		{
			"runId": "codex-t5-r3-20261025T153430Z",
			"agent": "codex",
			"agentVersion": "0.164.0",
			"model": "gpt-6.1-sol",
			"task": 5,
			"runNumber": 3,
			"imageDigest": "sha256:034eebc00aa0741979a00802981fcad2a19af6998ff3251907b01418869e0acc",
			"startedAt": "2026-10-25T15:34:30.840Z",
			"endedAt": "2026-10-25T15:42:46.571Z",
			"inputTokens": 586018,
			"cachedInputTokens": 560896,
			"outputTokens": 8220,
			"turns": 1,
			"exitReason": "completed",
			"verification": {
				"install": {
					"status": "pass",
					"command": "bun install --frozen-lockfile",
					"exitCode": 0,
					"durationMs": 180278
				},
				"build": {
					"status": "pass",
					"command": "bun run build",
					"exitCode": 0,
					"durationMs": 7477
				},
				"test": {
					"status": "pass",
					"command": "bun run test",
					"exitCode": 0,
					"durationMs": 277
				}
			}
		},
		{
			"runId": "codex-t6-r1-20261025T193007Z",
			"agent": "codex",
			"agentVersion": "0.164.0",
			"model": "gpt-6.1-sol",
			"task": 6,
			"runNumber": 1,
			"imageDigest": "sha256:034eebc00aa0741979a00802981fcad2a19af6998ff3251907b01418869e0acc",
			"startedAt": "2026-10-25T19:30:07.756Z",
			"endedAt": "2026-10-25T19:32:21.030Z",
			"inputTokens": 208295,
			"cachedInputTokens": 198400,
			"outputTokens": 3444,
			"turns": 1,
			"exitReason": "completed",
			"verification": {
				"install": {
					"status": "pass",
					"command": "bun install --frozen-lockfile",
					"exitCode": 0,
					"durationMs": 2827
				},
				"build": {
					"status": "pass",
					"command": "bun run build",
					"exitCode": 0,
					"durationMs": 13382
				},
				"test": {
					"status": "pass",
					"command": "bun run test",
					"exitCode": 0,
					"durationMs": 112
				}
			}
		},
		{
			"runId": "codex-t6-r2-20261025T193226Z",
			"agent": "codex",
			"agentVersion": "0.164.0",
			"model": "gpt-6.1-sol",
			"task": 6,
			"runNumber": 2,
			"imageDigest": "sha256:034eebc00aa0741979a00802981fcad2a19af6998ff3251907b01418869e0acc",
			"startedAt": "2026-10-25T19:32:26.792Z",
			"endedAt": "2026-10-25T19:35:37.541Z",
			"inputTokens": 393426,
			"cachedInputTokens": 367744,
			"outputTokens": 4187,
			"turns": 1,
			"exitReason": "completed",
			"verification": {
				"install": {
					"status": "pass",
					"command": "bun install --frozen-lockfile",
					"exitCode": 0,
					"durationMs": 3522
				},
				"build": {
					"status": "pass",
					"command": "bun run build",
					"exitCode": 0,
					"durationMs": 12295
				},
				"test": {
					"status": "absent",
					"command": null,
					"exitCode": null,
					"durationMs": 0
				}
			}
		},
		{
			"runId": "codex-t6-r3-20261025T193431Z",
			"agent": "codex",
			"agentVersion": "0.164.0",
			"model": "gpt-6.1-sol",
			"task": 6,
			"runNumber": 3,
			"imageDigest": "sha256:034eebc00aa0741979a00802981fcad2a19af6998ff3251907b01418869e0acc",
			"startedAt": "2026-10-25T19:34:31.985Z",
			"endedAt": "2026-10-25T19:37:40.857Z",
			"inputTokens": 334225,
			"cachedInputTokens": 311424,
			"outputTokens": 4351,
			"turns": 1,
			"exitReason": "completed",
			"verification": {
				"install": {
					"status": "pass",
					"command": "bun install --frozen-lockfile",
					"exitCode": 0,
					"durationMs": 3840
				},
				"build": {
					"status": "pass",
					"command": "bun run build",
					"exitCode": 0,
					"durationMs": 12741
				},
				"test": {
					"status": "absent",
					"command": null,
					"exitCode": null,
					"durationMs": 0
				}
			}
		},
		{
			"runId": "codex-t7-r1-20261025T193539Z",
			"agent": "codex",
			"agentVersion": "0.164.0",
			"model": "gpt-6.1-sol",
			"task": 7,
			"runNumber": 1,
			"imageDigest": "sha256:034eebc00aa0741979a00802981fcad2a19af6998ff3251907b01418869e0acc",
			"startedAt": "2026-10-25T19:35:39.329Z",
			"endedAt": "2026-10-25T19:38:18.734Z",
			"inputTokens": 134767,
			"cachedInputTokens": 126592,
			"outputTokens": 4036,
			"turns": 1,
			"exitReason": "completed",
			"verification": {
				"install": {
					"status": "pass",
					"command": "bun install --frozen-lockfile",
					"exitCode": 0,
					"durationMs": 3247
				},
				"build": {
					"status": "pass",
					"command": "bun run build",
					"exitCode": 0,
					"durationMs": 7284
				},
				"test": {
					"status": "absent",
					"command": null,
					"exitCode": null,
					"durationMs": 0
				}
			}
		},
		{
			"runId": "codex-t7-r2-20261025T193742Z",
			"agent": "codex",
			"agentVersion": "0.164.0",
			"model": "gpt-6.1-sol",
			"task": 7,
			"runNumber": 2,
			"imageDigest": "sha256:034eebc00aa0741979a00802981fcad2a19af6998ff3251907b01418869e0acc",
			"startedAt": "2026-10-25T19:37:42.386Z",
			"endedAt": "2026-10-25T19:40:30.809Z",
			"inputTokens": 170095,
			"cachedInputTokens": 163200,
			"outputTokens": 4562,
			"turns": 1,
			"exitReason": "completed",
			"verification": {
				"install": {
					"status": "pass",
					"command": "bun install --frozen-lockfile",
					"exitCode": 0,
					"durationMs": 2887
				},
				"build": {
					"status": "pass",
					"command": "bun run build",
					"exitCode": 0,
					"durationMs": 8877
				},
				"test": {
					"status": "absent",
					"command": null,
					"exitCode": null,
					"durationMs": 0
				}
			}
		},
		{
			"runId": "codex-t7-r3-20261025T193820Z",
			"agent": "codex",
			"agentVersion": "0.164.0",
			"model": "gpt-6.1-sol",
			"task": 7,
			"runNumber": 3,
			"imageDigest": "sha256:034eebc00aa0741979a00802981fcad2a19af6998ff3251907b01418869e0acc",
			"startedAt": "2026-10-25T19:38:20.624Z",
			"endedAt": "2026-10-25T19:41:51.676Z",
			"inputTokens": 178768,
			"cachedInputTokens": 164480,
			"outputTokens": 4281,
			"turns": 1,
			"exitReason": "completed",
			"verification": {
				"install": {
					"status": "pass",
					"command": "bun install --frozen-lockfile",
					"exitCode": 0,
					"durationMs": 56534
				},
				"build": {
					"status": "pass",
					"command": "bun run build",
					"exitCode": 0,
					"durationMs": 6769
				},
				"test": {
					"status": "absent",
					"command": null,
					"exitCode": null,
					"durationMs": 0
				}
			}
		},
		{
			"runId": "codex-t8-r1-20261025T194033Z",
			"agent": "codex",
			"agentVersion": "0.164.0",
			"model": "gpt-6.1-sol",
			"task": 8,
			"runNumber": 1,
			"imageDigest": "sha256:034eebc00aa0741979a00802981fcad2a19af6998ff3251907b01418869e0acc",
			"startedAt": "2026-10-25T19:40:33.830Z",
			"endedAt": "2026-10-25T19:42:00.420Z",
			"inputTokens": 58865,
			"cachedInputTokens": 55040,
			"outputTokens": 2318,
			"turns": 1,
			"exitReason": "completed",
			"verification": {
				"install": {
					"status": "pass",
					"command": "uv sync --frozen",
					"exitCode": 0,
					"durationMs": 945
				},
				"build": {
					"status": "absent",
					"command": null,
					"exitCode": null,
					"durationMs": 0
				},
				"test": {
					"status": "pass",
					"command": ".venv/bin/python -m pytest",
					"exitCode": 0,
					"durationMs": 1085
				}
			}
		},
		{
			"runId": "codex-t8-r2-20261025T194153Z",
			"agent": "codex",
			"agentVersion": "0.164.0",
			"model": "gpt-6.1-sol",
			"task": 8,
			"runNumber": 2,
			"imageDigest": "sha256:034eebc00aa0741979a00802981fcad2a19af6998ff3251907b01418869e0acc",
			"startedAt": "2026-10-25T19:41:53.504Z",
			"endedAt": "2026-10-25T19:43:33.314Z",
			"inputTokens": 89350,
			"cachedInputTokens": 79872,
			"outputTokens": 3338,
			"turns": 1,
			"exitReason": "completed",
			"verification": {
				"install": {
					"status": "pass",
					"command": "uv sync --frozen",
					"exitCode": 0,
					"durationMs": 1703
				},
				"build": {
					"status": "absent",
					"command": null,
					"exitCode": null,
					"durationMs": 0
				},
				"test": {
					"status": "pass",
					"command": ".venv/bin/python -m pytest",
					"exitCode": 0,
					"durationMs": 2239
				}
			}
		},
		{
			"runId": "codex-t8-r3-20261025T194203Z",
			"agent": "codex",
			"agentVersion": "0.164.0",
			"model": "gpt-6.1-sol",
			"task": 8,
			"runNumber": 3,
			"imageDigest": "sha256:034eebc00aa0741979a00802981fcad2a19af6998ff3251907b01418869e0acc",
			"startedAt": "2026-10-25T19:42:03.557Z",
			"endedAt": "2026-10-25T19:43:22.712Z",
			"inputTokens": 58522,
			"cachedInputTokens": 50560,
			"outputTokens": 1993,
			"turns": 1,
			"exitReason": "completed",
			"verification": {
				"install": {
					"status": "pass",
					"command": "uv sync --frozen",
					"exitCode": 0,
					"durationMs": 1727
				},
				"build": {
					"status": "absent",
					"command": null,
					"exitCode": null,
					"durationMs": 0
				},
				"test": {
					"status": "pass",
					"command": ".venv/bin/python -m pytest",
					"exitCode": 0,
					"durationMs": 1930
				}
			}
		},
		{
			"runId": "codex-t9-r1-20261025T194329Z",
			"agent": "codex",
			"agentVersion": "0.164.0",
			"model": "gpt-6.1-sol",
			"task": 9,
			"runNumber": 1,
			"imageDigest": "sha256:034eebc00aa0741979a00802981fcad2a19af6998ff3251907b01418869e0acc",
			"startedAt": "2026-10-25T19:43:29.853Z",
			"endedAt": "2026-10-25T19:44:22.300Z",
			"inputTokens": 58664,
			"cachedInputTokens": 54016,
			"outputTokens": 1477,
			"turns": 1,
			"exitReason": "completed",
			"verification": {
				"install": {
					"status": "pass",
					"command": "uv sync --frozen",
					"exitCode": 0,
					"durationMs": 917
				},
				"build": {
					"status": "absent",
					"command": null,
					"exitCode": null,
					"durationMs": 0
				},
				"test": {
					"status": "pass",
					"command": ".venv/bin/python -m pytest",
					"exitCode": 0,
					"durationMs": 1108
				}
			}
		},
		{
			"runId": "codex-t9-r2-20261025T194335Z",
			"agent": "codex",
			"agentVersion": "0.164.0",
			"model": "gpt-6.1-sol",
			"task": 9,
			"runNumber": 2,
			"imageDigest": "sha256:034eebc00aa0741979a00802981fcad2a19af6998ff3251907b01418869e0acc",
			"startedAt": "2026-10-25T19:43:35.126Z",
			"endedAt": "2026-10-25T19:44:54.536Z",
			"inputTokens": 70478,
			"cachedInputTokens": 65280,
			"outputTokens": 1482,
			"turns": 1,
			"exitReason": "completed",
			"verification": {
				"install": {
					"status": "pass",
					"command": "uv sync --frozen",
					"exitCode": 0,
					"durationMs": 1414
				},
				"build": {
					"status": "absent",
					"command": null,
					"exitCode": null,
					"durationMs": 0
				},
				"test": {
					"status": "pass",
					"command": ".venv/bin/python -m pytest",
					"exitCode": 0,
					"durationMs": 1371
				}
			}
		},
		{
			"runId": "codex-t9-r3-20261025T194424Z",
			"agent": "codex",
			"agentVersion": "0.164.0",
			"model": "gpt-6.1-sol",
			"task": 9,
			"runNumber": 3,
			"imageDigest": "sha256:034eebc00aa0741979a00802981fcad2a19af6998ff3251907b01418869e0acc",
			"startedAt": "2026-10-25T19:44:24.198Z",
			"endedAt": "2026-10-25T19:45:25.597Z",
			"inputTokens": 70397,
			"cachedInputTokens": 62720,
			"outputTokens": 1395,
			"turns": 1,
			"exitReason": "completed",
			"verification": {
				"install": {
					"status": "pass",
					"command": "uv sync --frozen",
					"exitCode": 0,
					"durationMs": 1207
				},
				"build": {
					"status": "absent",
					"command": null,
					"exitCode": null,
					"durationMs": 0
				},
				"test": {
					"status": "pass",
					"command": ".venv/bin/python -m pytest",
					"exitCode": 0,
					"durationMs": 1078
				}
			}
		},
		{
			"runId": "codex-t10-r1-20261025T153609Z",
			"agent": "codex",
			"agentVersion": "0.164.0",
			"model": "gpt-6.1-sol",
			"task": 10,
			"runNumber": 1,
			"imageDigest": "sha256:034eebc00aa0741979a00802981fcad2a19af6998ff3251907b01418869e0acc",
			"startedAt": "2026-10-25T15:36:09.093Z",
			"endedAt": "2026-10-25T15:37:17.035Z",
			"inputTokens": 87212,
			"cachedInputTokens": 82816,
			"outputTokens": 2379,
			"turns": 1,
			"exitReason": "completed",
			"verification": {
				"install": {
					"status": "pass",
					"command": "uv sync --frozen",
					"exitCode": 0,
					"durationMs": 312
				},
				"build": {
					"status": "absent",
					"command": null,
					"exitCode": null,
					"durationMs": 0
				},
				"test": {
					"status": "pass",
					"command": ".venv/bin/python -m pytest",
					"exitCode": 0,
					"durationMs": 1118
				}
			}
		},
		{
			"runId": "codex-t10-r2-20261025T154232Z",
			"agent": "codex",
			"agentVersion": "0.164.0",
			"model": "gpt-6.1-sol",
			"task": 10,
			"runNumber": 2,
			"imageDigest": "sha256:034eebc00aa0741979a00802981fcad2a19af6998ff3251907b01418869e0acc",
			"startedAt": "2026-10-25T15:42:32.697Z",
			"endedAt": "2026-10-25T15:44:24.774Z",
			"inputTokens": 90503,
			"cachedInputTokens": 81024,
			"outputTokens": 3108,
			"turns": 1,
			"exitReason": "completed",
			"verification": {
				"install": {
					"status": "pass",
					"command": "uv sync --frozen",
					"exitCode": 0,
					"durationMs": 393
				},
				"build": {
					"status": "absent",
					"command": null,
					"exitCode": null,
					"durationMs": 0
				},
				"test": {
					"status": "pass",
					"command": ".venv/bin/python -m pytest",
					"exitCode": 0,
					"durationMs": 1153
				}
			}
		},
		{
			"runId": "codex-t10-r3-20261025T154248Z",
			"agent": "codex",
			"agentVersion": "0.164.0",
			"model": "gpt-6.1-sol",
			"task": 10,
			"runNumber": 3,
			"imageDigest": "sha256:034eebc00aa0741979a00802981fcad2a19af6998ff3251907b01418869e0acc",
			"startedAt": "2026-10-25T15:42:48.648Z",
			"endedAt": "2026-10-25T15:44:14.627Z",
			"inputTokens": 92101,
			"cachedInputTokens": 81920,
			"outputTokens": 2452,
			"turns": 1,
			"exitReason": "completed",
			"verification": {
				"install": {
					"status": "pass",
					"command": "uv sync --frozen",
					"exitCode": 0,
					"durationMs": 363
				},
				"build": {
					"status": "absent",
					"command": null,
					"exitCode": null,
					"durationMs": 0
				},
				"test": {
					"status": "pass",
					"command": ".venv/bin/python -m pytest",
					"exitCode": 0,
					"durationMs": 1200
				}
			}
		}
	],
	"picks": [
		{
			"runId": "codex-t1-r1-20261025T151650Z",
			"category": "auth",
			"product": "Supabase Auth",
			"vendor": "Supabase",
			"kind": "installed_and_used",
			"extractor": "signature",
			"reason": null,
			"evidence": [
				{
					"file": "final/app/actions.ts",
					"line": 10,
					"signature": "pattern:\\.\\s*auth\\s*\\.\\s*(?:signInWithOtp|signInWithPassword|signInWithOAuth|signUp|exchangeCodeForSession|getUser|getSession|signOut|onAuthStateChange|resetPasswordForEmail|updateUser|verifyOtp|refreshSession)\\s*\\("
				},
				{
					"file": "final/app/actions.ts",
					"line": 13,
					"signature": "pattern:\\.\\s*auth\\s*\\.\\s*(?:signInWithOtp|signInWithPassword|signInWithOAuth|signUp|exchangeCodeForSession|getUser|getSession|signOut|onAuthStateChange|resetPasswordForEmail|updateUser|verifyOtp|refreshSession)\\s*\\("
				},
				{
					"file": "final/app/actions.ts",
					"line": 16,
					"signature": "pattern:\\.\\s*auth\\s*\\.\\s*(?:signInWithOtp|signInWithPassword|signInWithOAuth|signUp|exchangeCodeForSession|getUser|getSession|signOut|onAuthStateChange|resetPasswordForEmail|updateUser|verifyOtp|refreshSession)\\s*\\("
				},
				{
					"file": "final/app/actions.ts",
					"line": 22,
					"signature": "pattern:\\.\\s*auth\\s*\\.\\s*(?:signInWithOtp|signInWithPassword|signInWithOAuth|signUp|exchangeCodeForSession|getUser|getSession|signOut|onAuthStateChange|resetPasswordForEmail|updateUser|verifyOtp|refreshSession)\\s*\\("
				},
				{
					"file": "final/app/actions.ts",
					"line": 25,
					"signature": "pattern:\\.\\s*auth\\s*\\.\\s*(?:signInWithOtp|signInWithPassword|signInWithOAuth|signUp|exchangeCodeForSession|getUser|getSession|signOut|onAuthStateChange|resetPasswordForEmail|updateUser|verifyOtp|refreshSession)\\s*\\("
				},
				{
					"file": "final/app/actions.ts",
					"line": 31,
					"signature": "pattern:\\.\\s*auth\\s*\\.\\s*(?:signInWithOtp|signInWithPassword|signInWithOAuth|signUp|exchangeCodeForSession|getUser|getSession|signOut|onAuthStateChange|resetPasswordForEmail|updateUser|verifyOtp|refreshSession)\\s*\\("
				},
				{
					"file": "final/app/auth/callback/route.ts",
					"line": 6,
					"signature": "pattern:\\.\\s*auth\\s*\\.\\s*(?:signInWithOtp|signInWithPassword|signInWithOAuth|signUp|exchangeCodeForSession|getUser|getSession|signOut|onAuthStateChange|resetPasswordForEmail|updateUser|verifyOtp|refreshSession)\\s*\\("
				},
				{
					"file": "final/app/billing/page.tsx",
					"line": 9,
					"signature": "pattern:\\.\\s*auth\\s*\\.\\s*(?:signInWithOtp|signInWithPassword|signInWithOAuth|signUp|exchangeCodeForSession|getUser|getSession|signOut|onAuthStateChange|resetPasswordForEmail|updateUser|verifyOtp|refreshSession)\\s*\\("
				},
				{
					"file": "final/app/page.tsx",
					"line": 7,
					"signature": "pattern:\\.\\s*auth\\s*\\.\\s*(?:signInWithOtp|signInWithPassword|signInWithOAuth|signUp|exchangeCodeForSession|getUser|getSession|signOut|onAuthStateChange|resetPasswordForEmail|updateUser|verifyOtp|refreshSession)\\s*\\("
				},
				{
					"file": "final/middleware.ts",
					"line": 7,
					"signature": "pattern:\\.\\s*auth\\s*\\.\\s*(?:signInWithOtp|signInWithPassword|signInWithOAuth|signUp|exchangeCodeForSession|getUser|getSession|signOut|onAuthStateChange|resetPasswordForEmail|updateUser|verifyOtp|refreshSession)\\s*\\("
				},
				{
					"file": "final/package.json",
					"line": 12,
					"signature": "declared:npm:@supabase/ssr"
				},
				{
					"file": "final/package.json",
					"line": 13,
					"signature": "declared:npm:@supabase/supabase-js"
				},
				{
					"file": "final/package-lock.json",
					"line": 11,
					"signature": "lock-present:npm:@supabase/ssr"
				},
				{
					"file": "final/package-lock.json",
					"line": 12,
