{"adoption": {"forks": 386, "observed_at": "2026-08-28T04:07:53.181735+00:00", "stars": 3278}, "canonical_url": "https://ross.abutalabs.com/products/kirocrew", "card": {"archived": false, "artifact_type": "application", "description": "A persistent workspace for development work that self-improves and continues beyond one session.", "domain": ["developer-tools", "large-language-models"], "enriched": true, "function": ["agent-framework", "workflow-automation", "scheduling", "webhook", "chat-interface", "developer-tools", "rag", "mcp"], "health_score": 100, "homepage": "https://kiro.dev/crew/", "language": "Python", "license": "Apache-2.0", "license_family": "permissive", "maturity": "active", "member_repos": ["kirodotdev/KiroCrew"], "name": "kirodotdev/KiroCrew", "platform": ["windows", "self-hosted", "python", "cli"], "pushed_at": "2026-08-26T22:36:46+00:00", "repo": "kirodotdev/KiroCrew", "stars": 3278, "tags": ["persistent-workspace", "agentic-coding", "self-improving-agents", "memory", "knowledge-graph", "cron-scheduling", "heartbeat-monitoring", "slack-integration", "discord-integration", "sandboxing", "ai-agents", "automation", "macos", "linux", "docker", "desktop"], "topics": ["agent", "agentic-ai", "agents", "kiro", "ai-agent", "ai-agents", "automation", "devtools", "llm"], "urls": [], "use_cases": ["run ai agents on long-running dev tasks unattended", "persistent ai coding workspace that remembers context across sessions", "schedule recurring automated agent jobs", "monitor systems with agent heartbeats and get alerted", "turn repeated corrections into reusable agent skills", "self-host an ai agent workspace on my own hardware", "coordinate ai agents from slack or discord"], "what_it_is": "Kiro Crew is an open-source persistent development workspace where AI agent crews run multi-step tasks unattended, remember context across sessions, and self-improve through durable lessons and skills stored as Markdown. It runs locally or remotely on your hardware via desktop app, web dashboard, CLI, or integrations like Slack and Discord, with cron schedules, webhook triggers, and heartbeat monitors.", "when_to_avoid": ["you only need a simple one-shot chatbot without persistence", "you require a fully managed cloud service rather than self-hosting", "you want a lightweight CLI agent without a workspace/app ecosystem"], "when_to_choose": ["you want agents that persist memory, lessons, and skills across sessions", "you need unattended, scheduled, or webhook-triggered agent work on your own hardware", "you want inspectable, editable agent knowledge as Markdown files", "you need security layers like sandboxing, credential redaction, and audit logs"]}, "data_as_of": "2026-08-30T08:39:29.467469+00:00", "members": [{"path": "/products/kirocrew", "repo": "kirodotdev/KiroCrew", "role": "main", "score": 79}], "provenance": {"archived": {"kind": "observed", "observed_at": "2026-08-28T04:07:53.181735+00:00", "source": "github"}, "artifact_type": {"confidence": null, "enriched_at": "2026-08-29T18:43:21.326965+00:00", "kind": "inferred", "prompt_version": 