{"adoption": {"forks": 357, "observed_at": "2026-08-28T04:04:18.540500+00:00", "stars": 1304}, "canonical_url": "https://ross.abutalabs.com/products/categraf", "card": {"archived": false, "artifact_type": "application", "description": "one-stop telemetry collector for nightingale", "domain": ["monitoring", "self-hosted"], "enriched": true, "function": ["monitoring", "logging", "analytics"], "health_score": 100, "homepage": "https://flashcat.cloud/docs/", "language": "Go", "license": "MIT", "license_family": "permissive", "maturity": "active", "member_repos": ["flashcatcloud/categraf"], "name": "flashcatcloud/categraf", "platform": ["windows", "go", "cross-platform"], "pushed_at": "2026-08-26T02:53:59+00:00", "repo": "flashcatcloud/categraf", "stars": 1304, "tags": ["telemetry-collector", "remote-write", "nightingale", "prometheus-ecosystem", "agent", "metrics-collection", "all-in-one-agent", "devops", "containers", "linux", "macos", "docker", "kubernetes"], "topics": [], "urls": [], "use_cases": ["collect server metrics and logs with a single agent", "monitor kubernetes containers and nodes", "push telemetry to nightingale or victoriaMetrics via remote write", "replace multiple exporters with one monitoring agent", "collect metrics from databases and middleware like mysql and redis", "deploy a monitoring agent as a kubernetes daemonset", "monitor hybrid cloud and multi-cloud infrastructure"], "what_it_is": "Categraf is an all-in-one telemetry collector written in Go that gathers metrics and logs from physical machines, VMs, switches, containers, Kubernetes, middleware, and databases. It pushes data via the remote write protocol to backends like Nightingale, Prometheus, and VictoriaMetrics, and ships with nearly a hundred built-in collection plugins plus bundled dashboards and alert rules.", "when_to_avoid": ["you need OpenTelemetry-native tracing/APM collection rather than metrics and logs", "you already run a mature Telegraf, Prometheus node_exporter, or OTel Collector pipeline you don't want to migrate", "you need a pull-based scraping model instead of push remote write"], "when_to_choose": ["you use Nightingale (or Prometheus/VictoriaMetrics) and want a single agent for metrics and logs", "you want out-of-the-box dashboards and alert rules for common OS, middleware, and database targets", "you need push-based collection to minimize inbound network exposure", "you want Telegraf-style plugins with high-cardinality safeguards built in"]}, "data_as_of": "2026-08-30T08:39:29.467469+00:00", "members": [{"path": "/products/categraf", "repo": "flashcatcloud/categraf", "role": "main", "score": 94}], "provenance": {"archived": {"kind": "observed", "observed_at": "2026-08-28T04:04:18.540500+00:00", "source": "github"}, "artifact_type": {"confidence": null, "enriched_at": "2026-08-30T04:51:07.850019+00:00", "kind": "inferred", "prompt_version": 