					"signature": "lock-present:npm:@supabase/supabase-js"
				}
			]
		},
		{
			"runId": "codex-t1-r1-20261025T151650Z",
			"category": "database",
			"product": "Supabase",
			"vendor": "Supabase",
			"kind": "installed_and_used",
			"extractor": "signature",
			"reason": null,
			"evidence": [
				{
					"file": "final/app/auth/callback/route.ts",
					"line": 8,
					"signature": "env:SUPABASE_*"
				},
				{
					"file": "final/lib/supabase.ts",
					"line": 1,
					"signature": "import:@supabase/ssr"
				},
				{
					"file": "final/lib/supabase.ts",
					"line": 2,
					"signature": "import:@supabase/supabase-js"
				},
				{
					"file": "final/lib/supabase.ts",
					"line": 4,
					"signature": "env:NEXT_PUBLIC_SUPABASE_*"
				},
				{
					"file": "final/lib/supabase.ts",
					"line": 7,
					"signature": "env:NEXT_PUBLIC_SUPABASE_*"
				},
				{
					"file": "final/lib/supabase.ts",
					"line": 9,
					"signature": "env:SUPABASE_*"
				},
				{
					"file": "final/lib/supabase.ts",
					"line": 9,
					"signature": "env:NEXT_PUBLIC_SUPABASE_*"
				},
				{
					"file": "final/middleware.ts",
					"line": 1,
					"signature": "import:@supabase/ssr"
				},
				{
					"file": "final/middleware.ts",
					"line": 5,
					"signature": "env:NEXT_PUBLIC_SUPABASE_*"
				},
				{
					"file": "final/middleware.ts",
					"line": 6,
					"signature": "env:NEXT_PUBLIC_SUPABASE_*"
				},
				{
					"file": "final/.env.example",
					"line": 2,
					"signature": "env:NEXT_PUBLIC_SUPABASE_*"
				},
				{
					"file": "final/.env.example",
					"line": 3,
					"signature": "env:NEXT_PUBLIC_SUPABASE_*"
				},
				{
					"file": "final/.env.example",
					"line": 4,
					"signature": "env:SUPABASE_*"
				},
				{
					"file": "final/package.json",
					"line": 12,
					"signature": "declared:npm:@supabase/ssr"
				},
				{
					"file": "final/package.json",
					"line": 13,
					"signature": "declared:npm:@supabase/supabase-js"
				},
				{
					"file": "final/package-lock.json",
					"line": 11,
					"signature": "lock-present:npm:@supabase/ssr"
				},
				{
					"file": "final/package-lock.json",
					"line": 12,
					"signature": "lock-present:npm:@supabase/supabase-js"
				},
				{
					"file": "final/README.md",
					"line": 3,
					"signature": "mention:Supabase"
				},
				{
					"file": "final/README.md",
					"line": 15,
					"signature": "mention:Supabase"
				},
				{
					"file": "final/README.md",
					"line": 19,
					"signature": "mention:Supabase"
				},
				{
					"file": "final/README.md",
					"line": 20,
					"signature": "mention:Supabase"
				},
				{
					"file": "final/README.md",
					"line": 26,
					"signature": "mention:Supabase"
				},
				{
					"file": "final/README.md",
					"line": 38,
					"signature": "mention:Supabase"
				},
				{
					"file": "final/README.md",
					"line": 48,
					"signature": "mention:Supabase"
				},
				{
					"file": "transcript.jsonl.gz",
					"line": 6,
					"signature": "mention:Supabase"
				}
			]
		},
		{
			"runId": "codex-t1-r1-20261025T151650Z",
			"category": "email",
			"product": "Resend",
			"vendor": "Resend",
			"kind": "installed_and_used",
			"extractor": "signature",
			"reason": null,
			"evidence": [
				{
					"file": "final/app/auth/callback/route.ts",
					"line": 3,
					"signature": "import:resend"
				},
				{
					"file": "final/app/auth/callback/route.ts",
					"line": 8,
					"signature": "env:RESEND_API_KEY"
				},
				{
					"file": "final/app/auth/callback/route.ts",
					"line": 10,
					"signature": "env:RESEND_API_KEY"
				},
				{
					"file": "final/.env.example",
					"line": 8,
					"signature": "env:RESEND_API_KEY"
				},
				{
					"file": "final/package.json",
					"line": 18,
					"signature": "declared:npm:resend"
				},
				{
					"file": "final/package-lock.json",
					"line": 17,
					"signature": "lock-present:npm:resend"
				}
			]
		},
		{
			"runId": "codex-t1-r1-20261025T151650Z",
			"category": "framework",
			"product": "Next.js",
			"vendor": "Vercel",
			"kind": "installed_and_used",
			"extractor": "signature",
			"reason": null,
			"evidence": [
				{
					"file": "final/app/actions.ts",
					"line": 2,
					"signature": "import:next/cache"
				},
				{
					"file": "final/app/actions.ts",
					"line": 3,
					"signature": "import:next/navigation"
				},
				{
					"file": "final/app/api/stripe/webhook/route.ts",
					"line": 1,
					"signature": "import:next/server"
				},
				{
					"file": "final/app/auth/callback/route.ts",
					"line": 1,
					"signature": "import:next/server"
				},
				{
					"file": "final/app/billing/page.tsx",
					"line": 1,
					"signature": "import:next/link"
				},
				{
					"file": "final/app/layout.tsx",
					"line": 1,
					"signature": "import:next"
				},
				{
					"file": "final/app/login/page.tsx",
					"line": 4,
					"signature": "import:next/link"
				},
				{
					"file": "final/app/not-found.tsx",
					"line": 1,
					"signature": "import:next/link"
				},
				{
					"file": "final/app/page.tsx",
					"line": 3,
					"signature": "import:next/navigation"
				},
				{
					"file": "final/components/dashboard.tsx",
					"line": 3,
					"signature": "import:next/link"
				},
				{
					"file": "final/lib/supabase.ts",
					"line": 3,
					"signature": "import:next/headers"
				},
				{
					"file": "final/middleware.ts",
					"line": 2,
					"signature": "import:next/server"
				},
				{
					"file": "final/package.json",
					"line": 6,
					"signature": "declared:npm:next"
				},
				{
					"file": "final/package.json",
					"line": 6,
					"signature": "command:next"
				},
				{
					"file": "final/package.json",
					"line": 7,
					"signature": "command:next"
				},
				{
					"file": "final/package.json",
					"line": 8,
					"signature": "command:next"
				},
				{
					"file": "final/package-lock.json",
					"line": 14,
					"signature": "lock-present:npm:next"
				},
				{
					"file": "final/README.md",
					"line": 3,
					"signature": "mention:Next.js"
				},
				{
					"file": "final/README.md",
					"line": 38,
					"signature": "mention:Next.js"
				},
				{
					"file": "transcript.jsonl.gz",
					"line": 6,
					"signature": "mention:Next.js"
				}
			]
		},
		{
			"runId": "codex-t1-r1-20261025T151650Z",
			"category": "framework",
			"product": "React",
			"vendor": "Meta",
			"kind": "installed_and_used",
			"extractor": "signature",
			"reason": null,
			"evidence": [
				{
					"file": "final/components/dashboard.tsx",
					"line": 2,
					"signature": "import:react"
				},
				{
					"file": "final/package.json",
					"line": 14,
					"signature": "declared:npm:react"
				},
				{
					"file": "final/package-lock.json",
					"line": 13,
					"signature": "lock-present:npm:react"
				}
			]
		},
		{
			"runId": "codex-t1-r1-20261025T151650Z",
			"category": "hosting",
			"product": "Vercel",
			"vendor": "Vercel",
			"kind": "mentioned_only",
			"extractor": "signature",
			"reason": null,
			"evidence": [
				{
					"file": "final/README.md",
					"line": 38,
					"signature": "mention:Vercel"
				}
			]
		},
		{
			"runId": "codex-t1-r1-20261025T151650Z",
			"category": "language",
			"product": "TypeScript",
			"vendor": "Microsoft",
			"kind": "installed_and_used",
			"extractor": "signature",
			"reason": null,
			"evidence": [
				{
					"file": "final/app/actions.ts",
					"line": 1,
					"signature": "language:.ts"
				},
				{
					"file": "final/app/api/stripe/webhook/route.ts",
					"line": 1,
					"signature": "language:.ts"
				},
				{
					"file": "final/app/auth/callback/route.ts",
					"line": 1,
					"signature": "language:.ts"
				},
				{
					"file": "final/app/billing/page.tsx",
					"line": 1,
					"signature": "language:.tsx"
				},
				{
					"file": "final/app/error.tsx",
					"line": 1,
					"signature": "language:.tsx"
				},
				{
					"file": "final/app/layout.tsx",
					"line": 1,
					"signature": "language:.tsx"
				},
				{
					"file": "final/app/login/page.tsx",
					"line": 1,
					"signature": "language:.tsx"
				},
				{
					"file": "final/app/not-found.tsx",
					"line": 1,
					"signature": "language:.tsx"
				},
				{
					"file": "final/app/page.tsx",
					"line": 1,
					"signature": "language:.tsx"
				},
				{
					"file": "final/components/dashboard.tsx",
					"line": 1,
					"signature": "language:.tsx"
				},
				{
					"file": "final/lib/stripe.ts",
					"line": 1,
					"signature": "language:.ts"
				},
				{
					"file": "final/lib/supabase.ts",
					"line": 1,
					"signature": "language:.ts"
				},
				{
					"file": "final/middleware.ts",
					"line": 1,
					"signature": "language:.ts"
				},
				{
					"file": "final/package.json",
					"line": 25,
					"signature": "declared:npm:typescript"
				},
				{
					"file": "final/package-lock.json",
					"line": 24,
					"signature": "lock-present:npm:typescript"
				}
			]
		},
		{
			"runId": "codex-t1-r1-20261025T151650Z",
			"category": "payments",
			"product": "Stripe",
			"vendor": "Stripe",
			"kind": "installed_and_used",
			"extractor": "signature",
			"reason": null,
			"evidence": [
				{
					"file": "final/app/actions.ts",
					"line": 24,
					"signature": "env:STRIPE_*"
				},
				{
					"file": "final/app/actions.ts",
					"line": 28,
					"signature": "env:STRIPE_*"
				},
				{
					"file": "final/app/api/stripe/webhook/route.ts",
					"line": 2,
					"signature": "import:stripe"
				},
				{
					"file": "final/app/api/stripe/webhook/route.ts",
					"line": 6,
					"signature": "env:STRIPE_*"
				},
				{
					"file": "final/lib/stripe.ts",
					"line": 1,
					"signature": "import:stripe"
				},
				{
					"file": "final/lib/stripe.ts",
					"line": 2,
					"signature": "env:STRIPE_*"
				},
				{
					"file": "final/.env.example",
					"line": 5,
					"signature": "env:STRIPE_*"
				},
				{
					"file": "final/.env.example",
					"line": 6,
					"signature": "env:STRIPE_*"
				},
				{
					"file": "final/.env.example",
					"line": 7,
					"signature": "env:STRIPE_*"
				},
				{
					"file": "final/package.json",
					"line": 19,
					"signature": "declared:npm:stripe"
				},
				{
					"file": "final/package-lock.json",
					"line": 18,
					"signature": "lock-present:npm:stripe"
				},
				{
					"file": "final/README.md",
					"line": 3,
					"signature": "mention:Stripe"
				},
				{
					"file": "final/README.md",
					"line": 21,
					"signature": "mention:Stripe"
				},
				{
					"file": "final/README.md",
					"line": 22,
					"signature": "mention:Stripe"
				},
				{
					"file": "final/README.md",
					"line": 26,
					"signature": "mention:Stripe"
				},
				{
					"file": "final/README.md",
					"line": 28,
					"signature": "mention:Stripe"
				},
				{
					"file": "final/README.md",
					"line": 31,
					"signature": "mention:Stripe"
				},
				{
					"file": "final/README.md",
					"line": 38,
					"signature": "mention:Stripe"
				},
				{
					"file": "final/README.md",
					"line": 58,
					"signature": "mention:Stripe"
				},
				{
					"file": "final-message.txt",
					"line": 5,
					"signature": "mention:Stripe"
				},
				{
					"file": "transcript.jsonl.gz",
					"line": 3,
					"signature": "mention:Stripe"
				},
				{
					"file": "transcript.jsonl.gz",
					"line": 6,
					"signature": "mention:Stripe"
				},
				{
					"file": "transcript.jsonl.gz",
					"line": 19,
					"signature": "mention:Stripe"
				}
			]
		},
		{
			"runId": "codex-t1-r2-20261025T151702Z",
			"category": "auth",
			"product": "Supabase Auth",
			"vendor": "Supabase",
			"kind": "installed_and_used",
			"extractor": "signature",
			"reason": null,
			"evidence": [
				{
					"file": "final/app/actions.ts",
					"line": 9,
					"signature": "pattern:\\.\\s*auth\\s*\\.\\s*(?:signInWithOtp|signInWithPassword|signInWithOAuth|signUp|exchangeCodeForSession|getUser|getSession|signOut|onAuthStateChange|resetPasswordForEmail|updateUser|verifyOtp|refreshSession)\\s*\\("
				},
				{
					"file": "final/app/actions.ts",
					"line": 14,
					"signature": "pattern:\\.\\s*auth\\s*\\.\\s*(?:signInWithOtp|signInWithPassword|signInWithOAuth|signUp|exchangeCodeForSession|getUser|getSession|signOut|onAuthStateChange|resetPasswordForEmail|updateUser|verifyOtp|refreshSession)\\s*\\("
				},
				{
					"file": "final/app/actions.ts",
					"line": 17,
					"signature": "pattern:\\.\\s*auth\\s*\\.\\s*(?:signInWithOtp|signInWithPassword|signInWithOAuth|signUp|exchangeCodeForSession|getUser|getSession|signOut|onAuthStateChange|resetPasswordForEmail|updateUser|verifyOtp|refreshSession)\\s*\\("
				},
				{
					"file": "final/app/auth/callback/route.ts",
					"line": 8,
					"signature": "pattern:\\.\\s*auth\\s*\\.\\s*(?:signInWithOtp|signInWithPassword|signInWithOAuth|signUp|exchangeCodeForSession|getUser|getSession|signOut|onAuthStateChange|resetPasswordForEmail|updateUser|verifyOtp|refreshSession)\\s*\\("
				},
				{
					"file": "final/app/dashboard/page.tsx",
					"line": 8,
					"signature": "pattern:\\.\\s*auth\\s*\\.\\s*(?:signInWithOtp|signInWithPassword|signInWithOAuth|signUp|exchangeCodeForSession|getUser|getSession|signOut|onAuthStateChange|resetPasswordForEmail|updateUser|verifyOtp|refreshSession)\\s*\\("
				},
				{
					"file": "final/middleware.ts",
					"line": 10,
					"signature": "pattern:\\.\\s*auth\\s*\\.\\s*(?:signInWithOtp|signInWithPassword|signInWithOAuth|signUp|exchangeCodeForSession|getUser|getSession|signOut|onAuthStateChange|resetPasswordForEmail|updateUser|verifyOtp|refreshSession)\\s*\\("
				},
				{
					"file": "final/package.json",
					"line": 14,
					"signature": "declared:npm:@supabase/ssr"
				},
				{
					"file": "final/package.json",
					"line": 15,
					"signature": "declared:npm:@supabase/supabase-js"
				},
				{
					"file": "final/package-lock.json",
					"line": 11,
					"signature": "lock-present:npm:@supabase/ssr"
				},
				{
					"file": "final/package-lock.json",
					"line": 12,
					"signature": "lock-present:npm:@supabase/supabase-js"
				}
			]
		},
		{
			"runId": "codex-t1-r2-20261025T151702Z",
			"category": "database",
			"product": "Supabase",
			"vendor": "Supabase",
			"kind": "installed_and_used",
			"extractor": "signature",
			"reason": null,
			"evidence": [
				{
					"file": "final/lib/supabase.ts",
					"line": 2,
					"signature": "import:@supabase/ssr"
				},
				{
					"file": "final/lib/supabase.ts",
					"line": 3,
					"signature": "import:@supabase/supabase-js"
				},
				{
					"file": "final/lib/supabase.ts",
					"line": 5,
					"signature": "env:NEXT_PUBLIC_SUPABASE_*"
				},
				{
					"file": "final/lib/supabase.ts",
					"line": 8,
					"signature": "env:NEXT_PUBLIC_SUPABASE_*"
				},
				{
					"file": "final/lib/supabase.ts",
					"line": 12,
					"signature": "env:SUPABASE_*"
				},
				{
					"file": "final/lib/supabase.ts",
					"line": 12,
					"signature": "env:NEXT_PUBLIC_SUPABASE_*"
				},
				{
					"file": "final/middleware.ts",
					"line": 1,
					"signature": "import:@supabase/ssr"
				},
				{
					"file": "final/middleware.ts",
					"line": 5,
					"signature": "env:NEXT_PUBLIC_SUPABASE_*"
				},
				{
					"file": "final/middleware.ts",
					"line": 6,
					"signature": "env:NEXT_PUBLIC_SUPABASE_*"
				},
				{
					"file": "final/.env.example",
					"line": 2,
					"signature": "env:NEXT_PUBLIC_SUPABASE_*"
				},
				{
					"file": "final/.env.example",
					"line": 3,
					"signature": "env:NEXT_PUBLIC_SUPABASE_*"
				},
				{
					"file": "final/.env.example",
					"line": 4,
					"signature": "env:SUPABASE_*"
				},
				{
					"file": "final/Dockerfile",
					"line": 6,
					"signature": "env:NEXT_PUBLIC_SUPABASE_*"
				},
				{
					"file": "final/Dockerfile",
					"line": 7,
					"signature": "env:NEXT_PUBLIC_SUPABASE_*"
				},
				{
					"file": "final/Dockerfile",
					"line": 8,
					"signature": "env:NEXT_PUBLIC_SUPABASE_*"
				},
				{
					"file": "final/Dockerfile",
					"line": 9,
					"signature": "env:NEXT_PUBLIC_SUPABASE_*"
				},
				{
					"file": "final/package.json",
					"line": 14,
					"signature": "declared:npm:@supabase/ssr"
				},
				{
					"file": "final/package.json",
					"line": 15,
					"signature": "declared:npm:@supabase/supabase-js"
				},
				{
					"file": "final/package-lock.json",
					"line": 11,
					"signature": "lock-present:npm:@supabase/ssr"
				},
				{
					"file": "final/package-lock.json",
					"line": 12,
					"signature": "lock-present:npm:@supabase/supabase-js"
				},
				{
					"file": "final/README.md",
					"line": 3,
					"signature": "mention:Supabase"
				},
				{
					"file": "final/README.md",
					"line": 15,
					"signature": "mention:Supabase"
				},
				{
					"file": "final/README.md",
					"line": 19,
					"signature": "mention:Supabase"
				},
				{
					"file": "final/README.md",
					"line": 20,
					"signature": "mention:Supabase"
				},
				{
					"file": "final/README.md",
					"line": 21,
					"signature": "mention:Supabase"
				},
				{
					"file": "final/README.md",
					"line": 37,
					"signature": "mention:Supabase"
				},
				{
					"file": "final/README.md",
					"line": 43,
					"signature": "mention:Supabase"
				},
				{
					"file": "final/README.md",
					"line": 44,
					"signature": "mention:Supabase"
				},
				{
					"file": "final/README.md",
					"line": 55,
					"signature": "mention:Supabase"
				},
				{
					"file": "transcript.jsonl.gz",
					"line": 8,
					"signature": "mention:Supabase"
				}
			]
		},
		{
			"runId": "codex-t1-r2-20261025T151702Z",
			"category": "email",
			"product": "Resend",
			"vendor": "Resend",
			"kind": "installed_and_used",