1, "sources": [{"content_hash": "153701046c2727baa982cb804b636815829da8f8407fd703efc6f37f7cb40f87", "fetched_at": "2026-08-28T04:07:53.181735+00:00", "kind": "readme", "missing": false, "url": "https://github.com/kirodotdev/KiroCrew"}, {"content_hash": "3e16651bf7a9bdd7fa8111acfd9cf8a4327a06b5e5b31ce8dafcf41802300765", "fetched_at": "2026-08-29T09:36:17.714637+00:00", "kind": "homepage", "missing": false, "url": "https://kiro.dev/crew/"}, {"content_hash": "e278888aab626a403a9796803b12b9a462fa97c4d9e411acd1fd3ef9029959f8", "fetched_at": "2026-08-29T09:36:17.724041+00:00", "kind": "site_page", "missing": false, "url": "https://kiro.dev/docs/steering"}, {"content_hash": "d10e653cffd3268e8f488e8f8f6dcecebc2a1ef26baebf43c0e13c4eb0ce7fb9", "fetched_at": "2026-08-29T09:36:17.726134+00:00", "kind": "site_page", "missing": false, "url": "https://kiro.dev/about"}, {"content_hash": "760f78394c30e35405c853d656565c2f3bd6ff3700a5b7afa4bc1408b622fa8b", "fetched_at": "2026-08-29T09:36:17.729475+00:00", "kind": "site_page", "missing": false, "url": "https://kiro.dev/docs"}, {"content_hash": "ba875438dd20b2e8df41a0bfca86649de4b16bc9f34bda1dd0550fb855a21f79", "fetched_at": "2026-08-29T09:36:17.727783+00:00", "kind": "site_page", "missing": false, "url": "https://kiro.dev/pricing"}, {"content_hash": "312747deacd444793a13efbc44f03015469b0b80bb300e35f72ae007047a98b6", "fetched_at": "2026-08-29T09:36:17.731050+00:00", "kind": "site_page", "missing": false, "url": "https://kiro.dev/changelog"}, {"content_hash": "0fdadf77272a5ad6f5e6b403238ead1fdbde4a927f4168a3bb1a9ced049cd1b8", "fetched_at": "2026-08-29T09:36:17.732851+00:00", "kind": "site_page", "missing": false, "url": "https://kiro.dev/faq"}], "taxonomy_version": 1}, "description": {"kind": "observed", "observed_at": "2026-08-28T04:07:53.181735+00:00", "source": "github"}, "domain": {"confidence": null, "enriched_at": "2026-08-29T18:43:21.326965+00:00", "kind": "inferred", "prompt_version": 1, "sources": [{"content_hash": "153701046c2727baa982cb804b636815829da8f8407fd703efc6f37f7cb40f87", "fetched_at": "2026-08-28T04:07:53.181735+00:00", "kind": "readme", "missing": false, "url": "https://github.com/kirodotdev/KiroCrew"}, {"content_hash": "3e16651bf7a9bdd7fa8111acfd9cf8a4327a06b5e5b31ce8dafcf41802300765", "fetched_at": "2026-08-29T09:36:17.714637+00:00", "kind": "homepage", "missing": false, "url": "https://kiro.dev/crew/"}, {"content_hash": "e278888aab626a403a9796803b12b9a462fa97c4d9e411acd1fd3ef9029959f8", "fetched_at": "2026-08-29T09:36:17.724041+00:00", "kind": "site_page", "missing": false, "url": "https://kiro.dev/docs/steering"}, {"content_hash": "d10e653cffd3268e8f488e8f8f6dcecebc2a1ef26baebf43c0e13c4eb0ce7fb9", "fetched_at": "2026-08-29T09:36:17.726134+00:00", "kind": "site_page", "missing": false, "url": "https://kiro.dev/about"}, {"content_hash": "760f78394c30e35405c853d656565c2f3bd6ff3700a5b7afa4bc1408b622fa8b", "fetched_at": "2026-08-29T09:36:17.729475+00:00", "kind": "site_page", "missing": false, "url": "https://kiro.dev/docs"}, {"content_hash": "ba875438dd20b2e8df41a0bfca86649de4b16bc9f34bda1dd0550fb855a21f79", "fetched_at": "2026-08-29T09:36:17.727783+00:00", "kind": "site_page", "missing": false, "url": "https://kiro.dev/pricing"}, {"content_hash": "312747deacd444793a13efbc44f03015469b0b80bb300e35f72ae007047a98b6", "fetched_at": "2026-08-29T09:36:17.731050+00:00", "kind": "site_page", "missing": false, "url": "https://kiro.dev/changelog"}, {"content_hash": "0fdadf77272a5ad6f5e6b403238ead1fdbde4a927f4168a3bb1a9ced049cd1b8", "fetched_at": "2026-08-29T09:36:17.732851+00:00", "kind": "site_page", "missing": false, "url": "https://kiro.dev/faq"}], "taxonomy_version": 