1, "sources": [{"content_hash": "db08476516c8e1a55c0cd064609241b829fc29b6d89155e93a7837b6f0b623b0", "fetched_at": "2026-08-28T04:04:18.540500+00:00", "kind": "readme", "missing": false, "url": "https://github.com/flashcatcloud/categraf"}, {"content_hash": "d17a80da9b99fca16ce0c05871f62db44a1da251a1960baaae793eb6c9a95087", "fetched_at": "2026-08-29T12:10:39.604767+00:00", "kind": "homepage", "missing": false, "url": "https://flashcat.cloud/docs/"}, {"content_hash": "0f2fb6127bbe5cdfc4df0a8cdff46b98382285334515fed2cd37abf6ff9feacb", "fetched_at": "2026-08-29T12:10:39.613912+00:00", "kind": "site_page", "missing": false, "url": "https://flashcat.cloud/about"}, {"content_hash": "2c9e101989784df844df8b1c9520bed52019fe649128e923b684089ff144918b", "fetched_at": "2026-08-29T12:10:39.615841+00:00", "kind": "site_page", "missing": false, "url": "https://flashcat.cloud/docs/content/flashcat-monitor/nightingale-v8/quickstart/datasource"}, {"content_hash": "43d2c089443917a70a6ce21a78fd079431b4ee173400f8275205fd79197641b8", "fetched_at": "2026-08-29T12:10:39.617717+00:00", "kind": "site_page", "missing": false, "url": "https://flashcat.cloud/docs/content/flashcat-monitor/categraf/2-installation"}, {"content_hash": "72eeea09ddd8d6554408d982541bf006786f1d1f3b63c685e664e7b2a47c1dd7", "fetched_at": "2026-08-29T12:10:39.619825+00:00", "kind": "site_page", "missing": false, "url": "https://flashcat.cloud/docs/content/flashcat/polaris/introduction"}, {"content_hash": "e1a66e0dd8ebea5f50472b0ad958e63e359b9b2aa99c14c9bd0f0f327d45156a", "fetched_at": "2026-08-29T12:10:39.621729+00:00", "kind": "site_page", "missing": false, "url": "https://flashcat.cloud/docs/content/flashcat-partner/prometheus/quickstart/overview"}, {"content_hash": "1ae22506d87235d4a990061a75c9e411346fdd5483464b2ceffcd6360e32d268", "fetched_at": "2026-08-29T12:10:39.623514+00:00", "kind": "site_page", "missing": false, "url": "https://flashcat.cloud/docs/content/flashcat-monitor/nightingale-v9"}, {"content_hash": "09bbfe5371fb627fa2ea99fd0ebf24356f448a36cfd450dc06be371cbd33a321", "fetched_at": "2026-08-29T12:10:39.625169+00:00", "kind": "site_page", "missing": false, "url": "https://flashcat.cloud/docs/content/flashcat-monitor/nightingale-v9/prologue/introduction"}, {"content_hash": "4ef25975d93eb3dbb38f06dfa4ced26260e0a320895e1898646966af862999fe", "fetched_at": "2026-08-29T12:10:39.627717+00:00", "kind": "site_page", "missing": false, "url": "https://flashcat.cloud/docs/content/flashcat-monitor/nightingale-v9/install/pre-intro"}], "taxonomy_version": 1}, "description": {"kind": "observed", "observed_at": "2026-08-28T04:04:18.540500+00:00", "source": "github"}, "domain": {"confidence": null, "enriched_at": "2026-08-30T04:51:07.850019+00:00", "kind": "inferred", "prompt_version": 1, "sources": [{"content_hash": "db08476516c8e1a55c0cd064609241b829fc29b6d89155e93a7837b6f0b623b0", "fetched_at": "2026-08-28T04:04:18.540500+00:00", "kind": "readme", "missing": false, "url": "https://github.com/flashcatcloud/categraf"}, {"content_hash": "d17a80da9b99fca16ce0c05871f62db44a1da251a1960baaae793eb6c9a95087", "fetched_at": "2026-08-29T12:10:39.604767+00:00", "kind": "homepage", "missing": false, "url": "https://flashcat.cloud/docs/"}, {"content_hash": "0f2fb6127bbe5cdfc4df0a8cdff46b98382285334515fed2cd37abf6ff9feacb", "fetched_at": "2026-08-29T12:10:39.613912+00:00", "kind": "site_page", "missing": false, "url": "https://flashcat.cloud/about"}, {"content_hash": "2c9e101989784df844df8b1c9520bed52019fe649128e923b684089ff144918b", "fetched_at": "2026-08-29T12:10:39.615841+00:00", "kind": "site_page", "missing": false, "url": "https://flashcat.cloud/docs/content