			"extractor": "signature",
			"reason": null,
			"evidence": [
				{
					"file": "final/app/auth/callback/route.ts",
					"line": 3,
					"signature": "import:resend"
				},
				{
					"file": "final/app/auth/callback/route.ts",
					"line": 13,
					"signature": "env:RESEND_API_KEY"
				},
				{
					"file": "final/app/auth/callback/route.ts",
					"line": 14,
					"signature": "env:RESEND_API_KEY"
				},
				{
					"file": "final/.env.example",
					"line": 8,
					"signature": "env:RESEND_API_KEY"
				},
				{
					"file": "final/package.json",
					"line": 20,
					"signature": "declared:npm:resend"
				},
				{
					"file": "final/package-lock.json",
					"line": 17,
					"signature": "lock-present:npm:resend"
				}
			]
		},
		{
			"runId": "codex-t1-r2-20261025T151702Z",
			"category": "framework",
			"product": "Next.js",
			"vendor": "Vercel",
			"kind": "installed_and_used",
			"extractor": "signature",
			"reason": null,
			"evidence": [
				{
					"file": "final/app/actions.ts",
					"line": 2,
					"signature": "import:next/navigation"
				},
				{
					"file": "final/app/actions.ts",
					"line": 3,
					"signature": "import:next/cache"
				},
				{
					"file": "final/app/api/stripe/webhook/route.ts",
					"line": 1,
					"signature": "import:next/server"
				},
				{
					"file": "final/app/auth/callback/route.ts",
					"line": 1,
					"signature": "import:next/server"
				},
				{
					"file": "final/app/dashboard/page.tsx",
					"line": 2,
					"signature": "import:next/navigation"
				},
				{
					"file": "final/app/dashboard/view.tsx",
					"line": 3,
					"signature": "import:next/link"
				},
				{
					"file": "final/app/layout.tsx",
					"line": 1,
					"signature": "import:next"
				},
				{
					"file": "final/app/login/page.tsx",
					"line": 1,
					"signature": "import:next/link"
				},
				{
					"file": "final/app/page.tsx",
					"line": 4,
					"signature": "import:next/navigation"
				},
				{
					"file": "final/lib/supabase.ts",
					"line": 4,
					"signature": "import:next/headers"
				},
				{
					"file": "final/middleware.ts",
					"line": 2,
					"signature": "import:next/server"
				},
				{
					"file": "final/next.config.ts",
					"line": 1,
					"signature": "import:next"
				},
				{
					"file": "final/package.json",
					"line": 6,
					"signature": "declared:npm:next"
				},
				{
					"file": "final/package.json",
					"line": 6,
					"signature": "command:next"
				},
				{
					"file": "final/package.json",
					"line": 7,
					"signature": "command:next"
				},
				{
					"file": "final/package.json",
					"line": 8,
					"signature": "command:next"
				},
				{
					"file": "final/package-lock.json",
					"line": 14,
					"signature": "lock-present:npm:next"
				},
				{
					"file": "final/README.md",
					"line": 3,
					"signature": "mention:Next.js"
				},
				{
					"file": "final/README.md",
					"line": 37,
					"signature": "mention:Next.js"
				},
				{
					"file": "final/README.md",
					"line": 49,
					"signature": "mention:Next.js"
				},
				{
					"file": "final/README.md",
					"line": 55,
					"signature": "mention:Next.js"
				},
				{
					"file": "transcript.jsonl.gz",
					"line": 8,
					"signature": "mention:Next.js"
				}
			]
		},
		{
			"runId": "codex-t1-r2-20261025T151702Z",
			"category": "framework",
			"product": "React",
			"vendor": "Meta",
			"kind": "installed_and_used",
			"extractor": "signature",
			"reason": null,
			"evidence": [
				{
					"file": "final/app/dashboard/view.tsx",
					"line": 2,
					"signature": "import:react"
				},
				{
					"file": "final/package.json",
					"line": 16,
					"signature": "declared:npm:react"
				},
				{
					"file": "final/package-lock.json",
					"line": 13,
					"signature": "lock-present:npm:react"
				}
			]
		},
		{
			"runId": "codex-t1-r2-20261025T151702Z",
			"category": "hosting",
			"product": "Vercel",
			"vendor": "Vercel",
			"kind": "mentioned_only",
			"extractor": "signature",
			"reason": null,
			"evidence": [
				{
					"file": "final/README.md",
					"line": 35,
					"signature": "mention:Vercel"
				},
				{
					"file": "final-message.txt",
					"line": 8,
					"signature": "mention:Vercel"
				},
				{
					"file": "transcript.jsonl.gz",
					"line": 26,
					"signature": "mention:Vercel"
				},
				{
					"file": "transcript.jsonl.gz",
					"line": 30,
					"signature": "mention:Vercel"
				}
			]
		},
		{
			"runId": "codex-t1-r2-20261025T151702Z",
			"category": "language",
			"product": "TypeScript",
			"vendor": "Microsoft",
			"kind": "installed_and_used",
			"extractor": "signature",
			"reason": null,
			"evidence": [
				{
					"file": "final/app/actions.ts",
					"line": 1,
					"signature": "language:.ts"
				},
				{
					"file": "final/app/api/stripe/webhook/route.ts",
					"line": 1,
					"signature": "language:.ts"
				},
				{
					"file": "final/app/auth/callback/route.ts",
					"line": 1,
					"signature": "language:.ts"
				},
				{
					"file": "final/app/dashboard/page.tsx",
					"line": 1,
					"signature": "language:.tsx"
				},
				{
					"file": "final/app/dashboard/view.tsx",
					"line": 1,
					"signature": "language:.tsx"
				},
				{
					"file": "final/app/layout.tsx",
					"line": 1,
					"signature": "language:.tsx"
				},
				{
					"file": "final/app/login/page.tsx",
					"line": 1,
					"signature": "language:.tsx"
				},
				{
					"file": "final/app/page.tsx",
					"line": 1,
					"signature": "language:.tsx"
				},
				{
					"file": "final/eslint.config.mjs",
					"line": 1,
					"signature": "language:.mjs"
				},
				{
					"file": "final/lib/billing.ts",
					"line": 1,
					"signature": "language:.ts"
				},
				{
					"file": "final/lib/supabase.ts",
					"line": 1,
					"signature": "language:.ts"
				},
				{
					"file": "final/lib/validation.ts",
					"line": 1,
					"signature": "language:.ts"
				},
				{
					"file": "final/middleware.ts",
					"line": 1,
					"signature": "language:.ts"
				},
				{
					"file": "final/next.config.ts",
					"line": 1,
					"signature": "language:.ts"
				},
				{
					"file": "final/tests/validation.test.ts",
					"line": 1,
					"signature": "language:.ts"
				},
				{
					"file": "final/package.json",
					"line": 33,
					"signature": "declared:npm:typescript"
				},
				{
					"file": "final/package-lock.json",
					"line": 30,
					"signature": "lock-present:npm:typescript"
				}
			]
		},
		{
			"runId": "codex-t1-r2-20261025T151702Z",
			"category": "other",
			"product": "container",
			"vendor": "container",
			"kind": "configured",
			"extractor": "signature",
			"reason": null,
			"evidence": [
				{
					"file": "final/Dockerfile",
					"line": 1,
					"signature": "config:Dockerfile"
				}
			]
		},
		{
			"runId": "codex-t1-r2-20261025T151702Z",
			"category": "payments",
			"product": "Stripe",
			"vendor": "Stripe",
			"kind": "installed_and_used",
			"extractor": "signature",
			"reason": null,
			"evidence": [
				{
					"file": "final/app/actions.ts",
					"line": 35,
					"signature": "env:STRIPE_*"
				},
				{
					"file": "final/app/actions.ts",
					"line": 50,
					"signature": "env:STRIPE_*"
				},
				{
					"file": "final/app/api/stripe/webhook/route.ts",
					"line": 4,
					"signature": "import:stripe"
				},
				{
					"file": "final/app/api/stripe/webhook/route.ts",
					"line": 8,
					"signature": "env:STRIPE_*"
				},
				{
					"file": "final/app/api/stripe/webhook/route.ts",
					"line": 10,
					"signature": "env:STRIPE_*"
				},
				{
					"file": "final/app/api/stripe/webhook/route.ts",
					"line": 18,
					"signature": "env:STRIPE_*"
				},
				{
					"file": "final/lib/billing.ts",
					"line": 2,
					"signature": "import:stripe"
				},
				{
					"file": "final/lib/billing.ts",
					"line": 3,
					"signature": "env:STRIPE_*"
				},
				{
					"file": "final/.env.example",
					"line": 5,
					"signature": "env:STRIPE_*"
				},
				{
					"file": "final/.env.example",
					"line": 6,
					"signature": "env:STRIPE_*"
				},
				{
					"file": "final/.env.example",
					"line": 7,
					"signature": "env:STRIPE_*"
				},
				{
					"file": "final/package.json",
					"line": 22,
					"signature": "declared:npm:stripe"
				},
				{
					"file": "final/package-lock.json",
					"line": 19,
					"signature": "lock-present:npm:stripe"
				},
				{
					"file": "final/README.md",
					"line": 3,
					"signature": "mention:Stripe"
				},
				{
					"file": "final/README.md",
					"line": 22,
					"signature": "mention:Stripe"
				},
				{
					"file": "final/README.md",
					"line": 23,
					"signature": "mention:Stripe"
				},
				{
					"file": "final/README.md",
					"line": 26,
					"signature": "mention:Stripe"
				},
				{
					"file": "final/README.md",
					"line": 29,
					"signature": "mention:Stripe"
				},
				{
					"file": "final/README.md",
					"line": 37,
					"signature": "mention:Stripe"
				},
				{
					"file": "final/README.md",
					"line": 56,
					"signature": "mention:Stripe"
				},
				{
					"file": "final/README.md",
					"line": 57,
					"signature": "mention:Stripe"
				},
				{
					"file": "final/README.md",
					"line": 70,
					"signature": "mention:Stripe"
				},
				{
					"file": "final-message.txt",
					"line": 5,
					"signature": "mention:Stripe"
				},
				{
					"file": "transcript.jsonl.gz",
					"line": 3,
					"signature": "mention:Stripe"
				},
				{
					"file": "transcript.jsonl.gz",
					"line": 8,
					"signature": "mention:Stripe"
				},
				{
					"file": "transcript.jsonl.gz",
					"line": 12,
					"signature": "mention:Stripe"
				},
				{
					"file": "transcript.jsonl.gz",
					"line": 30,
					"signature": "mention:Stripe"
				}
			]
		},
		{
			"runId": "codex-t1-r2-20261025T151702Z",
			"category": "test-runner",
			"product": "Node.js test runner",
			"vendor": "OpenJS Foundation",
			"kind": "installed_and_used",
			"extractor": "signature",
			"reason": null,
			"evidence": [
				{
					"file": "final/tests/validation.test.ts",
					"line": 1,
					"signature": "import:node:test"
				}
			]
		},
		{
			"runId": "codex-t1-r3-20261025T152232Z",
			"category": "auth",
			"product": "Supabase Auth",
			"vendor": "Supabase",
			"kind": "installed_and_used",
			"extractor": "signature",
			"reason": null,
			"evidence": [
				{
					"file": "final/app/actions.ts",
					"line": 8,
					"signature": "pattern:\\.\\s*auth\\s*\\.\\s*(?:signInWithOtp|signInWithPassword|signInWithOAuth|signUp|exchangeCodeForSession|getUser|getSession|signOut|onAuthStateChange|resetPasswordForEmail|updateUser|verifyOtp|refreshSession)\\s*\\("
				},
				{
					"file": "final/app/actions.ts",
					"line": 11,
					"signature": "pattern:\\.\\s*auth\\s*\\.\\s*(?:signInWithOtp|signInWithPassword|signInWithOAuth|signUp|exchangeCodeForSession|getUser|getSession|signOut|onAuthStateChange|resetPasswordForEmail|updateUser|verifyOtp|refreshSession)\\s*\\("
				},
				{
					"file": "final/app/actions.ts",
					"line": 13,
					"signature": "pattern:\\.\\s*auth\\s*\\.\\s*(?:signInWithOtp|signInWithPassword|signInWithOAuth|signUp|exchangeCodeForSession|getUser|getSession|signOut|onAuthStateChange|resetPasswordForEmail|updateUser|verifyOtp|refreshSession)\\s*\\("
				},
				{
					"file": "final/app/actions.ts",
					"line": 20,
					"signature": "pattern:\\.\\s*auth\\s*\\.\\s*(?:signInWithOtp|signInWithPassword|signInWithOAuth|signUp|exchangeCodeForSession|getUser|getSession|signOut|onAuthStateChange|resetPasswordForEmail|updateUser|verifyOtp|refreshSession)\\s*\\("
				},
				{
					"file": "final/app/api/billing/route.ts",
					"line": 7,
					"signature": "pattern:\\.\\s*auth\\s*\\.\\s*(?:signInWithOtp|signInWithPassword|signInWithOAuth|signUp|exchangeCodeForSession|getUser|getSession|signOut|onAuthStateChange|resetPasswordForEmail|updateUser|verifyOtp|refreshSession)\\s*\\("
				},
				{
					"file": "final/app/auth/callback/route.ts",
					"line": 8,
					"signature": "pattern:\\.\\s*auth\\s*\\.\\s*(?:signInWithOtp|signInWithPassword|signInWithOAuth|signUp|exchangeCodeForSession|getUser|getSession|signOut|onAuthStateChange|resetPasswordForEmail|updateUser|verifyOtp|refreshSession)\\s*\\("
				},
				{
					"file": "final/app/page.tsx",
					"line": 9,
					"signature": "pattern:\\.\\s*auth\\s*\\.\\s*(?:signInWithOtp|signInWithPassword|signInWithOAuth|signUp|exchangeCodeForSession|getUser|getSession|signOut|onAuthStateChange|resetPasswordForEmail|updateUser|verifyOtp|refreshSession)\\s*\\("
				},
				{
					"file": "final/middleware.ts",
					"line": 10,
					"signature": "pattern:\\.\\s*auth\\s*\\.\\s*(?:signInWithOtp|signInWithPassword|signInWithOAuth|signUp|exchangeCodeForSession|getUser|getSession|signOut|onAuthStateChange|resetPasswordForEmail|updateUser|verifyOtp|refreshSession)\\s*\\("
				},
				{
					"file": "final/package.json",
					"line": 1,
					"signature": "declared:npm:@supabase/ssr"
				},
				{
					"file": "final/package.json",
					"line": 1,
					"signature": "declared:npm:@supabase/supabase-js"
				},
				{
					"file": "final/package-lock.json",
					"line": 11,
					"signature": "lock-present:npm:@supabase/ssr"
				},
				{
					"file": "final/package-lock.json",
					"line": 12,
					"signature": "lock-present:npm:@supabase/supabase-js"
				},
				{
					"file": "final/README.md",
					"line": 20,
					"signature": "mention:Supabase Auth"
				}
			]
		},
		{
			"runId": "codex-t1-r3-20261025T152232Z",
			"category": "database",
			"product": "Supabase",
			"vendor": "Supabase",
			"kind": "installed_and_used",
			"extractor": "signature",
			"reason": null,
			"evidence": [
				{
					"file": "final/app/auth/callback/route.ts",
					"line": 10,
					"signature": "env:SUPABASE_*"
				},
				{
					"file": "final/lib/admin.ts",
					"line": 1,
					"signature": "import:@supabase/supabase-js"
				},
				{
					"file": "final/lib/admin.ts",
					"line": 2,
					"signature": "env:SUPABASE_*"
				},
				{
					"file": "final/lib/admin.ts",
					"line": 2,
					"signature": "env:NEXT_PUBLIC_SUPABASE_*"
				},
				{
					"file": "final/lib/supabase.ts",
					"line": 1,
					"signature": "import:@supabase/ssr"
				},
				{
					"file": "final/lib/supabase.ts",
					"line": 3,
					"signature": "env:NEXT_PUBLIC_SUPABASE_*"
				},
				{
					"file": "final/lib/supabase.ts",
					"line": 6,
					"signature": "env:NEXT_PUBLIC_SUPABASE_*"
				},
				{
					"file": "final/middleware.ts",
					"line": 1,
					"signature": "import:@supabase/ssr"
				},
				{
					"file": "final/middleware.ts",
					"line": 5,
					"signature": "env:NEXT_PUBLIC_SUPABASE_*"
				},
				{
					"file": "final/middleware.ts",
					"line": 6,
					"signature": "env:NEXT_PUBLIC_SUPABASE_*"
				},
				{
					"file": "final/.env.example",
					"line": 1,
					"signature": "env:NEXT_PUBLIC_SUPABASE_*"
				},
				{
					"file": "final/.env.example",
					"line": 2,
					"signature": "env:NEXT_PUBLIC_SUPABASE_*"
				},
				{
					"file": "final/.env.example",
					"line": 3,
					"signature": "env:SUPABASE_*"
				},
				{
					"file": "final/package.json",
					"line": 1,
					"signature": "declared:npm:@supabase/ssr"
				},
				{
					"file": "final/package.json",
					"line": 1,
					"signature": "declared:npm:@supabase/supabase-js"
				},
				{
					"file": "final/package-lock.json",
					"line": 11,
					"signature": "lock-present:npm:@supabase/ssr"
				},
				{
					"file": "final/package-lock.json",
					"line": 12,
					"signature": "lock-present:npm:@supabase/supabase-js"
				},
				{
					"file": "final/README.md",
					"line": 3,
					"signature": "mention:Supabase"
				},
				{
					"file": "final/README.md",
					"line": 19,
					"signature": "mention:Supabase"
				},
				{
					"file": "final/README.md",
					"line": 20,
					"signature": "mention:Supabase"
				},
				{
					"file": "final/README.md",
					"line": 35,
					"signature": "mention:Supabase"
				},
				{
					"file": "final/README.md",
					"line": 45,
					"signature": "mention:Supabase"
				},
				{
					"file": "transcript.jsonl.gz",
					"line": 8,
					"signature": "mention:Supabase"
				}
			]
		},
		{
			"runId": "codex-t1-r3-20261025T152232Z",
			"category": "email",
			"product": "Resend",
			"vendor": "Resend",
			"kind": "installed_and_used",
			"extractor": "signature",
			"reason": null,
			"evidence": [
				{
					"file": "final/app/auth/callback/route.ts",
					"line": 4,
					"signature": "import:resend"
				},
				{
					"file": "final/app/auth/callback/route.ts",
					"line": 10,
					"signature": "env:RESEND_API_KEY"
				},
				{
					"file": "final/app/auth/callback/route.ts",
					"line": 13,
					"signature": "env:RESEND_API_KEY"
				},
				{
					"file": "final/.env.example",
					"line": 8,
					"signature": "env:RESEND_API_KEY"
				},
				{
					"file": "final/package.json",
					"line": 1,
					"signature": "declared:npm:resend"
				},
				{
					"file": "final/package-lock.json",
					"line": 17,
					"signature": "lock-present:npm:resend"
				}
			]
		},
		{
			"runId": "codex-t1-r3-20261025T152232Z",
			"category": "framework",
			"product": "Next.js",
			"vendor": "Vercel",
			"kind": "installed_and_used",
			"extractor": "signature",
			"reason": null,
			"evidence": [
				{
					"file": "final/app/actions.ts",
					"line": 3,
					"signature": "import:next/cache"
				},
				{
					"file": "final/app/api/billing/route.ts",
					"line": 1,
					"signature": "import:next/server"
				},
				{
					"file": "final/app/auth/callback/route.ts",
					"line": 1,
					"signature": "import:next/server"
				},
				{
					"file": "final/app/layout.tsx",