1}, "enriched": {"inputs": [], "kind": "computed", "method": "enrichment_status"}, "function": {"confidence": null, "enriched_at": "2026-08-29T18:43:21.326965+00:00", "kind": "inferred", "prompt_version": 1, "sources": [{"content_hash": "153701046c2727baa982cb804b636815829da8f8407fd703efc6f37f7cb40f87", "fetched_at": "2026-08-28T04:07:53.181735+00:00", "kind": "readme", "missing": false, "url": "https://github.com/kirodotdev/KiroCrew"}, {"content_hash": "3e16651bf7a9bdd7fa8111acfd9cf8a4327a06b5e5b31ce8dafcf41802300765", "fetched_at": "2026-08-29T09:36:17.714637+00:00", "kind": "homepage", "missing": false, "url": "https://kiro.dev/crew/"}, {"content_hash": "e278888aab626a403a9796803b12b9a462fa97c4d9e411acd1fd3ef9029959f8", "fetched_at": "2026-08-29T09:36:17.724041+00:00", "kind": "site_page", "missing": false, "url": "https://kiro.dev/docs/steering"}, {"content_hash": "d10e653cffd3268e8f488e8f8f6dcecebc2a1ef26baebf43c0e13c4eb0ce7fb9", "fetched_at": "2026-08-29T09:36:17.726134+00:00", "kind": "site_page", "missing": false, "url": "https://kiro.dev/about"}, {"content_hash": "760f78394c30e35405c853d656565c2f3bd6ff3700a5b7afa4bc1408b622fa8b", "fetched_at": "2026-08-29T09:36:17.729475+00:00", "kind": "site_page", "missing": false, "url": "https://kiro.dev/docs"}, {"content_hash": "ba875438dd20b2e8df41a0bfca86649de4b16bc9f34bda1dd0550fb855a21f79", "fetched_at": "2026-08-29T09:36:17.727783+00:00", "kind": "site_page", "missing": false, "url": "https://kiro.dev/pricing"}, {"content_hash": "312747deacd444793a13efbc44f03015469b0b80bb300e35f72ae007047a98b6", "fetched_at": "2026-08-29T09:36:17.731050+00:00", "kind": "site_page", "missing": false, "url": "https://kiro.dev/changelog"}, {"content_hash": "0fdadf77272a5ad6f5e6b403238ead1fdbde4a927f4168a3bb1a9ced049cd1b8", "fetched_at": "2026-08-29T09:36:17.732851+00:00", "kind": "site_page", "missing": false, "url": "https://kiro.dev/faq"}], "taxonomy_version": 1}, "health_score": {"inputs": ["days_since_push", "days_since_release", "archived"], "kind": "computed", "method": "health_v1"}, "homepage": {"kind": "observed", "observed_at": "2026-08-28T04:07:53.181735+00:00", "source": "github"}, "language": {"kind": "observed", "observed_at": "2026-08-28T04:07:53.181735+00:00", "source": "github"}, "license": {"kind": "observed", "observed_at": "2026-08-28T04:07:53.181735+00:00", "source": "github"}, "license_family": {"inputs": ["license"], "kind": "computed", "method": "license_family"}, "maturity": {"confidence": null, "enriched_at": "2026-08-29T18:43:21.326965+00:00", "kind": "inferred", "prompt_version": 1, "sources": [{"content_hash": "153701046c2727baa982cb804b636815829da8f8407fd703efc6f37f7cb40f87", "fetched_at": "2026-08-28T04:07:53.181735+00:00", "kind": "readme", "missing": false, "url": "https://github.com/kirodotdev/KiroCrew"}, {"content_hash": "3e16651bf7a9bdd7fa8111acfd9cf8a4327a06b5e5b31ce8dafcf41802300765", "fetched_at": "2026-08-29T09:36:17.714637+00:00", "kind": "homepage", "missing": false, "url": "https://kiro.dev/crew/"}, {"content_hash": "e278888aab626a403a9796803b12b9a462fa97c4d9e411acd1fd3ef9029959f8", "fetched_at": "2026-08-29T09:36:17.724041+00:00", "kind": "site_page", "missing": false, "url": "https://kiro.dev/docs/steering"}, {"content