/flashcat-monitor/nightingale-v8/quickstart/datasource"}, {"content_hash": "43d2c089443917a70a6ce21a78fd079431b4ee173400f8275205fd79197641b8", "fetched_at": "2026-08-29T12:10:39.617717+00:00", "kind": "site_page", "missing": false, "url": "https://flashcat.cloud/docs/content/flashcat-monitor/categraf/2-installation"}, {"content_hash": "72eeea09ddd8d6554408d982541bf006786f1d1f3b63c685e664e7b2a47c1dd7", "fetched_at": "2026-08-29T12:10:39.619825+00:00", "kind": "site_page", "missing": false, "url": "https://flashcat.cloud/docs/content/flashcat/polaris/introduction"}, {"content_hash": "e1a66e0dd8ebea5f50472b0ad958e63e359b9b2aa99c14c9bd0f0f327d45156a", "fetched_at": "2026-08-29T12:10:39.621729+00:00", "kind": "site_page", "missing": false, "url": "https://flashcat.cloud/docs/content/flashcat-partner/prometheus/quickstart/overview"}, {"content_hash": "1ae22506d87235d4a990061a75c9e411346fdd5483464b2ceffcd6360e32d268", "fetched_at": "2026-08-29T12:10:39.623514+00:00", "kind": "site_page", "missing": false, "url": "https://flashcat.cloud/docs/content/flashcat-monitor/nightingale-v9"}, {"content_hash": "09bbfe5371fb627fa2ea99fd0ebf24356f448a36cfd450dc06be371cbd33a321", "fetched_at": "2026-08-29T12:10:39.625169+00:00", "kind": "site_page", "missing": false, "url": "https://flashcat.cloud/docs/content/flashcat-monitor/nightingale-v9/prologue/introduction"}, {"content_hash": "4ef25975d93eb3dbb38f06dfa4ced26260e0a320895e1898646966af862999fe", "fetched_at": "2026-08-29T12:10:39.627717+00:00", "kind": "site_page", "missing": false, "url": "https://flashcat.cloud/docs/content/flashcat-monitor/nightingale-v9/install/pre-intro"}], "taxonomy_version": 1}, "enriched": {"inputs": [], "kind": "computed", "method": "enrichment_status"}, "function": {"confidence": null, "enriched_at": "2026-08-30T04:51:07.850019+00:00", "kind": "inferred", "prompt_version": 1, "sources": [{"content_hash": "db08476516c8e1a55c0cd064609241b829fc29b6d89155e93a7837b6f0b623b0", "fetched_at": "2026-08-28T04:04:18.540500+00:00", "kind": "readme", "missing": false, "url": "https://github.com/flashcatcloud/categraf"}, {"content_hash": "d17a80da9b99fca16ce0c05871f62db44a1da251a1960baaae793eb6c9a95087", "fetched_at": "2026-08-29T12:10:39.604767+00:00", "kind": "homepage", "missing": false, "url": "https://flashcat.cloud/docs/"}, {"content_hash": "0f2fb6127bbe5cdfc4df0a8cdff46b98382285334515fed2cd37abf6ff9feacb", "fetched_at": "2026-08-29T12:10:39.613912+00:00", "kind": "site_page", "missing": false, "url": "https://flashcat.cloud/about"}, {"content_hash": "2c9e101989784df844df8b1c9520bed52019fe649128e923b684089ff144918b", "fetched_at": "2026-08-29T12:10:39.615841+00:00", "kind": "site_page", "missing": false, "url": "https://flashcat.cloud/docs/content/flashcat-monitor/nightingale-v8/quickstart/datasource"}, {"content_hash": "43d2c089443917a70a6ce21a78fd079431b4ee173400f8275205fd79197641b8", "fetched_at": "2026-08-29T12:10:39.617717+00:00", "kind": "site_page", "missing": false, "url": "https://flashcat.cloud/docs/content/flashcat-monitor/categraf/2-installation"}, {"content_hash": "72eeea09ddd8d6554408d982541bf006786f1d1f3b63c685e664e7b2a47c1dd7", "fetched_at": "2026-08-29T12:10:39.619825+00:00", "kind": "site_page", "missing": false, "url": "https://flashcat.