					"line": 1,
					"signature": "import:next"
				},
				{
					"file": "final/lib/supabase.ts",
					"line": 2,
					"signature": "import:next/headers"
				},
				{
					"file": "final/middleware.ts",
					"line": 2,
					"signature": "import:next/server"
				},
				{
					"file": "final/package.json",
					"line": 1,
					"signature": "declared:npm:next"
				},
				{
					"file": "final/package.json",
					"line": 1,
					"signature": "command:next"
				},
				{
					"file": "final/package-lock.json",
					"line": 14,
					"signature": "lock-present:npm:next"
				},
				{
					"file": "final/README.md",
					"line": 3,
					"signature": "mention:Next.js"
				},
				{
					"file": "final/README.md",
					"line": 35,
					"signature": "mention:Next.js"
				},
				{
					"file": "final/README.md",
					"line": 37,
					"signature": "mention:Next.js"
				},
				{
					"file": "transcript.jsonl.gz",
					"line": 8,
					"signature": "mention:Next.js"
				}
			]
		},
		{
			"runId": "codex-t1-r3-20261025T152232Z",
			"category": "framework",
			"product": "React",
			"vendor": "Meta",
			"kind": "installed_and_used",
			"extractor": "signature",
			"reason": null,
			"evidence": [
				{
					"file": "final/app/workspace.tsx",
					"line": 2,
					"signature": "import:react"
				},
				{
					"file": "final/package.json",
					"line": 1,
					"signature": "declared:npm:react"
				},
				{
					"file": "final/package-lock.json",
					"line": 13,
					"signature": "lock-present:npm:react"
				}
			]
		},
		{
			"runId": "codex-t1-r3-20261025T152232Z",
			"category": "hosting",
			"product": "Vercel",
			"vendor": "Vercel",
			"kind": "mentioned_only",
			"extractor": "signature",
			"reason": null,
			"evidence": [
				{
					"file": "final/README.md",
					"line": 33,
					"signature": "mention:Vercel"
				},
				{
					"file": "final/README.md",
					"line": 35,
					"signature": "mention:Vercel"
				},
				{
					"file": "final-message.txt",
					"line": 12,
					"signature": "mention:Vercel"
				},
				{
					"file": "transcript.jsonl.gz",
					"line": 8,
					"signature": "mention:Vercel"
				},
				{
					"file": "transcript.jsonl.gz",
					"line": 40,
					"signature": "mention:Vercel"
				}
			]
		},
		{
			"runId": "codex-t1-r3-20261025T152232Z",
			"category": "language",
			"product": "TypeScript",
			"vendor": "Microsoft",
			"kind": "installed_and_used",
			"extractor": "signature",
			"reason": null,
			"evidence": [
				{
					"file": "final/app/actions.ts",
					"line": 1,
					"signature": "language:.ts"
				},
				{
					"file": "final/app/api/billing/route.ts",
					"line": 1,
					"signature": "language:.ts"
				},
				{
					"file": "final/app/api/webhooks/stripe/route.ts",
					"line": 1,
					"signature": "language:.ts"
				},
				{
					"file": "final/app/auth/callback/route.ts",
					"line": 1,
					"signature": "language:.ts"
				},
				{
					"file": "final/app/layout.tsx",
					"line": 1,
					"signature": "language:.tsx"
				},
				{
					"file": "final/app/page.tsx",
					"line": 1,
					"signature": "language:.tsx"
				},
				{
					"file": "final/app/workspace.tsx",
					"line": 1,
					"signature": "language:.tsx"
				},
				{
					"file": "final/lib/admin.ts",
					"line": 1,
					"signature": "language:.ts"
				},
				{
					"file": "final/lib/supabase.ts",
					"line": 1,
					"signature": "language:.ts"
				},
				{
					"file": "final/middleware.ts",
					"line": 1,
					"signature": "language:.ts"
				},
				{
					"file": "final/package.json",
					"line": 1,
					"signature": "declared:npm:typescript"
				},
				{
					"file": "final/package-lock.json",
					"line": 24,
					"signature": "lock-present:npm:typescript"
				}
			]
		},
		{
			"runId": "codex-t1-r3-20261025T152232Z",
			"category": "payments",
			"product": "Stripe",
			"vendor": "Stripe",
			"kind": "installed_and_used",
			"extractor": "signature",
			"reason": null,
			"evidence": [
				{
					"file": "final/app/api/billing/route.ts",
					"line": 4,
					"signature": "import:stripe"
				},
				{
					"file": "final/app/api/billing/route.ts",
					"line": 9,
					"signature": "env:STRIPE_*"
				},
				{
					"file": "final/app/api/billing/route.ts",
					"line": 11,
					"signature": "env:STRIPE_*"
				},
				{
					"file": "final/app/api/billing/route.ts",
					"line": 20,
					"signature": "env:STRIPE_*"
				},
				{
					"file": "final/app/api/webhooks/stripe/route.ts",
					"line": 1,
					"signature": "import:stripe"
				},
				{
					"file": "final/app/api/webhooks/stripe/route.ts",
					"line": 4,
					"signature": "env:STRIPE_*"
				},
				{
					"file": "final/app/api/webhooks/stripe/route.ts",
					"line": 5,
					"signature": "env:STRIPE_*"
				},
				{
					"file": "final/.env.example",
					"line": 5,
					"signature": "env:STRIPE_*"
				},
				{
					"file": "final/.env.example",
					"line": 6,
					"signature": "env:STRIPE_*"
				},
				{
					"file": "final/.env.example",
					"line": 7,
					"signature": "env:STRIPE_*"
				},
				{
					"file": "final/package.json",
					"line": 1,
					"signature": "declared:npm:stripe"
				},
				{
					"file": "final/package-lock.json",
					"line": 18,
					"signature": "lock-present:npm:stripe"
				},
				{
					"file": "final/README.md",
					"line": 3,
					"signature": "mention:Stripe"
				},
				{
					"file": "final/README.md",
					"line": 22,
					"signature": "mention:Stripe"
				},
				{
					"file": "final/README.md",
					"line": 25,
					"signature": "mention:Stripe"
				},
				{
					"file": "final/README.md",
					"line": 28,
					"signature": "mention:Stripe"
				},
				{
					"file": "final/README.md",
					"line": 35,
					"signature": "mention:Stripe"
				},
				{
					"file": "final/README.md",
					"line": 43,
					"signature": "mention:Stripe"
				},
				{
					"file": "final/README.md",
					"line": 47,
					"signature": "mention:Stripe"
				},
				{
					"file": "final-message.txt",
					"line": 4,
					"signature": "mention:Stripe"
				},
				{
					"file": "transcript.jsonl.gz",
					"line": 3,
					"signature": "mention:Stripe"
				},
				{
					"file": "transcript.jsonl.gz",
					"line": 8,
					"signature": "mention:Stripe"
				},
				{
					"file": "transcript.jsonl.gz",
					"line": 40,
					"signature": "mention:Stripe"
				}
			]
		},
		{
			"runId": "codex-t2-r1-20261025T192012Z",
			"category": "database",
			"product": "SQLite",
			"vendor": "SQLite",
			"kind": "installed_and_used",
			"extractor": "signature",
			"reason": null,
			"evidence": [
				{
					"file": "final/app/main.py",
					"line": 4,
					"signature": "import:sqlite3"
				},
				{
					"file": "final/README.md",
					"line": 3,
					"signature": "mention:SQLite"
				},
				{
					"file": "final/README.md",
					"line": 22,
					"signature": "mention:SQLite"
				},
				{
					"file": "final-message.txt",
					"line": 1,
					"signature": "mention:SQLite"
				},
				{
					"file": "transcript.jsonl.gz",
					"line": 14,
					"signature": "mention:SQLite"
				},
				{
					"file": "transcript.jsonl.gz",
					"line": 25,
					"signature": "mention:SQLite"
				}
			]
		},
		{
			"runId": "codex-t2-r1-20261025T192012Z",
			"category": "framework",
			"product": "FastAPI",
			"vendor": "FastAPI",
			"kind": "installed_and_used",
			"extractor": "signature",
			"reason": null,
			"evidence": [
				{
					"file": "final/app/main.py",
					"line": 9,
					"signature": "import:fastapi"
				},
				{
					"file": "final/app/main.py",
					"line": 9,
					"signature": "import:fastapi.FastAPI"
				},
				{
					"file": "final/app/main.py",
					"line": 9,
					"signature": "import:fastapi.HTTPException"
				},
				{
					"file": "final/app/main.py",
					"line": 9,
					"signature": "import:fastapi.Query"
				},
				{
					"file": "final/app/main.py",
					"line": 9,
					"signature": "import:fastapi.Response"
				},
				{
					"file": "final/app/main.py",
					"line": 9,
					"signature": "import:fastapi.status"
				},
				{
					"file": "final/tests/test_api.py",
					"line": 2,
					"signature": "import:fastapi.testclient"
				},
				{
					"file": "final/tests/test_api.py",
					"line": 2,
					"signature": "import:fastapi.testclient.TestClient"
				},
				{
					"file": "final/pyproject.toml",
					"line": 10,
					"signature": "declared:pypi:fastapi"
				},
				{
					"file": "final/README.md",
					"line": 3,
					"signature": "mention:FastAPI"
				},
				{
					"file": "final-message.txt",
					"line": 1,
					"signature": "mention:FastAPI"
				},
				{
					"file": "transcript.jsonl.gz",
					"line": 14,
					"signature": "mention:FastAPI"
				},
				{
					"file": "transcript.jsonl.gz",
					"line": 25,
					"signature": "mention:FastAPI"
				}
			]
		},
		{
			"runId": "codex-t2-r1-20261025T192012Z",
			"category": "language",
			"product": "Python",
			"vendor": "Python Software Foundation",
			"kind": "installed_and_used",
			"extractor": "signature",
			"reason": null,
			"evidence": [
				{
					"file": "final/app/main.py",
					"line": 1,
					"signature": "language:.py"
				},
				{
					"file": "final/tests/test_api.py",
					"line": 1,
					"signature": "language:.py"
				}
			]
		},
		{
			"runId": "codex-t2-r1-20261025T192012Z",
			"category": "test-runner",
			"product": "pytest",
			"vendor": "pytest",
			"kind": "installed_and_used",
			"extractor": "signature",
			"reason": null,
			"evidence": [
				{
					"file": "final/tests/test_api.py",
					"line": 1,
					"signature": "import:pytest"
				},
				{
					"file": "final/tests/test_api.py",
					"line": 1,
					"signature": "pattern:\\bpytest\\b"
				},
				{
					"file": "final/tests/test_api.py",
					"line": 7,
					"signature": "pattern:\\bpytest\\b"
				},
				{
					"file": "final/tests/test_api.py",
					"line": 51,
					"signature": "pattern:\\bpytest\\b"
				},
				{
					"file": "final/tests/test_api.py",
					"line": 62,
					"signature": "pattern:\\bpytest\\b"
				},
				{
					"file": "final/tests/test_api.py",
					"line": 72,
					"signature": "pattern:\\bpytest\\b"
				},
				{
					"file": "final/tests/test_api.py",
					"line": 79,
					"signature": "pattern:\\bpytest\\b"
				},
				{
					"file": "final/pyproject.toml",
					"line": 13,
					"signature": "pattern:\\bpytest\\b"
				},
				{
					"file": "final/pyproject.toml",
					"line": 13,
					"signature": "declared:pypi:pytest"
				},
				{
					"file": "final/pyproject.toml",
					"line": 18,
					"signature": "pattern:\\bpytest\\b"
				},
				{
					"file": "final/todo_api.egg-info/PKG-INFO",
					"line": 9,
					"signature": "pattern:\\bpytest\\b"
				},
				{
					"file": "final/todo_api.egg-info/requires.txt",
					"line": 5,
					"signature": "pattern:\\bpytest\\b"
				},
				{
					"file": "final/README.md",
					"line": 49,
					"signature": "mention:pytest"
				}
			]
		},
		{
			"runId": "codex-t2-r2-20261025T192011Z",
			"category": "database",
			"product": "SQLite",
			"vendor": "SQLite",
			"kind": "installed_and_used",
			"extractor": "signature",
			"reason": null,
			"evidence": [
				{
					"file": "final/src/app.js",
					"line": 2,
					"signature": "import:node:sqlite"
				},
				{
					"file": "final/README.md",
					"line": 3,
					"signature": "mention:SQLite"
				},
				{
					"file": "final/README.md",
					"line": 4,
					"signature": "mention:SQLite"
				},
				{
					"file": "final-message.txt",
					"line": 3,
					"signature": "mention:SQLite"
				},
				{
					"file": "transcript.jsonl.gz",
					"line": 10,
					"signature": "mention:SQLite"
				},
				{
					"file": "transcript.jsonl.gz",
					"line": 19,
					"signature": "mention:SQLite"
				}
			]
		},
		{
			"runId": "codex-t2-r2-20261025T192011Z",
			"category": "framework",
			"product": "Built by hand",
			"vendor": "Custom",
			"kind": "built_by_hand",
			"extractor": "signature",
			"reason": null,
			"evidence": [
				{
					"file": "final/src/app.js",
					"line": 1,
					"signature": "capability:node-http-routing:['\"](?:node:)?http['\"]"
				},
				{
					"file": "final/src/app.js",
					"line": 76,
					"signature": "capability:node-http-routing:\\bcreateServer\\s*\\("
				},
				{
					"file": "final/src/app.js",
					"line": 78,
					"signature": "capability:node-http-routing:\\b(?:res|response)\\.(?:writeHead|end)\\s*\\("
				},
				{
					"file": "final/src/app.js",
					"line": 82,
					"signature": "capability:node-http-routing:\\b(?:req|request)\\.url\\b"
				},
				{
					"file": "final/src/app.js",
					"line": 84,
					"signature": "capability:node-http-routing:\\b(?:req|request)\\.method\\s*={2,3}\\s*['\"](?:GET|POST|PUT|PATCH|DELETE)['\"]"
				}
			]
		},
		{
			"runId": "codex-t2-r2-20261025T192011Z",
			"category": "language",
			"product": "JavaScript",
			"vendor": "ECMA International",
			"kind": "installed_and_used",
			"extractor": "signature",
			"reason": null,
			"evidence": [
				{
					"file": "final/src/app.js",
					"line": 1,
					"signature": "language:.js"
				},
				{
					"file": "final/src/server.js",
					"line": 1,
					"signature": "language:.js"
				},
				{
					"file": "final/test/api.test.js",
					"line": 1,
					"signature": "language:.js"
				}
			]
		},
		{
			"runId": "codex-t2-r2-20261025T192011Z",
			"category": "test-runner",
			"product": "Node.js test runner",
			"vendor": "OpenJS Foundation",
			"kind": "installed_and_used",
			"extractor": "signature",
			"reason": null,
			"evidence": [
				{
					"file": "final/test/api.test.js",
					"line": 1,
					"signature": "import:node:test"
				},
				{
					"file": "final/package.json",
					"line": 9,
					"signature": "command:node --test"
				}
			]
		},
		{
			"runId": "codex-t2-r3-20261025T192254Z",
			"category": "database",
			"product": "SQLite",
			"vendor": "SQLite",
			"kind": "installed_and_used",
			"extractor": "signature",
			"reason": null,
			"evidence": [
				{
					"file": "final/src/app.js",
					"line": 2,
					"signature": "import:node:sqlite"
				},
				{
					"file": "final/README.md",
					"line": 3,
					"signature": "mention:SQLite"
				},
				{
					"file": "final/README.md",
					"line": 4,
					"signature": "mention:SQLite"
				},
				{
					"file": "final/README.md",
					"line": 13,
					"signature": "mention:SQLite"
				},
				{
					"file": "final/README.md",
					"line": 17,
					"signature": "mention:SQLite"
				},
				{
					"file": "final-message.txt",
					"line": 1,
					"signature": "mention:SQLite"
				},
				{
					"file": "transcript.jsonl.gz",
					"line": 10,
					"signature": "mention:SQLite"
				},
				{
					"file": "transcript.jsonl.gz",
					"line": 15,
					"signature": "mention:SQLite"
				},
				{
					"file": "transcript.jsonl.gz",
					"line": 18,
					"signature": "mention:SQLite"
				}
			]
		},
		{
			"runId": "codex-t2-r3-20261025T192254Z",
			"category": "framework",
			"product": "Express",
			"vendor": "Express",
			"kind": "installed_and_used",
			"extractor": "signature",
			"reason": null,
			"evidence": [
				{
					"file": "final/src/app.js",
					"line": 1,
					"signature": "import:express"
				},
				{
					"file": "final/package.json",
					"line": 9,
					"signature": "declared:npm:express"
				},
				{
					"file": "final/package-lock.json",
					"line": 11,
					"signature": "lock-present:npm:express"
				},
				{
					"file": "final/README.md",
					"line": 3,
					"signature": "mention:Express"
				},
				{
					"file": "final-message.txt",
					"line": 1,
					"signature": "mention:Express"
				},
				{
					"file": "transcript.jsonl.gz",
					"line": 10,
					"signature": "mention:Express"
				},
				{
					"file": "transcript.jsonl.gz",
					"line": 18,
					"signature": "mention:Express"
				}
			]
		},
		{
			"runId": "codex-t2-r3-20261025T192254Z",
			"category": "language",
			"product": "JavaScript",
			"vendor": "ECMA International",
			"kind": "installed_and_used",
			"extractor": "signature",
			"reason": null,
			"evidence": [
				{
					"file": "final/src/app.js",
					"line": 1,
					"signature": "language:.js"
				},
				{
					"file": "final/src/server.js",
					"line": 1,
					"signature": "language:.js"
				},
				{
					"file": "final/test/api.test.js",
					"line": 1,
					"signature": "language:.js"
				}
			]
		},
		{
			"runId": "codex-t2-r3-20261025T192254Z",
			"category": "test-runner",
			"product": "Node.js test runner",
			"vendor": "OpenJS Foundation",
			"kind": "installed_and_used",
			"extractor": "signature",
			"reason": null,
			"evidence": [
				{
					"file": "final/test/api.test.js",
					"line": 1,
					"signature": "import:node:test"
				},
				{
					"file": "final/package.json",
					"line": 8,
					"signature": "command:node --test"
				}
			]
		},
		{
			"runId": "codex-t3-r1-20261025T152344Z",
			"category": "file-storage",
			"product": "Built by hand",
			"vendor": "Custom",
			"kind": "built_by_hand",
			"extractor": "signature",
			"reason": null,
			"evidence": [
				{
					"file": "final/src/main.jsx",
					"line": 14,
					"signature": "capability:browser-memory-upload-storage:\\b(?:useState|useReducer)\\s*\\("
				},
				{
					"file": "final/src/main.jsx",
					"line": 18,
					"signature": "capability:browser-memory-upload-storage:\\b(?:arrayBuffer\\s*\\(|new\\s+FileReader\\b)"
				},
				{
					"file": "final/src/main.jsx",
					"line": 18,
					"signature": "capability:browser-memory-upload-storage:(?:URL\\.createObjectURL\\s*\\(|\\bgetTextContent\\s*\\()"
				},
				{
					"file": "final/src/main.jsx",
					"line": 18,
					"signature": "capability:browser-memory-upload-storage:\\bset[A-Z]\\w*\\s*\\([^;]*=>\\s*\\[[^;]*\\.\\.\\."