_hash": "d10e653cffd3268e8f488e8f8f6dcecebc2a1ef26baebf43c0e13c4eb0ce7fb9", "fetched_at": "2026-08-29T09:36:17.726134+00:00", "kind": "site_page", "missing": false, "url": "https://kiro.dev/about"}, {"content_hash": "760f78394c30e35405c853d656565c2f3bd6ff3700a5b7afa4bc1408b622fa8b", "fetched_at": "2026-08-29T09:36:17.729475+00:00", "kind": "site_page", "missing": false, "url": "https://kiro.dev/docs"}, {"content_hash": "ba875438dd20b2e8df41a0bfca86649de4b16bc9f34bda1dd0550fb855a21f79", "fetched_at": "2026-08-29T09:36:17.727783+00:00", "kind": "site_page", "missing": false, "url": "https://kiro.dev/pricing"}, {"content_hash": "312747deacd444793a13efbc44f03015469b0b80bb300e35f72ae007047a98b6", "fetched_at": "2026-08-29T09:36:17.731050+00:00", "kind": "site_page", "missing": false, "url": "https://kiro.dev/changelog"}, {"content_hash": "0fdadf77272a5ad6f5e6b403238ead1fdbde4a927f4168a3bb1a9ced049cd1b8", "fetched_at": "2026-08-29T09:36:17.732851+00:00", "kind": "site_page", "missing": false, "url": "https://kiro.dev/faq"}], "taxonomy_version": 1}, "member_repos": {"kind": "observed", "observed_at": "2026-08-28T04:07:53.181735+00:00", "source": "github"}, "name": {"kind": "observed", "observed_at": "2026-08-28T04:07:53.181735+00:00", "source": "github"}, "platform": {"confidence": null, "enriched_at": "2026-08-29T18:43:21.326965+00:00", "kind": "inferred", "prompt_version": 1, "sources": [{"content_hash": "153701046c2727baa982cb804b636815829da8f8407fd703efc6f37f7cb40f87", "fetched_at": "2026-08-28T04:07:53.181735+00:00", "kind": "readme", "missing": false, "url": "https://github.com/kirodotdev/KiroCrew"}, {"content_hash": "3e16651bf7a9bdd7fa8111acfd9cf8a4327a06b5e5b31ce8dafcf41802300765", "fetched_at": "2026-08-29T09:36:17.714637+00:00", "kind": "homepage", "missing": false, "url": "https://kiro.dev/crew/"}, {"content_hash": "e278888aab626a403a9796803b12b9a462fa97c4d9e411acd1fd3ef9029959f8", "fetched_at": "2026-08-29T09:36:17.724041+00:00", "kind": "site_page", "missing": false, "url": "https://kiro.dev/docs/steering"}, {"content_hash": "d10e653cffd3268e8f488e8f8f6dcecebc2a1ef26baebf43c0e13c4eb0ce7fb9", "fetched_at": "2026-08-29T09:36:17.726134+00:00", "kind": "site_page", "missing": false, "url": "https://kiro.dev/about"}, {"content_hash": "760f78394c30e35405c853d656565c2f3bd6ff3700a5b7afa4bc1408b622fa8b", "fetched_at": "2026-08-29T09:36:17.729475+00:00", "kind": "site_page", "missing": false, "url": "https://kiro.dev/docs"}, {"content_hash": "ba875438dd20b2e8df41a0bfca86649de4b16bc9f34bda1dd0550fb855a21f79", "fetched_at": "2026-08-29T09:36:17.727783+00:00", "kind": "site_page", "missing": false, "url": "https://kiro.dev/pricing"}, {"content_hash": "312747deacd444793a13efbc44f03015469b0b80bb300e35f72ae007047a98b6", "fetched_at": "2026-08-29T09:36:17.731050+00:00", "kind": "site_page", "missing": false, "url": "https://kiro.dev/changelog"}, {"content_hash": "0fdadf77272a5ad6f5e6b403238ead1fdbde4a927f4168a3bb1a9ced049cd1b8", "fetched_at": "2026-08-29T09:36:17.732851+00:00", "kind": "site_page", "missing": false, "url": "https://kiro.dev/faq"}], "taxonomy_version": 1}, "pushed_at": {"kind": "observed", "observed_at": "2026-08-28T04:07:53.181735+00:00", "source": "github"}, "repo": {"kind": "observed", "observed_at": "2026-08-28T04:07:53.181735+00:00", "source": "github"}, "stars": {"kind": "observed", "observed_at": "2026-08-28T04:07:53.181735+00:00", "source": "github"}, "tags": {"confidence": null, "enriched_at": "2026-08-29T18:43:21.326965+00:00", "kind": "inferred", "prompt_version": 