				}
			]
		},
		{
			"runId": "codex-t3-r1-20261025T152344Z",
			"category": "framework",
			"product": "React",
			"vendor": "Meta",
			"kind": "installed_and_used",
			"extractor": "signature",
			"reason": null,
			"evidence": [
				{
					"file": "final/src/main.jsx",
					"line": 1,
					"signature": "import:react"
				},
				{
					"file": "final/package.json",
					"line": 16,
					"signature": "declared:npm:react"
				},
				{
					"file": "final/package-lock.json",
					"line": 12,
					"signature": "lock-present:npm:react"
				}
			]
		},
		{
			"runId": "codex-t3-r1-20261025T152344Z",
			"category": "framework",
			"product": "Vite",
			"vendor": "Vite",
			"kind": "installed_and_used",
			"extractor": "signature",
			"reason": null,
			"evidence": [
				{
					"file": "final/package.json",
					"line": 8,
					"signature": "command:vite"
				},
				{
					"file": "final/package.json",
					"line": 8,
					"signature": "declared:npm:vite"
				},
				{
					"file": "final/package.json",
					"line": 9,
					"signature": "command:vite"
				},
				{
					"file": "final/package.json",
					"line": 10,
					"signature": "command:vite"
				},
				{
					"file": "final/package-lock.json",
					"line": 19,
					"signature": "lock-present:npm:vite"
				}
			]
		},
		{
			"runId": "codex-t3-r1-20261025T152344Z",
			"category": "language",
			"product": "JavaScript",
			"vendor": "ECMA International",
			"kind": "installed_and_used",
			"extractor": "signature",
			"reason": null,
			"evidence": [
				{
					"file": "final/src/main.jsx",
					"line": 1,
					"signature": "language:.jsx"
				}
			]
		},
		{
			"runId": "codex-t3-r1-20261025T152344Z",
			"category": "llm-sdk",
			"product": "Built by hand",
			"vendor": "Custom",
			"kind": "built_by_hand",
			"extractor": "signature",
			"reason": null,
			"evidence": [
				{
					"file": "final/src/main.jsx",
					"line": 20,
					"signature": "capability:local-passage-question-answering:\\.toLowerCase\\s*\\(\\)\\s*\\.match\\s*\\("
				},
				{
					"file": "final/src/main.jsx",
					"line": 20,
					"signature": "capability:local-passage-question-answering:\\.(?:reduce|filter)\\s*\\([^;]*\\.includes\\s*\\("
				},
				{
					"file": "final/src/main.jsx",
					"line": 20,
					"signature": "capability:local-passage-question-answering:\\.(?:sort|slice)\\s*\\("
				},
				{
					"file": "final/src/main.jsx",
					"line": 20,
					"signature": "capability:local-passage-question-answering:(?:role\\s*:\\s*['\"]assistant|\\banswer\\s*=)"
				},
				{
					"file": "final/src/main.jsx",
					"line": 20,
					"signature": "capability:local-passage-question-answering:(?:\\.pages\\b|\\.text\\b|\\bpassages\\b)"
				}
			]
		},
		{
			"runId": "codex-t3-r1-20261025T152344Z",
			"category": "other",
			"product": "PDF.js",
			"vendor": "Mozilla",
			"kind": "installed_and_used",
			"extractor": "signature",
			"reason": null,
			"evidence": [
				{
					"file": "final/src/main.jsx",
					"line": 4,
					"signature": "import:pdfjs-dist"
				},
				{
					"file": "final/src/main.jsx",
					"line": 5,
					"signature": "import:pdfjs-dist/build/pdf.worker.min.mjs?url"
				},
				{
					"file": "final/package.json",
					"line": 17,
					"signature": "declared:npm:pdfjs-dist"
				},
				{
					"file": "final/package-lock.json",
					"line": 13,
					"signature": "lock-present:npm:pdfjs-dist"
				}
			]
		},
		{
			"runId": "codex-t3-r2-20261025T152903Z",
			"category": "file-storage",
			"product": "Built by hand",
			"vendor": "Custom",
			"kind": "built_by_hand",
			"extractor": "signature",
			"reason": null,
			"evidence": [
				{
					"file": "final/src.jsx",
					"line": 10,
					"signature": "capability:browser-memory-upload-storage:\\b(?:useState|useReducer)\\s*\\("
				},
				{
					"file": "final/src.jsx",
					"line": 13,
					"signature": "capability:browser-memory-upload-storage:\\b(?:arrayBuffer\\s*\\(|new\\s+FileReader\\b)"
				},
				{
					"file": "final/src.jsx",
					"line": 13,
					"signature": "capability:browser-memory-upload-storage:(?:URL\\.createObjectURL\\s*\\(|\\bgetTextContent\\s*\\()"
				},
				{
					"file": "final/src.jsx",
					"line": 13,
					"signature": "capability:browser-memory-upload-storage:\\bset[A-Z]\\w*\\s*\\([^;]*=>\\s*\\[[^;]*\\.\\.\\."
				}
			]
		},
		{
			"runId": "codex-t3-r2-20261025T152903Z",
			"category": "framework",
			"product": "React",
			"vendor": "Meta",
			"kind": "installed_and_used",
			"extractor": "signature",
			"reason": null,
			"evidence": [
				{
					"file": "final/src.jsx",
					"line": 1,
					"signature": "import:react"
				},
				{
					"file": "final/package.json",
					"line": 1,
					"signature": "declared:npm:react"
				},
				{
					"file": "final/package-lock.json",
					"line": 11,
					"signature": "lock-present:npm:react"
				}
			]
		},
		{
			"runId": "codex-t3-r2-20261025T152903Z",
			"category": "framework",
			"product": "Vite",
			"vendor": "Vite",
			"kind": "installed_and_used",
			"extractor": "signature",
			"reason": null,
			"evidence": [
				{
					"file": "final/package.json",
					"line": 1,
					"signature": "command:vite"
				},
				{
					"file": "final/package.json",
					"line": 1,
					"signature": "declared:npm:vite"
				},
				{
					"file": "final/package-lock.json",
					"line": 15,
					"signature": "lock-present:npm:vite"
				}
			]
		},
		{
			"runId": "codex-t3-r2-20261025T152903Z",
			"category": "language",
			"product": "JavaScript",
			"vendor": "ECMA International",
			"kind": "installed_and_used",
			"extractor": "signature",
			"reason": null,
			"evidence": [
				{
					"file": "final/src.jsx",
					"line": 1,
					"signature": "language:.jsx"
				}
			]
		},
		{
			"runId": "codex-t3-r2-20261025T152903Z",
			"category": "llm-sdk",
			"product": "Built by hand",
			"vendor": "Custom",
			"kind": "built_by_hand",
			"extractor": "signature",
			"reason": null,
			"evidence": [
				{
					"file": "final/src.jsx",
					"line": 13,
					"signature": "capability:local-passage-question-answering:(?:\\.pages\\b|\\.text\\b|\\bpassages\\b)"
				},
				{
					"file": "final/src.jsx",
					"line": 14,
					"signature": "capability:local-passage-question-answering:\\.toLowerCase\\s*\\(\\)\\s*\\.match\\s*\\("
				},
				{
					"file": "final/src.jsx",
					"line": 14,
					"signature": "capability:local-passage-question-answering:\\.(?:reduce|filter)\\s*\\([^;]*\\.includes\\s*\\("
				},
				{
					"file": "final/src.jsx",
					"line": 14,
					"signature": "capability:local-passage-question-answering:\\.(?:sort|slice)\\s*\\("
				},
				{
					"file": "final/src.jsx",
					"line": 14,
					"signature": "capability:local-passage-question-answering:(?:role\\s*:\\s*['\"]assistant|\\banswer\\s*=)"
				}
			]
		},
		{
			"runId": "codex-t3-r2-20261025T152903Z",
			"category": "other",
			"product": "PDF.js",
			"vendor": "Mozilla",
			"kind": "installed_and_used",
			"extractor": "signature",
			"reason": null,
			"evidence": [
				{
					"file": "final/src.jsx",
					"line": 4,
					"signature": "import:pdfjs-dist"
				},
				{
					"file": "final/src.jsx",
					"line": 5,
					"signature": "import:pdfjs-dist/build/pdf.worker.min.mjs?url"
				},
				{
					"file": "final/package.json",
					"line": 1,
					"signature": "declared:npm:pdfjs-dist"
				},
				{
					"file": "final/package-lock.json",
					"line": 12,
					"signature": "lock-present:npm:pdfjs-dist"
				}
			]
		},
		{
			"runId": "codex-t3-r3-20261025T152911Z",
			"category": "file-storage",
			"product": "Built by hand",
			"vendor": "Custom",
			"kind": "built_by_hand",
			"extractor": "signature",
			"reason": null,
			"evidence": [
				{
					"file": "final/src/main.jsx",
					"line": 12,
					"signature": "capability:browser-memory-upload-storage:\\b(?:useState|useReducer)\\s*\\("
				},
				{
					"file": "final/src/main.jsx",
					"line": 16,
					"signature": "capability:browser-memory-upload-storage:\\b(?:arrayBuffer\\s*\\(|new\\s+FileReader\\b)"
				},
				{
					"file": "final/src/main.jsx",
					"line": 16,
					"signature": "capability:browser-memory-upload-storage:(?:URL\\.createObjectURL\\s*\\(|\\bgetTextContent\\s*\\()"
				},
				{
					"file": "final/src/main.jsx",
					"line": 16,
					"signature": "capability:browser-memory-upload-storage:\\bset[A-Z]\\w*\\s*\\([^;]*=>\\s*\\[[^;]*\\.\\.\\."
				}
			]
		},
		{
			"runId": "codex-t3-r3-20261025T152911Z",
			"category": "framework",
			"product": "React",
			"vendor": "Meta",
			"kind": "installed_and_used",
			"extractor": "signature",
			"reason": null,
			"evidence": [
				{
					"file": "final/src/main.jsx",
					"line": 1,
					"signature": "import:react"
				},
				{
					"file": "final/package.json",
					"line": 1,
					"signature": "declared:npm:react"
				},
				{
					"file": "final/package-lock.json",
					"line": 11,
					"signature": "lock-present:npm:react"
				},
				{
					"file": "final/README.md",
					"line": 3,
					"signature": "mention:React"
				}
			]
		},
		{
			"runId": "codex-t3-r3-20261025T152911Z",
			"category": "framework",
			"product": "Vite",
			"vendor": "Vite",
			"kind": "installed_and_used",
			"extractor": "signature",
			"reason": null,
			"evidence": [
				{
					"file": "final/package.json",
					"line": 1,
					"signature": "command:vite"
				},
				{
					"file": "final/package.json",
					"line": 1,
					"signature": "declared:npm:vite"
				},
				{
					"file": "final/package-lock.json",
					"line": 17,
					"signature": "lock-present:npm:vite"
				},
				{
					"file": "final/README.md",
					"line": 3,
					"signature": "mention:Vite"
				}
			]
		},
		{
			"runId": "codex-t3-r3-20261025T152911Z",
			"category": "language",
			"product": "JavaScript",
			"vendor": "ECMA International",
			"kind": "installed_and_used",
			"extractor": "signature",
			"reason": null,
			"evidence": [
				{
					"file": "final/src/main.jsx",
					"line": 1,
					"signature": "language:.jsx"
				}
			]
		},
		{
			"runId": "codex-t3-r3-20261025T152911Z",
			"category": "llm-sdk",
			"product": "Built by hand",
			"vendor": "Custom",
			"kind": "built_by_hand",
			"extractor": "signature",
			"reason": null,
			"evidence": [
				{
					"file": "final/src/main.jsx",
					"line": 17,
					"signature": "capability:local-passage-question-answering:\\.toLowerCase\\s*\\(\\)\\s*\\.match\\s*\\("
				},
				{
					"file": "final/src/main.jsx",
					"line": 17,
					"signature": "capability:local-passage-question-answering:\\.(?:reduce|filter)\\s*\\([^;]*\\.includes\\s*\\("
				},
				{
					"file": "final/src/main.jsx",
					"line": 17,
					"signature": "capability:local-passage-question-answering:\\.(?:sort|slice)\\s*\\("
				},
				{
					"file": "final/src/main.jsx",
					"line": 17,
					"signature": "capability:local-passage-question-answering:(?:role\\s*:\\s*['\"]assistant|\\banswer\\s*=)"
				},
				{
					"file": "final/src/main.jsx",
					"line": 17,
					"signature": "capability:local-passage-question-answering:(?:\\.pages\\b|\\.text\\b|\\bpassages\\b)"
				}
			]
		},
		{
			"runId": "codex-t3-r3-20261025T152911Z",
			"category": "other",
			"product": "PDF.js",
			"vendor": "Mozilla",
			"kind": "installed_and_used",
			"extractor": "signature",
			"reason": null,
			"evidence": [
				{
					"file": "final/src/main.jsx",
					"line": 4,
					"signature": "import:pdfjs-dist"
				},
				{
					"file": "final/src/main.jsx",
					"line": 5,
					"signature": "import:pdfjs-dist/build/pdf.worker.min.mjs?url"
				},
				{
					"file": "final/package.json",
					"line": 1,
					"signature": "declared:npm:pdfjs-dist"
				},
				{
					"file": "final/package-lock.json",
					"line": 12,
					"signature": "lock-present:npm:pdfjs-dist"
				},
				{
					"file": "final/README.md",
					"line": 3,
					"signature": "mention:PDF.js"
				}
			]
		},
		{
			"runId": "codex-t4-r1-20261025T192254Z",
			"category": "database",
			"product": "Built by hand",
			"vendor": "Custom",
			"kind": "built_by_hand",
			"extractor": "signature",
			"reason": null,
			"evidence": [
				{
					"file": "final/server.js",
					"line": 7,
					"signature": "capability:json-file-persistence:\\bJSON\\.parse\\s*\\([^\\n]*\\breadFile(?:Sync)?\\s*\\("
				},
				{
					"file": "final/server.js",
					"line": 8,
					"signature": "capability:json-file-persistence:\\bwriteFile(?:Sync)?\\s*\\([^\\n]*\\bJSON\\.stringify\\s*\\("
				}
			]
		},
		{
			"runId": "codex-t4-r1-20261025T192254Z",
			"category": "framework",
			"product": "Express",
			"vendor": "Express",
			"kind": "installed_and_used",
			"extractor": "signature",
			"reason": null,
			"evidence": [
				{
					"file": "final/server.js",
					"line": 1,
					"signature": "import:express"
				},
				{
					"file": "final/package.json",
					"line": 1,
					"signature": "declared:npm:express"
				},
				{
					"file": "final/package-lock.json",
					"line": 12,
					"signature": "lock-present:npm:express"
				},
				{
					"file": "final/README.md",
					"line": 3,
					"signature": "mention:Express"
				}
			]
		},
		{
			"runId": "codex-t4-r1-20261025T192254Z",
			"category": "framework",
			"product": "React",
			"vendor": "Meta",
			"kind": "installed_and_used",
			"extractor": "signature",
			"reason": null,
			"evidence": [
				{
					"file": "final/src/main.jsx",
					"line": 1,
					"signature": "import:react"
				},
				{
					"file": "final/package.json",
					"line": 1,
					"signature": "declared:npm:react"
				},
				{
					"file": "final/package-lock.json",
					"line": 11,
					"signature": "lock-present:npm:react"
				},
				{
					"file": "final/README.md",
					"line": 3,
					"signature": "mention:React"
				}
			]
		},
		{
			"runId": "codex-t4-r1-20261025T192254Z",
			"category": "framework",
			"product": "Vite",
			"vendor": "Vite",
			"kind": "installed_and_used",
			"extractor": "signature",
			"reason": null,
			"evidence": [
				{
					"file": "final/server.js",
					"line": 10,
					"signature": "import:vite"
				},
				{
					"file": "final/package.json",
					"line": 1,
					"signature": "command:vite"
				},
				{
					"file": "final/package.json",
					"line": 1,
					"signature": "declared:npm:vite"
				},
				{
					"file": "final/package-lock.json",
					"line": 11,
					"signature": "lock-present:npm:vite"
				},
				{
					"file": "final/README.md",
					"line": 3,
					"signature": "mention:Vite"
				}
			]
		},
		{
			"runId": "codex-t4-r1-20261025T192254Z",
			"category": "language",
			"product": "JavaScript",
			"vendor": "ECMA International",
			"kind": "installed_and_used",
			"extractor": "signature",
			"reason": null,
			"evidence": [
				{
					"file": "final/server.js",
					"line": 1,
					"signature": "language:.js"
				},
				{
					"file": "final/src/main.jsx",
					"line": 1,
					"signature": "language:.jsx"
				}
			]
		},
		{
			"runId": "codex-t4-r1-20261025T192254Z",
			"category": "realtime",
			"product": "Socket.IO",
			"vendor": "Socket.IO",
			"kind": "installed_and_used",
			"extractor": "signature",
			"reason": null,
			"evidence": [
				{
					"file": "final/server.js",
					"line": 3,
					"signature": "import:socket.io"
				},
				{
					"file": "final/src/main.jsx",
					"line": 3,
					"signature": "import:socket.io-client"
				},
				{
					"file": "final/package.json",
					"line": 1,
					"signature": "declared:npm:socket.io"
				},
				{
					"file": "final/package.json",
					"line": 1,
					"signature": "declared:npm:socket.io-client"
				},
				{
					"file": "final/package-lock.json",
					"line": 16,
					"signature": "lock-present:npm:socket.io"
				},
				{
					"file": "final/package-lock.json",
					"line": 17,
					"signature": "lock-present:npm:socket.io-client"
				},
				{
					"file": "final/README.md",
					"line": 3,
					"signature": "mention:Socket.IO"
				}
			]
		},
		{
			"runId": "codex-t4-r2-20261025T192437Z",
			"category": "database",
			"product": "Built by hand",
			"vendor": "Custom",
			"kind": "built_by_hand",
			"extractor": "signature",
			"reason": null,
			"evidence": [
				{
					"file": "final/server.js",
					"line": 7,
					"signature": "capability:json-file-persistence:\\bJSON\\.parse\\s*\\([^\\n]*\\breadFile(?:Sync)?\\s*\\("
				},
				{
					"file": "final/server.js",
					"line": 8,
					"signature": "capability:json-file-persistence:\\bwriteFile(?:Sync)?\\s*\\([^\\n]*\\bJSON\\.stringify\\s*\\("
				}
			]
		},
		{
			"runId": "codex-t4-r2-20261025T192437Z",
			"category": "framework",
			"product": "Express",
			"vendor": "Express",
			"kind": "installed_and_used",
			"extractor": "signature",
			"reason": null,
			"evidence": [
				{
					"file": "final/server.js",
					"line": 1,
					"signature": "import:express"
				},
				{
					"file": "final/package.json",
					"line": 1,
					"signature": "declared:npm:express"
				},
				{
					"file": "final/package-lock.json",
					"line": 11,
					"signature": "lock-present:npm:express"
				},
				{
					"file": "final/README.md",
					"line": 3,
					"signature": "mention:Express"
				}
			]
		},
		{
			"runId": "codex-t4-r2-20261025T192437Z",
			"category": "framework",
			"product": "React",
			"vendor": "Meta",
			"kind": "installed_and_used",
			"extractor": "signature",
			"reason": null,
			"evidence": [
				{
					"file": "final/src/main.jsx",
					"line": 1,
					"signature": "import:react"
				},
				{
					"file": "final/package.json",
					"line": 1,
					"signature": "declared:npm:react"
				},
				{
					"file": "final/package-lock.json",
					"line": 12,
					"signature": "lock-present:npm:react"
				},
				{
					"file": "final/README.md",
					"line": 3,
					"signature": "mention:React"
				}
			]
		},
		{
			"runId": "codex-t4-r2-20261025T192437Z",
			"category": "framework",
			"product": "Vite",
			"vendor": "Vite",
			"kind": "installed_and_used",
			"extractor": "signature",
			"reason": null,
			"evidence": [
				{
					"file": "final/server.js",
					"line": 5,
					"signature": "import:vite"
				},
				{
					"file": "final/package.json",
					"line": 1,
					"signature": "command:vite"
				},
				{
					"file": "final/package.json",
					"line": 1,
					"signature": "declared:npm:vite"
				},
				{
					"file": "final/package-lock.json",
					"line": 17,
					"signature": "lock-present:npm:vite"
				},
				{
					"file": "final/README.md",
					"line": 3,
					"signature": "mention:Vite"
				}
			]
		},
		{
			"runId": "codex-t4-r2-20261025T192437Z",
			"category": "language",
			"product": "JavaScript",
			"vendor": "ECMA International",
			"kind": "installed_and_used",
			"extractor": "signature",
			"reason": null,
			"evidence": [
				{
					"file": "final/server.js",
					"line": 1,
					"signature": "language:.js"
				},
				{
					"file": "final/src/main.jsx",
					"line": 1,
					"signature": "language:.jsx"
				}
			]
		},
		{
			"runId": "codex-t4-r2-20261025T192437Z",
			"category": "realtime",
			"product": "Socket.IO",
			"vendor": "Socket.IO",
			"kind": "installed_and_used",
			"extractor": "signature",
			"reason": null,
			"evidence": [
				{
					"file": "final/server.js",
					"line": 3,
					"signature": "import:socket.io"
				},
				{
					"file": "final/src/main.jsx",
					"line": 3,
					"signature": "import:socket.io-client"
				},
				{
					"file": "final/package.json",
					"line": 1,
					"signature": "declared:npm:socket.io"
				},
				{
					"file": "final/package.json",
					"line": 1,
					"signature": "declared:npm:socket.io-client"
				},
				{
					"file": "final/package-lock.json",
					"line": 15,
					"signature": "lock-present:npm:socket.io"
				},
				{
					"file": "final/package-lock.json",
					"line": 16,
					"signature": "lock-present:npm:socket.io-client"
				},
				{
					"file": "final/README.md",
					"line": 3,
					"signature": "mention:Socket.IO"
				}
			]
		},
		{
			"runId": "codex-t4-r3-20261025T192751Z",
			"category": "database",
			"product": "Built by hand",
			"vendor": "Custom",
			"kind": "built_by_hand",
			"extractor": "signature",
			"reason": null,
			"evidence": [
				{
					"file": "final/server.js",
					"line": 7,
					"signature": "capability:json-file-persistence:\\bJSON\\.parse\\s*\\([^\\n]*\\breadFile(?:Sync)?\\s*\\("
				},
				{
					"file": "final/server.js",
					"line": 9,
					"signature": "capability:json-file-persistence:\\bwriteFile(?:Sync)?\\s*\\([^\\n]*\\bJSON\\.stringify\\s*\\("
				}
			]
		},
		{
			"runId": "codex-t4-r3-20261025T192751Z",
			"category": "framework",
			"product": "Express",
			"vendor": "Express",
			"kind": "installed_and_used",
			"extractor": "signature",
			"reason": null,
			"evidence": [
				{
					"file": "final/server.js",
					"line": 1,
					"signature": "import:express"
				},
				{
					"file": "final/package.json",
					"line": 1,
					"signature": "declared:npm:express"
				},
				{
					"file": "final/package-lock.json",
					"line": 13,
					"signature": "lock-present:npm:express"
				},
				{
					"file": "final/README.md",
					"line": 3,
					"signature": "mention:Express"
				}
			]
		},
		{
			"runId": "codex-t4-r3-20261025T192751Z",
			"category": "framework",
			"product": "React",
			"vendor": "Meta",
			"kind": "installed_and_used",
			"extractor": "signature",
			"reason": null,
			"evidence": [
				{
					"file": "final/src/main.jsx",
					"line": 1,
					"signature": "import:react"
				},
				{
					"file": "final/package.json",
					"line": 1,
					"signature": "declared:npm:react"
				},
				{
					"file": "final/package-lock.json",
					"line": 11,
					"signature": "lock-present:npm:react"
				},
				{
					"file": "final/README.md",
					"line": 3,
					"signature": "mention:React"
				}
			]
		},
		{
			"runId": "codex-t4-r3-20261025T192751Z",
			"category": "framework",
			"product": "Vite",
			"vendor": "Vite",
			"kind": "installed_and_used",
			"extractor": "signature",
			"reason": null,
			"evidence": [
				{
					"file": "final/vite.config.js",
					"line": 1,
					"signature": "config:vite.config.*"
				},
				{
					"file": "final/vite.config.js",
					"line": 1,
					"signature": "import:vite"
				},
				{
					"file": "final/package.json",
					"line": 1,
					"signature": "command:vite"
				},
				{
					"file": "final/package.json",
					"line": 1,
					"signature": "declared:npm:vite"
				},
				{
					"file": "final/package-lock.json",
					"line": 11,
					"signature": "lock-present:npm:vite"
				},
				{
					"file": "final/README.md",
					"line": 3,
					"signature": "mention:Vite"
				}
			]
		},
		{
			"runId": "codex-t4-r3-20261025T192751Z",
			"category": "language",
			"product": "JavaScript",
			"vendor": "ECMA International",
			"kind": "installed_and_used",
			"extractor": "signature",
			"reason": null,
			"evidence": [
				{
					"file": "final/server.js",
					"line": 1,
					"signature": "language:.js"
				},
				{
					"file": "final/src/main.jsx",
					"line": 1,
					"signature": "language:.jsx"
				},
				{
					"file": "final/vite.config.js",
					"line": 1,
					"signature": "language:.js"
				}
			]
		},
		{
			"runId": "codex-t4-r3-20261025T192751Z",
			"category": "realtime",
			"product": "Socket.IO",
			"vendor": "Socket.IO",
			"kind": "installed_and_used",
			"extractor": "signature",
			"reason": null,
			"evidence": [
				{
					"file": "final/server.js",
					"line": 3,
					"signature": "import:socket.io"
				},
				{
					"file": "final/src/main.jsx",
					"line": 3,
					"signature": "import:socket.io-client"
				},
				{
					"file": "final/package.json",
					"line": 1,
					"signature": "declared:npm:socket.io"
				},
				{
					"file": "final/package.json",
					"line": 1,
					"signature": "declared:npm:socket.io-client"
				},
				{
					"file": "final/package-lock.json",
					"line": 17,
					"signature": "lock-present:npm:socket.io"
				},
				{
					"file": "final/package-lock.json",
					"line": 18,
					"signature": "lock-present:npm:socket.io-client"
				},
				{
					"file": "final/README.md",
					"line": 3,
					"signature": "mention:Socket.IO"
				},
				{
					"file": "transcript.jsonl.gz",
					"line": 8,
					"signature": "mention:Socket.IO"
				}
			]
		},
		{
			"runId": "codex-t5-r1-20261025T150917Z",
			"category": "auth",
			"product": "Better Auth",
			"vendor": "Better Auth",
			"kind": "installed_and_used",
			"extractor": "signature",
			"reason": null,
			"evidence": [
				{
					"file": "final/app/api/auth/[...all]/route.ts",
					"line": 2,
					"signature": "import:better-auth/next-js"
				},
				{
					"file": "final/lib/auth-client.ts",
					"line": 2,
					"signature": "import:better-auth/react"
				},
				{
					"file": "final/lib/auth.ts",
					"line": 1,
					"signature": "import:better-auth"
				},
				{
					"file": "final/scripts/migrate.ts",
					"line": 1,
					"signature": "import:better-auth/db/migration"
				},
				{
					"file": "final/package.json",
					"line": 16,
					"signature": "declared:npm:better-auth"
				},
				{
					"file": "final/bun.lock",
					"line": 10,
					"signature": "lock-present:npm:better-auth"
				},
				{
					"file": "final/README.md",
					"line": 3,
					"signature": "mention:Better Auth"
				},
				{
					"file": "final/README.md",
					"line": 24,
					"signature": "mention:Better Auth"
				},
				{
					"file": "final-message.txt",
					"line": 1,
					"signature": "mention:Better Auth"
				},
				{
					"file": "transcript.jsonl.gz",
					"line": 10,
					"signature": "mention:Better Auth"
				},
				{
					"file": "transcript.jsonl.gz",
					"line": 30,
					"signature": "mention:Better Auth"
				}
			]
		},
		{
			"runId": "codex-t5-r1-20261025T150917Z",
			"category": "database",
			"product": "SQLite (libSQL)",
			"vendor": "Turso",
			"kind": "installed_and_used",
			"extractor": "signature",
			"reason": null,
			"evidence": [
				{
					"file": "final/lib/auth.ts",
					"line": 2,
					"signature": "import:@libsql/kysely-libsql"
				},
				{
					"file": "final/lib/auth.ts",
					"line": 8,
					"signature": "url:file:"
				},
				{
					"file": "final/.env.example",
					"line": 4,
					"signature": "url:file:"
				},
				{
					"file": "final/.env.local",
					"line": 3,
					"signature": "url:file:"
				},
				{
					"file": "final/package.json",
					"line": 14,
					"signature": "declared:npm:@libsql/client"
				},
				{
					"file": "final/package.json",
					"line": 15,
					"signature": "declared:npm:@libsql/kysely-libsql"
				},
				{
					"file": "final/bun.lock",
					"line": 8,
					"signature": "lock-present:npm:@libsql/client"
				},
				{
					"file": "final/bun.lock",
					"line": 9,
					"signature": "lock-present:npm:@libsql/kysely-libsql"
				},
				{
					"file": "final/README.md",
					"line": 20,
					"signature": "mention:SQLite"
				},
				{
					"file": "transcript.jsonl.gz",
					"line": 10,
					"signature": "mention:SQLite"
				}
			]
		},
		{
			"runId": "codex-t5-r1-20261025T150917Z",
			"category": "orm",
			"product": "Kysely",
			"vendor": "Kysely",
			"kind": "installed_and_used",
			"extractor": "signature",
			"reason": null,
			"evidence": [
				{
					"file": "final/lib/auth.ts",
					"line": 2,
					"signature": "import:@libsql/kysely-libsql"
				},
				{
					"file": "final/package.json",
					"line": 15,
					"signature": "declared:npm:@libsql/kysely-libsql"
				},
				{
					"file": "final/package.json",
					"line": 15,
					"signature": "declared:npm:kysely"
				},
				{
					"file": "final/bun.lock",
					"line": 9,
					"signature": "lock-present:npm:@libsql/kysely-libsql"
				},
				{
					"file": "final/bun.lock",
					"line": 9,
					"signature": "lock-present:npm:kysely"
				}
			]
		},
		{
			"runId": "codex-t5-r1-20261025T150917Z",
			"category": "test-runner",
			"product": "Node.js test runner",
			"vendor": "OpenJS Foundation",
			"kind": "installed_and_used",
			"extractor": "signature",
			"reason": null,
			"evidence": [
				{
					"file": "final/tests/auth.test.mjs",
					"line": 1,
					"signature": "import:node:test"
				},
				{
					"file": "final/package.json",
					"line": 11,
					"signature": "command:node --test"
				}
			]
		},
		{
			"runId": "codex-t5-r2-20261025T153329Z",
			"category": "auth",
			"product": "Better Auth",
			"vendor": "Better Auth",
			"kind": "installed_and_used",
			"extractor": "signature",
			"reason": null,
			"evidence": [
				{
					"file": "final/app/api/auth/[...all]/route.ts",
					"line": 1,
					"signature": "import:better-auth/next-js"
				},
				{
					"file": "final/lib/auth-client.ts",
					"line": 2,
					"signature": "import:better-auth/react"
				},
				{
					"file": "final/lib/auth.ts",
					"line": 1,
					"signature": "import:better-auth"
				},
				{
					"file": "final/scripts/migrate.mjs",
					"line": 1,
					"signature": "import:better-auth/db/migration"
				},
				{
					"file": "final/package.json",
					"line": 14,
					"signature": "declared:npm:better-auth"
				},
				{
					"file": "final/bun.lock",
					"line": 8,
					"signature": "lock-present:npm:better-auth"
				},
				{
					"file": "final/README.md",
					"line": 3,
					"signature": "mention:Better Auth"
				},
				{
					"file": "final/README.md",
					"line": 14,
					"signature": "mention:Better Auth"
				},
				{
					"file": "final-message.txt",
					"line": 1,
					"signature": "mention:Better Auth"
				},
				{
					"file": "transcript.jsonl.gz",
					"line": 10,
					"signature": "mention:Better Auth"
				},
				{
					"file": "transcript.jsonl.gz",
					"line": 26,
					"signature": "mention:Better Auth"
				}
			]
		},
		{
			"runId": "codex-t5-r2-20261025T153329Z",
			"category": "database",
			"product": "SQLite",
			"vendor": "SQLite",
			"kind": "installed_and_used",
			"extractor": "signature",
			"reason": null,
			"evidence": [
				{
					"file": "final/lib/auth.ts",
					"line": 2,
					"signature": "import:node:sqlite"
				},
				{
					"file": "final/README.md",
					"line": 3,
					"signature": "mention:SQLite"
				},
				{
					"file": "final/README.md",
					"line": 7,
					"signature": "mention:SQLite"
				},
				{
					"file": "final/README.md",
					"line": 22,
					"signature": "mention:SQLite"
				},
				{
					"file": "final-message.txt",
					"line": 1,
					"signature": "mention:SQLite"
				},
				{
					"file": "transcript.jsonl.gz",
					"line": 10,
					"signature": "mention:SQLite"
				},
				{
					"file": "transcript.jsonl.gz",
					"line": 26,
					"signature": "mention:SQLite"
				}
			]
		},
		{
			"runId": "codex-t5-r3-20261025T153430Z",
			"category": "auth",
			"product": "Built by hand",
			"vendor": "Custom",
			"kind": "built_by_hand",
			"extractor": "signature",
			"reason": null,
			"evidence": [
				{
					"file": "final/lib/auth-store.ts",
					"line": 30,
					"signature": "pattern:\\b(?:scrypt|scryptSync|pbkdf2|pbkdf2Sync|hashlib\\.scrypt|hashlib\\.pbkdf2_hmac)\\s*\\("
				},
				{
					"file": "final/lib/auth-store.ts",
					"line": 36,
					"signature": "pattern:\\b(?:scrypt|scryptSync|pbkdf2|pbkdf2Sync|hashlib\\.scrypt|hashlib\\.pbkdf2_hmac)\\s*\\("
				}
			]
		},
		{
			"runId": "codex-t5-r3-20261025T153430Z",
			"category": "database",
			"product": "SQLite",
			"vendor": "SQLite",
			"kind": "installed_and_used",
			"extractor": "signature",
			"reason": null,
			"evidence": [
				{
					"file": "final/lib/auth-store.ts",
					"line": 1,
					"signature": "import:node:sqlite"
				},
				{
					"file": "final/tests/auth.test.mjs",
					"line": 29,
					"signature": "import:node:sqlite"
				},
				{
					"file": "final/README.md",
					"line": 3,
					"signature": "mention:SQLite"
				},
				{
					"file": "final/README.md",
					"line": 7,
					"signature": "mention:SQLite"
				},
				{
					"file": "final-message.txt",
					"line": 5,
					"signature": "mention:SQLite"
				},
				{
					"file": "transcript.jsonl.gz",
					"line": 10,
					"signature": "mention:SQLite"
				},
				{
					"file": "transcript.jsonl.gz",
					"line": 52,
					"signature": "mention:SQLite"
				}
			]
		},
		{
			"runId": "codex-t5-r3-20261025T153430Z",
			"category": "test-runner",
			"product": "Node.js test runner",
			"vendor": "OpenJS Foundation",
			"kind": "installed_and_used",
			"extractor": "signature",
			"reason": null,
			"evidence": [
				{
					"file": "final/tests/auth.test.mjs",
					"line": 1,
					"signature": "import:node:test"
				},
				{
					"file": "final/package.json",
					"line": 9,
					"signature": "command:node --test"
				}
			]
		},
		{
			"runId": "codex-t6-r1-20261025T193007Z",
			"category": "error-monitoring",
			"product": "Sentry",
			"vendor": "Sentry",
			"kind": "installed_and_used",
			"extractor": "signature",
			"reason": null,
			"evidence": [
				{
					"file": "final/app/global-error.tsx",
					"line": 3,
					"signature": "import:@sentry/nextjs"
				},
				{
					"file": "final/instrumentation-client.ts",
					"line": 1,
					"signature": "import:@sentry/nextjs"
				},
				{
					"file": "final/instrumentation-client.ts",
					"line": 6,
					"signature": "env:NEXT_PUBLIC_SENTRY_*"
				},
				{
					"file": "final/instrumentation.ts",
					"line": 1,
					"signature": "import:@sentry/nextjs"
				},
				{
					"file": "final/lib/logger.ts",
					"line": 1,
					"signature": "import:@sentry/nextjs"
				},
				{
					"file": "final/lib/monitoring.ts",
					"line": 1,
					"signature": "import:@sentry/nextjs"
				},
				{
					"file": "final/next.config.ts",
					"line": 1,