1, "sources": [{"content_hash": "153701046c2727baa982cb804b636815829da8f8407fd703efc6f37f7cb40f87", "fetched_at": "2026-08-28T04:07:53.181735+00:00", "kind": "readme", "missing": false, "url": "https://github.com/kirodotdev/KiroCrew"}, {"content_hash": "3e16651bf7a9bdd7fa8111acfd9cf8a4327a06b5e5b31ce8dafcf41802300765", "fetched_at": "2026-08-29T09:36:17.714637+00:00", "kind": "homepage", "missing": false, "url": "https://kiro.dev/crew/"}, {"content_hash": "e278888aab626a403a9796803b12b9a462fa97c4d9e411acd1fd3ef9029959f8", "fetched_at": "2026-08-29T09:36:17.724041+00:00", "kind": "site_page", "missing": false, "url": "https://kiro.dev/docs/steering"}, {"content_hash": "d10e653cffd3268e8f488e8f8f6dcecebc2a1ef26baebf43c0e13c4eb0ce7fb9", "fetched_at": "2026-08-29T09:36:17.726134+00:00", "kind": "site_page", "missing": false, "url": "https://kiro.dev/about"}, {"content_hash": "760f78394c30e35405c853d656565c2f3bd6ff3700a5b7afa4bc1408b622fa8b", "fetched_at": "2026-08-29T09:36:17.729475+00:00", "kind": "site_page", "missing": false, "url": "https://kiro.dev/docs"}, {"content_hash": "ba875438dd20b2e8df41a0bfca86649de4b16bc9f34bda1dd0550fb855a21f79", "fetched_at": "2026-08-29T09:36:17.727783+00:00", "kind": "site_page", "missing": false, "url": "https://kiro.dev/pricing"}, {"content_hash": "312747deacd444793a13efbc44f03015469b0b80bb300e35f72ae007047a98b6", "fetched_at": "2026-08-29T09:36:17.731050+00:00", "kind": "site_page", "missing": false, "url": "https://kiro.dev/changelog"}, {"content_hash": "0fdadf77272a5ad6f5e6b403238ead1fdbde4a927f4168a3bb1a9ced049cd1b8", "fetched_at": "2026-08-29T09:36:17.732851+00:00", "kind": "site_page", "missing": false, "url": "https://kiro.dev/faq"}], "taxonomy_version": 1}, "topics": {"kind": "observed", "observed_at": "2026-08-28T04:07:53.181735+00:00", "source": "github"}, "urls": {"kind": "observed", "observed_at": "2026-08-28T04:07:53.181735+00:00", "source": "github"}, "use_cases": {"confidence": null, "enriched_at": "2026-08-29T18:43:21.326965+00:00", "kind": "inferred", "prompt_version": 1, "sources": [{"content_hash": "153701046c2727baa982cb804b636815829da8f8407fd703efc6f37f7cb40f87", "fetched_at": "2026-08-28T04:07:53.181735+00:00", "kind": "readme", "missing": false, "url": "https://github.com/kirodotdev/KiroCrew"}, {"content_hash": "3e16651bf7a9bdd7fa8111acfd9cf8a4327a06b5e5b31ce8dafcf41802300765", "fetched_at": "2026-08-29T09:36:17.714637+00:00", "kind": "homepage", "missing": false, "url": "https://kiro.dev/crew/"}, {"content_hash": "e278888aab626a403a9796803b12b9a462fa97c4d9e411acd1fd3ef9029959f8", "fetched_at": "2026-08-29T09:36:17.724041+00:00", "kind": "site_page", "missing": false, "url": "https://kiro.dev/docs/steering"}, {"content_hash": "d10e653cffd3268e8f488e8f8f6dcecebc2a1ef26baebf43c0e13c4eb0ce7fb9", "fetched_at": "2026-08-29T09:36:17.726134+00:00", "kind": "site_page", "missing": false, "url": "https://kiro.dev/about"}, {"content_hash": "760f78394c30e35405c853d656565c2f3bd6ff3700a5b7afa4bc1408b622fa8b", "fetched_at": "2026-08-29T09:36:17.729475+00:00", "kind": "site_page", "missing": false, "url": "https://kiro.dev/docs"}, {"content_hash": "ba875438dd20b2e8df41a0bfca86649de4b16bc9f34bda1dd0550fb855a21f79", "fetched_at": "2026-08-29T09:36:17.727783+00:00", "kind": "site_page", "missing": false, "url": "https://kiro.dev/pricing"}, {"content_hash": "312747deacd444793a13efbc44f03015469b0b80bb300e35f72ae007047a98b6", "fetched_at": "2026-08-29T09:36:17.731050+00:00", "kind": "site_page", "missing": false, "url": "https://kiro.dev/changelog"}, {"content_hash": "0fdadf77272a5ad6f5e6b403238ead1fdbde4a927f4168a3bb1a9ced049cd1b8", "fetched_at": "2026-08-29T09:36:17.732851+00:00", "kind": "site_page", "missing": false, "url": "https://kiro.dev/faq"}], "taxonomy_version": 1}, "what_it_is": {"confidence": null, "enriched_at": "2026-08-29T18:43:21.326965+00:00", "kind": "inferred", "prompt_version": 1, "sources": [{"content_hash": "153701046c2727baa982cb804b636815829da8f8407fd703efc6f37f7cb40f87", "fetched_at": "2026-08-28T04:07:53.181735+00:00", "kind": "readme", "missing": false, "url": "https://github.com/kirodotdev/KiroCrew"}, {"content_hash": "3e16651bf7a9bdd7fa8111acfd9cf8a4327a06b5e5b31ce8dafcf41802300765", "fetched_at": "2026-08-29T09:36:17.714637+00:00", "kind": "homepage", "missing": false, "url": "https://kiro.dev/crew/"}, {"content_hash": "e278888aab626a403a9796803b12b9a462fa97c4d9e411acd1fd3ef9029959f8", "fetched_at": "2026-08-29T09:36:17.724041+00:00", "kind": "site_page", "missing": false, "url": "https://kiro.dev/docs/steering"}, {"content_hash": "d10e653cffd3268e8f488e8f8f6dcecebc2a1ef26baebf43c0e13c4eb0ce7fb9", "fetched_at": "2026-08-29T09:36:17.726134+00:00", "kind": "site_page", "missing": false, "url": "https://kiro.dev/about"}, {"content_hash": "760f78394c30e35405c853d656565c2f3bd6ff3700a5b7afa4bc1408b622fa8b", "fetched_at": "2026-08-29T09:36:17.729475+00:00", "kind": "site_page", "missing": false, "url": "https://kiro.dev/docs"}, {"content_hash": "ba875438dd20b2e8df41a0bfca86649de4b16bc9f34bda1dd0550fb855a21f79", "fetched_at": "2026-08-29T09:36:17.727783+00:00", "kind": "site_page", "missing": false, "url": "https://kiro.dev/pricing"}, {"content_hash": "312747deacd444793a13efbc44f03015469b0b80bb300e35f72ae007047a98b6", "fetched_at": "2026-08-29T09:36:17.731050+00:00", "kind": "site_page", "missing": false, "url": "https://kiro.dev/changelog"}, {"content_hash": "0fdadf77272a5ad6f5e6b403238ead1fdbde4a927f4168a3bb1a9ced049cd1b8", "fetched_at": "2026-08-29T09:36:17.732851+00:00", "kind": "site_page", "missing": false, "url": "https://kiro.dev/faq"}], "taxonomy_version": 1}, "when_to_avoid": {"confidence": null, "enriched_at": "2026-08-29T18:43:21.326965+00:00", "kind": "inferred", "prompt_version": 1, "sources": [{"content_hash": "153701046c2727baa982cb804b636815829da8f8407fd703efc6f37f7cb40f87", "fetched_at": "2026-08-28T04:07:53.181735+00:00", "kind": "readme", "missing": false, "url": "https://github.com/kirodotdev/KiroCrew"}, {"content_hash": "3e16651bf7a9bdd7fa8111acfd9cf8a4327a06b5e5b31ce8dafcf41802300765", "fetched_at": "2026-08-29T09:36:17.714637+00:00", "kind": "homepage", "missing": false, "url": "https://kiro.dev/crew/"}, {"content_hash": "e278888aab626a403a9796803b12b9a462fa97c4d9e411acd1fd3ef9029959f8", "fetched_at": "2026-08-29T09:36:17.724041+00:00", "kind": "site_page", "missing": false, "url": "https://kiro.dev/docs/steering"}, {"content_hash": "d10e653cffd3268e8f488e8f8f6dcecebc2a