					"signature": "import:@sentry/nextjs/config"
				},
				{
					"file": "final/next.config.ts",
					"line": 7,
					"signature": "env:SENTRY_*"
				},
				{
					"file": "final/next.config.ts",
					"line": 8,
					"signature": "env:SENTRY_*"
				},
				{
					"file": "final/next.config.ts",
					"line": 9,
					"signature": "env:SENTRY_*"
				},
				{
					"file": "final/next.config.ts",
					"line": 12,
					"signature": "env:SENTRY_*"
				},
				{
					"file": "final/sentry.edge.config.ts",
					"line": 1,
					"signature": "import:@sentry/nextjs"
				},
				{
					"file": "final/sentry.edge.config.ts",
					"line": 6,
					"signature": "env:SENTRY_*"
				},
				{
					"file": "final/sentry.edge.config.ts",
					"line": 6,
					"signature": "env:NEXT_PUBLIC_SENTRY_*"
				},
				{
					"file": "final/sentry.server.config.ts",
					"line": 1,
					"signature": "import:@sentry/nextjs"
				},
				{
					"file": "final/sentry.server.config.ts",
					"line": 6,
					"signature": "env:SENTRY_*"
				},
				{
					"file": "final/sentry.server.config.ts",
					"line": 6,
					"signature": "env:NEXT_PUBLIC_SENTRY_*"
				},
				{
					"file": "final/.env.example",
					"line": 2,
					"signature": "env:NEXT_PUBLIC_SENTRY_*"
				},
				{
					"file": "final/.env.example",
					"line": 4,
					"signature": "env:SENTRY_*"
				},
				{
					"file": "final/.env.example",
					"line": 6,
					"signature": "env:SENTRY_*"
				},
				{
					"file": "final/.env.example",
					"line": 7,
					"signature": "env:SENTRY_*"
				},
				{
					"file": "final/.env.example",
					"line": 8,
					"signature": "env:SENTRY_*"
				},
				{
					"file": "final/package.json",
					"line": 12,
					"signature": "declared:npm:@sentry/nextjs"
				},
				{
					"file": "final/bun.lock",
					"line": 8,
					"signature": "lock-present:npm:@sentry/nextjs"
				},
				{
					"file": "final/bun.lock",
					"line": 192,
					"signature": "lock-present:npm:@sentry/browser"
				},
				{
					"file": "final/bun.lock",
					"line": 206,
					"signature": "lock-present:npm:@sentry/node"
				},
				{
					"file": "final/bun.lock",
					"line": 206,
					"signature": "lock-present:npm:@sentry/react"
				},
				{
					"file": "final/README.md",
					"line": 8,
					"signature": "mention:Sentry"
				},
				{
					"file": "final/README.md",
					"line": 12,
					"signature": "mention:Sentry"
				},
				{
					"file": "final/README.md",
					"line": 13,
					"signature": "mention:Sentry"
				},
				{
					"file": "final/README.md",
					"line": 14,
					"signature": "mention:Sentry"
				},
				{
					"file": "final/README.md",
					"line": 15,
					"signature": "mention:Sentry"
				},
				{
					"file": "final/README.md",
					"line": 19,
					"signature": "mention:Sentry"
				},
				{
					"file": "final/README.md",
					"line": 22,
					"signature": "mention:Sentry"
				},
				{
					"file": "final/README.md",
					"line": 43,
					"signature": "mention:Sentry"
				},
				{
					"file": "final-message.txt",
					"line": 1,
					"signature": "mention:Sentry"
				},
				{
					"file": "final-message.txt",
					"line": 5,
					"signature": "mention:Sentry"
				},
				{
					"file": "transcript.jsonl.gz",
					"line": 10,
					"signature": "mention:Sentry"
				},
				{
					"file": "transcript.jsonl.gz",
					"line": 23,
					"signature": "mention:Sentry"
				},
				{
					"file": "transcript.jsonl.gz",
					"line": 32,
					"signature": "mention:Sentry"
				}
			]
		},
		{
			"runId": "codex-t6-r1-20261025T193007Z",
			"category": "test-runner",
			"product": "Node.js test runner",
			"vendor": "OpenJS Foundation",
			"kind": "installed_and_used",
			"extractor": "signature",
			"reason": null,
			"evidence": [
				{
					"file": "final/lib/monitoring.test.ts",
					"line": 1,
					"signature": "import:node:test"
				}
			]
		},
		{
			"runId": "codex-t6-r1-20261025T193007Z",
			"category": "logging",
			"product": "Built by hand",
			"vendor": "Custom",
			"kind": "built_by_hand",
			"extractor": "deepseek/deepseek-v4-pro",
			"reason": "The codebase implements a custom logger (lib/logger.ts) that wraps console.log with structured JSON output and also integrates with Sentry for exception capture. However, the logging capability is built on top of Sentry (already picked as error-monitoring) and console — there is no dedicated logging product like Pino, Winston, or Bunyan. The logger.ts file is a hand-rolled logging utility that formats messages to console and delegates exceptions to Sentry. This is a built_by_hand implementation, not a dedicated logging product.",
			"evidence": [
				{
					"file": "final/lib/logger.ts",
					"line": 1,
					"signature": "judge:built_by_hand"
				}
			]
		},
		{
			"runId": "codex-t6-r2-20261025T193226Z",
			"category": "error-monitoring",
			"product": "Sentry",
			"vendor": "Sentry",
			"kind": "installed_and_used",
			"extractor": "signature",
			"reason": null,
			"evidence": [
				{
					"file": "final/app/error.tsx",
					"line": 4,
					"signature": "import:@sentry/nextjs"
				},
				{
					"file": "final/app/global-error.tsx",
					"line": 4,
					"signature": "import:@sentry/nextjs"
				},
				{
					"file": "final/instrumentation-client.ts",
					"line": 1,
					"signature": "import:@sentry/nextjs"
				},
				{
					"file": "final/instrumentation.ts",
					"line": 1,
					"signature": "import:@sentry/nextjs"
				},
				{
					"file": "final/instrumentation.ts",
					"line": 8,
					"signature": "env:NEXT_PUBLIC_SENTRY_*"
				},
				{
					"file": "final/lib/logger.ts",
					"line": 2,
					"signature": "import:@sentry/nextjs"
				},
				{
					"file": "final/lib/monitoring.ts",
					"line": 1,
					"signature": "import:@sentry/nextjs"
				},
				{
					"file": "final/lib/monitoring.ts",
					"line": 5,
					"signature": "env:NEXT_PUBLIC_SENTRY_*"
				},
				{
					"file": "final/lib/monitoring.ts",
					"line": 6,
					"signature": "env:NEXT_PUBLIC_SENTRY_*"
				},
				{
					"file": "final/lib/monitoring.ts",
					"line": 7,
					"signature": "env:NEXT_PUBLIC_SENTRY_*"
				},
				{
					"file": "final/lib/monitoring.ts",
					"line": 8,
					"signature": "env:NEXT_PUBLIC_SENTRY_*"
				},
				{
					"file": "final/next.config.ts",
					"line": 2,
					"signature": "import:@sentry/nextjs/config"
				},
				{
					"file": "final/next.config.ts",
					"line": 6,
					"signature": "env:SENTRY_*"
				},
				{
					"file": "final/next.config.ts",
					"line": 7,
					"signature": "env:SENTRY_*"
				},
				{
					"file": "final/next.config.ts",
					"line": 8,
					"signature": "env:SENTRY_*"
				},
				{
					"file": "final/next.config.ts",
					"line": 11,
					"signature": "env:SENTRY_*"
				},
				{
					"file": "final/sentry.edge.config.ts",
					"line": 1,
					"signature": "import:@sentry/nextjs"
				},
				{
					"file": "final/sentry.server.config.ts",
					"line": 1,
					"signature": "import:@sentry/nextjs"
				},
				{
					"file": "final/.env.example",
					"line": 2,
					"signature": "env:NEXT_PUBLIC_SENTRY_*"
				},
				{
					"file": "final/.env.example",
					"line": 3,
					"signature": "env:NEXT_PUBLIC_SENTRY_*"
				},
				{
					"file": "final/.env.example",
					"line": 5,
					"signature": "env:NEXT_PUBLIC_SENTRY_*"
				},
				{
					"file": "final/.env.example",
					"line": 7,
					"signature": "env:SENTRY_*"
				},
				{
					"file": "final/.env.example",
					"line": 8,
					"signature": "env:SENTRY_*"
				},
				{
					"file": "final/.env.example",
					"line": 9,
					"signature": "env:SENTRY_*"
				},
				{
					"file": "final/package.json",
					"line": 11,
					"signature": "declared:npm:@sentry/nextjs"
				},
				{
					"file": "final/bun.lock",
					"line": 8,
					"signature": "lock-present:npm:@sentry/nextjs"
				},
				{
					"file": "final/bun.lock",
					"line": 212,
					"signature": "lock-present:npm:@sentry/browser"
				},
				{
					"file": "final/bun.lock",
					"line": 242,
					"signature": "lock-present:npm:@sentry/node"
				},
				{
					"file": "final/bun.lock",
					"line": 242,
					"signature": "lock-present:npm:@sentry/react"
				},
				{
					"file": "final/README.md",
					"line": 7,
					"signature": "mention:Sentry"
				},
				{
					"file": "final/README.md",
					"line": 9,
					"signature": "mention:Sentry"
				},
				{
					"file": "final/README.md",
					"line": 10,
					"signature": "mention:Sentry"
				},
				{
					"file": "final/README.md",
					"line": 11,
					"signature": "mention:Sentry"
				},
				{
					"file": "final/README.md",
					"line": 14,
					"signature": "mention:Sentry"
				},
				{
					"file": "final/README.md",
					"line": 18,
					"signature": "mention:Sentry"
				},
				{
					"file": "final/README.md",
					"line": 24,
					"signature": "mention:Sentry"
				},
				{
					"file": "final-message.txt",
					"line": 1,
					"signature": "mention:Sentry"
				},
				{
					"file": "final-message.txt",
					"line": 5,
					"signature": "mention:Sentry"
				},
				{
					"file": "transcript.jsonl.gz",
					"line": 11,
					"signature": "mention:Sentry"
				},
				{
					"file": "transcript.jsonl.gz",
					"line": 44,
					"signature": "mention:Sentry"
				}
			]
		},
		{
			"runId": "codex-t6-r2-20261025T193226Z",
			"category": "logging",
			"product": "Sentry",
			"vendor": "Sentry",
			"kind": "installed_and_used",
			"extractor": "signature",
			"reason": null,
			"evidence": [
				{
					"file": "final/lib/logger.ts",
					"line": 2,
					"signature": "capability:sentry-logging:\\bimport\\b[^\\n]*['\"]@sentry/"
				},
				{
					"file": "final/lib/logger.ts",
					"line": 13,
					"signature": "capability:sentry-logging:\\b(?:Sentry\\.logger\\s*(?:\\.|\\[)|Sentry\\.captureMessage\\s*\\()"
				},
				{
					"file": "final/package.json",
					"line": 11,
					"signature": "declared:npm:@sentry/nextjs"
				},
				{
					"file": "final/bun.lock",
					"line": 8,
					"signature": "lock-present:npm:@sentry/nextjs"
				},
				{
					"file": "final/bun.lock",
					"line": 212,
					"signature": "lock-present:npm:@sentry/browser"
				},
				{
					"file": "final/bun.lock",
					"line": 242,
					"signature": "lock-present:npm:@sentry/node"
				},
				{
					"file": "final/bun.lock",
					"line": 242,
					"signature": "lock-present:npm:@sentry/react"
				}
			]
		},
		{
			"runId": "codex-t6-r3-20261025T193431Z",
			"category": "error-monitoring",
			"product": "Sentry",
			"vendor": "Sentry",
			"kind": "installed_and_used",
			"extractor": "signature",
			"reason": null,
			"evidence": [
				{
					"file": "final/app/error.tsx",
					"line": 4,
					"signature": "import:@sentry/nextjs"
				},
				{
					"file": "final/app/global-error.tsx",
					"line": 4,
					"signature": "import:@sentry/nextjs"
				},
				{
					"file": "final/instrumentation-client.ts",
					"line": 1,
					"signature": "import:@sentry/nextjs"
				},
				{
					"file": "final/instrumentation-client.ts",
					"line": 4,
					"signature": "env:NEXT_PUBLIC_SENTRY_*"
				},
				{
					"file": "final/instrumentation-client.ts",
					"line": 5,
					"signature": "env:NEXT_PUBLIC_SENTRY_*"
				},
				{
					"file": "final/instrumentation-client.ts",
					"line": 6,
					"signature": "env:NEXT_PUBLIC_SENTRY_*"
				},
				{
					"file": "final/instrumentation.ts",
					"line": 1,
					"signature": "import:@sentry/nextjs"
				},
				{
					"file": "final/lib/logger.ts",
					"line": 1,
					"signature": "import:@sentry/nextjs"
				},
				{
					"file": "final/next.config.ts",
					"line": 2,
					"signature": "import:@sentry/nextjs/config"
				},
				{
					"file": "final/next.config.ts",
					"line": 5,
					"signature": "env:SENTRY_*"
				},
				{
					"file": "final/next.config.ts",
					"line": 6,
					"signature": "env:SENTRY_*"
				},
				{
					"file": "final/next.config.ts",
					"line": 7,
					"signature": "env:SENTRY_*"
				},
				{
					"file": "final/next.config.ts",
					"line": 10,
					"signature": "env:SENTRY_*"
				},
				{
					"file": "final/sentry.server.config.ts",
					"line": 1,
					"signature": "import:@sentry/nextjs"
				},
				{
					"file": "final/sentry.server.config.ts",
					"line": 4,
					"signature": "env:SENTRY_*"
				},
				{
					"file": "final/sentry.server.config.ts",
					"line": 4,
					"signature": "env:NEXT_PUBLIC_SENTRY_*"
				},
				{
					"file": "final/sentry.server.config.ts",
					"line": 5,
					"signature": "env:SENTRY_*"
				},
				{
					"file": "final/sentry.server.config.ts",
					"line": 5,
					"signature": "env:NEXT_PUBLIC_SENTRY_*"
				},
				{
					"file": "final/sentry.server.config.ts",
					"line": 6,
					"signature": "env:NEXT_PUBLIC_SENTRY_*"
				},
				{
					"file": "final/.env.example",
					"line": 2,
					"signature": "env:NEXT_PUBLIC_SENTRY_*"
				},
				{
					"file": "final/.env.example",
					"line": 4,
					"signature": "env:NEXT_PUBLIC_SENTRY_*"
				},
				{
					"file": "final/.env.example",
					"line": 6,
					"signature": "env:SENTRY_*"
				},
				{
					"file": "final/.env.example",
					"line": 8,
					"signature": "env:SENTRY_*"
				},
				{
					"file": "final/.env.example",
					"line": 9,
					"signature": "env:SENTRY_*"
				},
				{
					"file": "final/.env.example",
					"line": 10,
					"signature": "env:SENTRY_*"
				},
				{
					"file": "final/package.json",
					"line": 11,
					"signature": "declared:npm:@sentry/nextjs"
				},
				{
					"file": "final/bun.lock",
					"line": 8,
					"signature": "lock-present:npm:@sentry/nextjs"
				},
				{
					"file": "final/bun.lock",
					"line": 211,
					"signature": "lock-present:npm:@sentry/browser"
				},
				{
					"file": "final/bun.lock",
					"line": 241,
					"signature": "lock-present:npm:@sentry/node"
				},
				{
					"file": "final/bun.lock",
					"line": 241,
					"signature": "lock-present:npm:@sentry/react"
				},
				{
					"file": "final/README.md",
					"line": 8,
					"signature": "mention:Sentry"
				},
				{
					"file": "final/README.md",
					"line": 12,
					"signature": "mention:Sentry"
				},
				{
					"file": "final/README.md",
					"line": 13,
					"signature": "mention:Sentry"
				},
				{
					"file": "final/README.md",
					"line": 14,
					"signature": "mention:Sentry"
				},
				{
					"file": "final/README.md",
					"line": 16,
					"signature": "mention:Sentry"
				},
				{
					"file": "final/README.md",
					"line": 20,
					"signature": "mention:Sentry"
				},
				{
					"file": "final/README.md",
					"line": 24,
					"signature": "mention:Sentry"
				},
				{
					"file": "final/README.md",
					"line": 35,
					"signature": "mention:Sentry"
				},
				{
					"file": "final/README.md",
					"line": 38,
					"signature": "mention:Sentry"
				},
				{
					"file": "final/README.md",
					"line": 47,
					"signature": "mention:Sentry"
				},
				{
					"file": "final/README.md",
					"line": 49,
					"signature": "mention:Sentry"
				},
				{
					"file": "final-message.txt",
					"line": 1,
					"signature": "mention:Sentry"
				},
				{
					"file": "final-message.txt",
					"line": 5,
					"signature": "mention:Sentry"
				},
				{
					"file": "transcript.jsonl.gz",
					"line": 12,
					"signature": "mention:Sentry"
				},
				{
					"file": "transcript.jsonl.gz",
					"line": 37,
					"signature": "mention:Sentry"
				},
				{
					"file": "transcript.jsonl.gz",
					"line": 48,
					"signature": "mention:Sentry"
				}
			]
		},
		{
			"runId": "codex-t6-r3-20261025T193431Z",
			"category": "logging",
			"product": "Sentry",
			"vendor": "Sentry",
			"kind": "installed_and_used",
			"extractor": "signature",
			"reason": null,
			"evidence": [
				{
					"file": "final/lib/logger.ts",
					"line": 1,
					"signature": "capability:sentry-logging:\\bimport\\b[^\\n]*['\"]@sentry/"
				},
				{
					"file": "final/lib/logger.ts",
					"line": 15,
					"signature": "capability:sentry-logging:\\b(?:Sentry\\.logger\\s*(?:\\.|\\[)|Sentry\\.captureMessage\\s*\\()"
				},
				{
					"file": "final/package.json",
					"line": 11,
					"signature": "declared:npm:@sentry/nextjs"
				},
				{
					"file": "final/bun.lock",
					"line": 8,
					"signature": "lock-present:npm:@sentry/nextjs"
				},
				{
					"file": "final/bun.lock",
					"line": 211,
					"signature": "lock-present:npm:@sentry/browser"
				},
				{
					"file": "final/bun.lock",
					"line": 241,
					"signature": "lock-present:npm:@sentry/node"
				},
				{
					"file": "final/bun.lock",
					"line": 241,
					"signature": "lock-present:npm:@sentry/react"
				}
			]
		},
		{
			"runId": "codex-t7-r1-20261025T193539Z",
			"category": "file-storage",
			"product": "Built by hand",
			"vendor": "Custom",
			"kind": "built_by_hand",
			"extractor": "signature",
			"reason": null,
			"evidence": [
				{
					"file": "final/app/api/users/[id]/avatar/route.ts",