1ef26baebf43c0e13c4eb0ce7fb9", "fetched_at": "2026-08-29T09:36:17.726134+00:00", "kind": "site_page", "missing": false, "url": "https://kiro.dev/about"}, {"content_hash": "760f78394c30e35405c853d656565c2f3bd6ff3700a5b7afa4bc1408b622fa8b", "fetched_at": "2026-08-29T09:36:17.729475+00:00", "kind": "site_page", "missing": false, "url": "https://kiro.dev/docs"}, {"content_hash": "ba875438dd20b2e8df41a0bfca86649de4b16bc9f34bda1dd0550fb855a21f79", "fetched_at": "2026-08-29T09:36:17.727783+00:00", "kind": "site_page", "missing": false, "url": "https://kiro.dev/pricing"}, {"content_hash": "312747deacd444793a13efbc44f03015469b0b80bb300e35f72ae007047a98b6", "fetched_at": "2026-08-29T09:36:17.731050+00:00", "kind": "site_page", "missing": false, "url": "https://kiro.dev/changelog"}, {"content_hash": "0fdadf77272a5ad6f5e6b403238ead1fdbde4a927f4168a3bb1a9ced049cd1b8", "fetched_at": "2026-08-29T09:36:17.732851+00:00", "kind": "site_page", "missing": false, "url": "https://kiro.dev/faq"}], "taxonomy_version": 1}, "when_to_choose": {"confidence": null, "enriched_at": "2026-08-29T18:43:21.326965+00:00", "kind": "inferred", "prompt_version": 1, "sources": [{"content_hash": "153701046c2727baa982cb804b636815829da8f8407fd703efc6f37f7cb40f87", "fetched_at": "2026-08-28T04:07:53.181735+00:00", "kind": "readme", "missing": false, "url": "https://github.com/kirodotdev/KiroCrew"}, {"content_hash": "3e16651bf7a9bdd7fa8111acfd9cf8a4327a06b5e5b31ce8dafcf41802300765", "fetched_at": "2026-08-29T09:36:17.714637+00:00", "kind": "homepage", "missing": false, "url": "https://kiro.dev/crew/"}, {"content_hash": "e278888aab626a403a9796803b12b9a462fa97c4d9e411acd1fd3ef9029959f8", "fetched_at": "2026-08-29T09:36:17.724041+00:00", "kind": "site_page", "missing": false, "url": "https://kiro.dev/docs/steering"}, {"content_hash": "d10e653cffd3268e8f488e8f8f6dcecebc2a1ef26baebf43c0e13c4eb0ce7fb9", "fetched_at": "2026-08-29T09:36:17.726134+00:00", "kind": "site_page", "missing": false, "url": "https://kiro.dev/about"}, {"content_hash": "760f78394c30e35405c853d656565c2f3bd6ff3700a5b7afa4bc1408b622fa8b", "fetched_at": "2026-08-29T09:36:17.729475+00:00", "kind": "site_page", "missing": false, "url": "https://kiro.dev/docs"}, {"content_hash": "ba875438dd20b2e8df41a0bfca86649de4b16bc9f34bda1dd0550fb855a21f79", "fetched_at": "2026-08-29T09:36:17.727783+00:00", "kind": "site_page", "missing": false, "url": "https://kiro.dev/pricing"}, {"content_hash": "312747deacd444793a13efbc44f03015469b0b80bb300e35f72ae007047a98b6", "fetched_at": "2026-08-29T09:36:17.731050+00:00", "kind": "site_page", "missing": false, "url": "https://kiro.dev/changelog"}, {"content_hash": "0fdadf77272a5ad6f5e6b403238ead1fdbde4a927f4168a3bb1a9ced049cd1b8", "fetched_at": "2026-08-29T09:36:17.732851+00:00", "kind": "site_page", "missing": false, "url": "https://kiro.dev/faq"}], "taxonomy_version": 1}}, "score": {"components": {"activity": 99, "longevity": 3, "rhythm": 98}, "computed_at": "2026-09-03T02:20:16.233290+00:00", "flags": ["young"], "formula": "round(0.45*activity + 0.35*rhythm + 0.20*longevity); archived -> min(score, 10)", "inputs": {"age_days": 48, "days_push": 7, "days_rel": 12, "gap_med": 6, "n_releases_24m": 6}, "score": 79, "version": 2}, "staleness": {"enrichment_outdated": false, "low_confidence": false, "scrape_days": 9, "stale_scrape": false}}