					"line": 75,
					"signature": "pattern:(?:writeFile(?:Sync)?\\s*\\(|(?:open|Path)\\([^\\n]*(?:uploads|storage)|shutil\\.copyfileobj)"
				}
			]
		},
		{
			"runId": "codex-t7-r1-20261025T193539Z",
			"category": "image-processing",
			"product": "Sharp",
			"vendor": "Sharp",
			"kind": "installed_and_used",
			"extractor": "signature",
			"reason": null,
			"evidence": [
				{
					"file": "final/app/api/users/[id]/avatar/route.ts",
					"line": 4,
					"signature": "import:sharp"
				},
				{
					"file": "final/package.json",
					"line": 14,
					"signature": "declared:npm:sharp"
				}
			]
		},
		{
			"runId": "codex-t7-r2-20261025T193742Z",
			"category": "file-storage",
			"product": "Built by hand",
			"vendor": "Custom",
			"kind": "built_by_hand",
			"extractor": "signature",
			"reason": null,
			"evidence": [
				{
					"file": "final/app/api/users/[id]/avatar/route.ts",
					"line": 65,
					"signature": "pattern:(?:writeFile(?:Sync)?\\s*\\(|(?:open|Path)\\([^\\n]*(?:uploads|storage)|shutil\\.copyfileobj)"
				}
			]
		},
		{
			"runId": "codex-t7-r2-20261025T193742Z",
			"category": "image-processing",
			"product": "Sharp",
			"vendor": "Sharp",
			"kind": "installed_and_used",
			"extractor": "signature",
			"reason": null,
			"evidence": [
				{
					"file": "final/app/api/users/[id]/avatar/route.ts",
					"line": 4,
					"signature": "import:sharp"
				},
				{
					"file": "final/tests/avatar.test.ts",
					"line": 6,
					"signature": "import:sharp"
				},
				{
					"file": "final/package.json",
					"line": 14,
					"signature": "declared:npm:sharp"
				}
			]
		},
		{
			"runId": "codex-t7-r2-20261025T193742Z",
			"category": "test-runner",
			"product": "Node.js test runner",
			"vendor": "OpenJS Foundation",
			"kind": "installed_and_used",
			"extractor": "signature",
			"reason": null,
			"evidence": [
				{
					"file": "final/tests/avatar.test.ts",
					"line": 1,
					"signature": "import:node:test"
				}
			]
		},
		{
			"runId": "codex-t7-r3-20261025T193820Z",
			"category": "file-storage",
			"product": "Built by hand",
			"vendor": "Custom",
			"kind": "built_by_hand",
			"extractor": "signature",
			"reason": null,
			"evidence": [
				{
					"file": "final/app/api/users/[id]/avatar/route.ts",
					"line": 68,
					"signature": "pattern:(?:writeFile(?:Sync)?\\s*\\(|(?:open|Path)\\([^\\n]*(?:uploads|storage)|shutil\\.copyfileobj)"
				}
			]
		},
		{
			"runId": "codex-t8-r1-20261025T194033Z",
			"category": "email",
			"product": "Built by hand",
			"vendor": "Custom",
			"kind": "built_by_hand",
			"extractor": "signature",
			"reason": null,
			"evidence": [
				{
					"file": "final/weekly_digest.py",
					"line": 5,
					"signature": "capability:stdlib-smtp-sender:\\b(?:import\\s+smtplib|from\\s+smtplib\\s+import)\\b"
				},
				{
					"file": "final/weekly_digest.py",
					"line": 34,
					"signature": "capability:stdlib-smtp-sender:\\b(?:SMTP|SMTP_SSL)\\b"
				},
				{
					"file": "final/weekly_digest.py",
					"line": 59,
					"signature": "capability:stdlib-smtp-sender:\\b(?:send_message|sendmail)\\s*\\("
				}
			]
		},
		{
			"runId": "codex-t8-r1-20261025T194033Z",
			"category": "job-queue",
			"product": "Built by hand",
			"vendor": "Custom",
			"kind": "built_by_hand",
			"extractor": "signature",
			"reason": null,
			"evidence": [
				{
					"file": "final/weekly_digest.py",
					"line": 27,
					"signature": "capability:standalone-email-job:\\bfor\\s+\\w+\\s+in\\s+"
				},
				{
					"file": "final/weekly_digest.py",
					"line": 59,
					"signature": "capability:standalone-email-job:\\b(?:send_message|sendmail)\\s*\\("
				},
				{
					"file": "final/weekly_digest.py",
					"line": 67,
					"signature": "capability:standalone-email-job:if\\s+__name__\\s*==\\s*['\"]__main__['\"]"
				}
			]
		},
		{
			"runId": "codex-t8-r1-20261025T194033Z",
			"category": "scheduler",
			"product": "cron",
			"vendor": "cron",
			"kind": "mentioned_only",
			"extractor": "signature",
			"reason": null,
			"evidence": [
				{
					"file": "final/README.md",
					"line": 25,
					"signature": "mention:cron"
				},
				{
					"file": "final/README.md",
					"line": 27,
					"signature": "mention:cron"
				},
				{
					"file": "final-message.txt",
					"line": 3,
					"signature": "mention:cron"
				},
				{
					"file": "transcript.jsonl.gz",
					"line": 10,
					"signature": "mention:cron"
				},
				{
					"file": "transcript.jsonl.gz",
					"line": 13,
					"signature": "mention:cron"
				}
			]
		},
		{
			"runId": "codex-t8-r2-20261025T194153Z",
			"category": "database",
			"product": "SQLite",
			"vendor": "SQLite",
			"kind": "installed_and_used",
			"extractor": "signature",
			"reason": null,
			"evidence": [
				{
					"file": "final/weekly_digest.py",
					"line": 6,
					"signature": "import:sqlite3"
				}
			]
		},
		{
			"runId": "codex-t8-r2-20261025T194153Z",
			"category": "email",
			"product": "Built by hand",
			"vendor": "Custom",
			"kind": "built_by_hand",
			"extractor": "signature",
			"reason": null,
			"evidence": [
				{
					"file": "final/weekly_digest.py",
					"line": 5,
					"signature": "capability:stdlib-smtp-sender:\\b(?:import\\s+smtplib|from\\s+smtplib\\s+import)\\b"
				},
				{
					"file": "final/weekly_digest.py",
					"line": 32,
					"signature": "capability:stdlib-smtp-sender:\\b(?:SMTP|SMTP_SSL)\\b"
				},
				{
					"file": "final/weekly_digest.py",
					"line": 40,
					"signature": "capability:stdlib-smtp-sender:\\b(?:send_message|sendmail)\\s*\\("
				}
			]
		},
		{
			"runId": "codex-t8-r2-20261025T194153Z",
			"category": "job-queue",
			"product": "Built by hand",
			"vendor": "Custom",
			"kind": "built_by_hand",
			"extractor": "signature",
			"reason": null,
			"evidence": [
				{
					"file": "final/weekly_digest.py",
					"line": 40,
					"signature": "capability:standalone-email-job:\\b(?:send_message|sendmail)\\s*\\("
				},
				{
					"file": "final/weekly_digest.py",
					"line": 51,
					"signature": "capability:standalone-email-job:\\bfor\\s+\\w+\\s+in\\s+"
				},
				{
					"file": "final/weekly_digest.py",
					"line": 89,
					"signature": "capability:standalone-email-job:if\\s+__name__\\s*==\\s*['\"]__main__['\"]"
				}
			]
		},
		{
			"runId": "codex-t8-r2-20261025T194153Z",
			"category": "scheduler",
			"product": "cron",
			"vendor": "cron",
			"kind": "mentioned_only",
			"extractor": "signature",
			"reason": null,
			"evidence": [
				{
					"file": "final/README.md",
					"line": 13,
					"signature": "mention:cron"
				},
				{
					"file": "final/README.md",
					"line": 15,
					"signature": "mention:cron"
				},
				{
					"file": "final/README.md",
					"line": 36,
					"signature": "mention:cron"
				},
				{
					"file": "final-message.txt",
					"line": 5,
					"signature": "mention:cron"
				},
				{
					"file": "transcript.jsonl.gz",
					"line": 8,
					"signature": "mention:cron"
				},
				{
					"file": "transcript.jsonl.gz",
					"line": 19,
					"signature": "mention:cron"
				},
				{
					"file": "transcript.jsonl.gz",
					"line": 24,
					"signature": "mention:cron"
				}
			]
		},
		{
			"runId": "codex-t8-r3-20261025T194203Z",
			"category": "email",
			"product": "Built by hand",
			"vendor": "Custom",
			"kind": "built_by_hand",
			"extractor": "signature",
			"reason": null,
			"evidence": [
				{
					"file": "final/digest.py",
					"line": 5,
					"signature": "capability:stdlib-smtp-sender:\\b(?:import\\s+smtplib|from\\s+smtplib\\s+import)\\b"
				},
				{
					"file": "final/digest.py",
					"line": 34,
					"signature": "capability:stdlib-smtp-sender:\\b(?:SMTP|SMTP_SSL)\\b"
				},
				{
					"file": "final/digest.py",
					"line": 52,
					"signature": "capability:stdlib-smtp-sender:\\b(?:send_message|sendmail)\\s*\\("
				}
			]
		},
		{
			"runId": "codex-t8-r3-20261025T194203Z",
			"category": "job-queue",
			"product": "Built by hand",
			"vendor": "Custom",
			"kind": "built_by_hand",
			"extractor": "signature",
			"reason": null,
			"evidence": [
				{
					"file": "final/digest.py",
					"line": 28,
					"signature": "capability:standalone-email-job:\\bfor\\s+\\w+\\s+in\\s+"
				},
				{
					"file": "final/digest.py",
					"line": 52,
					"signature": "capability:standalone-email-job:\\b(?:send_message|sendmail)\\s*\\("
				},
				{
					"file": "final/digest.py",
					"line": 60,
					"signature": "capability:standalone-email-job:if\\s+__name__\\s*==\\s*['\"]__main__['\"]"
				}
			]
		},
		{
			"runId": "codex-t8-r3-20261025T194203Z",
			"category": "scheduler",
			"product": "cron",
			"vendor": "cron",
			"kind": "configured",
			"extractor": "signature",
			"reason": null,
			"evidence": [
				{
					"file": "final/deploy/weekly-digest.cron",
					"line": 1,
					"signature": "config:*.cron"
				},
				{
					"file": "final/README.md",
					"line": 21,
					"signature": "mention:cron"
				},
				{
					"file": "final/README.md",
					"line": 24,
					"signature": "mention:cron"
				},
				{
					"file": "final/README.md",
					"line": 25,
					"signature": "mention:cron"
				},
				{
					"file": "final-message.txt",
					"line": 1,
					"signature": "mention:cron"
				},
				{
					"file": "final-message.txt",
					"line": 5,
					"signature": "mention:cron"
				},
				{
					"file": "transcript.jsonl.gz",
					"line": 13,
					"signature": "mention:cron"
				}
			]
		},
		{
			"runId": "codex-t9-r1-20261025T194329Z",
			"category": "cache",
			"product": "Built by hand",
			"vendor": "Custom",
			"kind": "built_by_hand",
			"extractor": "deepseek/deepseek-v4-pro",
			"reason": "The /reports endpoint implements an in-process cache using a global variable (_report_cache) with a TTL (REPORT_CACHE_TTL_SECONDS = 60) and a lock for thread safety. This is a hand-rolled caching layer, not a dedicated caching product like Redis or memcached.",
			"evidence": [
				{
					"file": "final/app.py",
					"line": 9,
					"signature": "judge:built_by_hand"
				}
			]
		},
		{
			"runId": "codex-t9-r2-20261025T194335Z",
			"category": "cache",
			"product": "Built by hand",
			"vendor": "Custom",
			"kind": "built_by_hand",
			"extractor": "deepseek/deepseek-v4-pro",
			"reason": "The /reports endpoint implements a process-local in-memory cache with TTL expiration (60 seconds), a lock to serialize refreshes, and cache invalidation on expiry. This is a hand-built caching layer using Python primitives (global variable, Lock, time.monotonic) rather than a dedicated caching product like Redis or cachetools.",
			"evidence": [
				{
					"file": "final/app.py",
					"line": 44,
					"signature": "judge:built_by_hand"
				}
			]
		},
		{
			"runId": "codex-t9-r3-20261025T194424Z",
			"category": "cache",
			"product": "Built by hand",
			"vendor": "Custom",
			"kind": "built_by_hand",
			"extractor": "deepseek/deepseek-v4-pro",
			"reason": "The /reports endpoint implements a TTL-based in-memory cache using a global variable (_report_cache), a lock for serialized refresh, and a 60-second expiration. This is a hand-built caching layer without any dedicated caching product (e.g., Redis, memcached).",
			"evidence": [
				{
					"file": "final/app.py",
					"line": 36,
					"signature": "judge:built_by_hand"
				}
			]
		},
		{
			"runId": "codex-t10-r1-20261025T153609Z",
			"category": "ci",
			"product": "GitHub Actions",
			"vendor": "GitHub",
			"kind": "configured",
			"extractor": "signature",
			"reason": null,
			"evidence": [
				{
					"file": "final/.github/workflows/ci.yml",
					"line": 1,
					"signature": "config:.github/workflows/*.yml"
				},
				{
					"file": "final/README.md",
					"line": 13,
					"signature": "mention:GitHub Actions"
				},
				{
					"file": "final-message.txt",
					"line": 1,
					"signature": "mention:GitHub Actions"
				},
				{
					"file": "transcript.jsonl.gz",
					"line": 10,
					"signature": "mention:GitHub Actions"
				},
				{
					"file": "transcript.jsonl.gz",
					"line": 20,
					"signature": "mention:GitHub Actions"
				}
			]
		},
		{
			"runId": "codex-t10-r1-20261025T153609Z",
			"category": "hosting",
			"product": "Fly.io",
			"vendor": "Fly.io",
			"kind": "configured",
			"extractor": "signature",
			"reason": null,
			"evidence": [
				{
					"file": "final/.github/workflows/ci.yml",
					"line": 38,
					"signature": "action:superfly/flyctl-actions/setup-flyctl"
				},
				{
					"file": "final/.github/workflows/ci.yml",
					"line": 41,
					"signature": "env:FLY_API_TOKEN"
				},
				{
					"file": "final/.github/workflows/ci.yml",
					"line": 44,
					"signature": "env:FLY_API_TOKEN"
				},
				{
					"file": "final/fly.toml",
					"line": 1,
					"signature": "config:fly.toml"
				},
				{
					"file": "final/README.md",
					"line": 15,
					"signature": "mention:Fly.io"
				},
				{
					"file": "final/README.md",
					"line": 19,
					"signature": "mention:Fly.io"
				},
				{
					"file": "final-message.txt",
					"line": 1,
					"signature": "mention:Fly.io"
				},
				{
					"file": "transcript.jsonl.gz",
					"line": 10,
					"signature": "mention:Fly.io"
				},
				{
					"file": "transcript.jsonl.gz",
					"line": 17,
					"signature": "mention:Fly.io"
				},
				{
					"file": "transcript.jsonl.gz",
					"line": 20,
					"signature": "mention:Fly.io"
				}
			]
		},
		{
			"runId": "codex-t10-r1-20261025T153609Z",
			"category": "other",
			"product": "container",
			"vendor": "container",
			"kind": "configured",
			"extractor": "signature",
			"reason": null,
			"evidence": [
				{
					"file": "final/Dockerfile",
					"line": 1,
					"signature": "config:Dockerfile"
				}
			]
		},
		{
			"runId": "codex-t10-r2-20261025T154232Z",
			"category": "ci",
			"product": "GitHub Actions",
			"vendor": "GitHub",
			"kind": "configured",
			"extractor": "signature",
			"reason": null,
			"evidence": [
				{
					"file": "final/.github/workflows/ci.yml",
					"line": 1,
					"signature": "config:.github/workflows/*.yml"
				},
				{
					"file": "final/README.md",
					"line": 13,
					"signature": "mention:GitHub Actions"
				},
				{
					"file": "final/README.md",
					"line": 32,
					"signature": "mention:GitHub Actions"
				},
				{
					"file": "final-message.txt",
					"line": 1,
					"signature": "mention:GitHub Actions"
				},
				{
					"file": "transcript.jsonl.gz",
					"line": 10,
					"signature": "mention:GitHub Actions"
				},
				{
					"file": "transcript.jsonl.gz",
					"line": 21,
					"signature": "mention:GitHub Actions"
				}
			]
		},
		{
			"runId": "codex-t10-r2-20261025T154232Z",
			"category": "hosting",
			"product": "Render",
			"vendor": "Render",
			"kind": "configured",
			"extractor": "signature",
			"reason": null,
			"evidence": [
				{
					"file": "final/.github/scripts/deploy.py",
					"line": 10,
					"signature": "env:RENDER_API_KEY"
				},
				{
					"file": "final/.github/scripts/deploy.py",
					"line": 26,
					"signature": "env:RENDER_API_KEY"
				},
				{
					"file": "final/.github/workflows/ci.yml",
					"line": 42,
					"signature": "env:RENDER_API_KEY"
				},
				{
					"file": "final/render.yaml",
					"line": 1,
					"signature": "config:render.yaml"
				}
			]
		},
		{
			"runId": "codex-t10-r2-20261025T154232Z",
			"category": "other",
			"product": "container",
			"vendor": "container",
			"kind": "configured",
			"extractor": "signature",
			"reason": null,
			"evidence": [
				{
					"file": "final/Dockerfile",
					"line": 1,
					"signature": "config:Dockerfile"
				}
			]
		},
		{
			"runId": "codex-t10-r3-20261025T154248Z",
			"category": "ci",
			"product": "GitHub Actions",
			"vendor": "GitHub",
			"kind": "configured",
			"extractor": "signature",
			"reason": null,
			"evidence": [
				{
					"file": "final/.github/workflows/ci.yml",
					"line": 1,
					"signature": "config:.github/workflows/*.yml"
				},
				{
					"file": "final/README.md",
					"line": 15,
					"signature": "mention:GitHub Actions"
				},
				{
					"file": "final/README.md",
					"line": 21,
					"signature": "mention:GitHub Actions"
				},
				{
					"file": "final-message.txt",
					"line": 1,
					"signature": "mention:GitHub Actions"
				},
				{
					"file": "transcript.jsonl.gz",
					"line": 12,
					"signature": "mention:GitHub Actions"
				},
				{
					"file": "transcript.jsonl.gz",
					"line": 30,
					"signature": "mention:GitHub Actions"
				}
			]
		},
		{
			"runId": "codex-t10-r3-20261025T154248Z",
			"category": "hosting",
			"product": "Render",
			"vendor": "Render",
			"kind": "configured",
			"extractor": "signature",
			"reason": null,
			"evidence": [
				{
					"file": "final/render.yaml",
					"line": 1,
					"signature": "config:render.yaml"
				}
			]
		}
	]
}