cloud/docs/content/flashcat/polaris/introduction"}, {"content_hash": "e1a66e0dd8ebea5f50472b0ad958e63e359b9b2aa99c14c9bd0f0f327d45156a", "fetched_at": "2026-08-29T12:10:39.621729+00:00", "kind": "site_page", "missing": false, "url": "https://flashcat.cloud/docs/content/flashcat-partner/prometheus/quickstart/overview"}, {"content_hash": "1ae22506d87235d4a990061a75c9e411346fdd5483464b2ceffcd6360e32d268", "fetched_at": "2026-08-29T12:10:39.623514+00:00", "kind": "site_page", "missing": false, "url": "https://flashcat.cloud/docs/content/flashcat-monitor/nightingale-v9"}, {"content_hash": "09bbfe5371fb627fa2ea99fd0ebf24356f448a36cfd450dc06be371cbd33a321", "fetched_at": "2026-08-29T12:10:39.625169+00:00", "kind": "site_page", "missing": false, "url": "https://flashcat.cloud/docs/content/flashcat-monitor/nightingale-v9/prologue/introduction"}, {"content_hash": "4ef25975d93eb3dbb38f06dfa4ced26260e0a320895e1898646966af862999fe", "fetched_at": "2026-08-29T12:10:39.627717+00:00", "kind": "site_page", "missing": false, "url": "https://flashcat.cloud/docs/content/flashcat-monitor/nightingale-v9/install/pre-intro"}], "taxonomy_version": 1}, "health_score": {"inputs": ["days_since_push", "days_since_release", "archived"], "kind": "computed", "method": "health_v1"}, "homepage": {"kind": "observed", "observed_at": "2026-08-28T04:04:18.540500+00:00", "source": "github"}, "language": {"kind": "observed", "observed_at": "2026-08-28T04:04:18.540500+00:00", "source": "github"}, "license": {"kind": "observed", "observed_at": "2026-08-28T04:04:18.540500+00:00", "source": "github"}, "license_family": {"inputs": ["license"], "kind": "computed", "method": "license_family"}, "maturity": {"confidence": null, "enriched_at": "2026-08-30T04:51:07.850019+00:00", "kind": "inferred", "prompt_version": 1, "sources": [{"content_hash": "db08476516c8e1a55c0cd064609241b829fc29b6d89155e93a7837b6f0b623b0", "fetched_at": "2026-08-28T04:04:18.540500+00:00", "kind": "readme", "missing": false, "url": "https://github.com/flashcatcloud/categraf"}, {"content_hash": "d17a80da9b99fca16ce0c05871f62db44a1da251a1960baaae793eb6c9a95087", "fetched_at": "2026-08-29T12:10:39.604767+00:00", "kind": "homepage", "missing": false, "url": "https://flashcat.cloud/docs/"}, {"content_hash": "0f2fb6127bbe5cdfc4df0a8cdff46b98382285334515fed2cd37abf6ff9feacb", "fetched_at": "2026-08-29T12:10:39.613912+00:00", "kind": "site_page", "missing": false, "url": "https://flashcat.cloud/about"}, {"content_hash": "2c9e101989784df844df8b1c9520bed52019fe649128e923b684089ff144918b", "fetched_at": "2026-08-29T12:10:39.615841+00:00", "kind": "site_page", "missing": false, "url": "https://flashcat.cloud/docs/content/flashcat-monitor/nightingale-v8/quickstart/datasource"}, {"content_hash": "43d2c089443917a70a6ce21a78fd079431b4ee173400f8275205fd79197641b8", "fetched_at": "2026-08-29T12:10:39.617717+00:00", "kind": "site_page", "missing": false, "url": "https://flashcat.cloud/docs/content/flashcat-monitor/categraf/2-installation"}, {"content_hash": "72eeea09ddd8d6554408d982541bf006786f1d1f3b63c685e664e7b2a47c1dd7", "fetched_at": "2026-08-29T12:10:39.619825+00:00", "kind": "site_page", "missing": false, "url": "https://flashcat.cloud/docs/content/flashcat/polaris/introduction"}, {"content_hash": "e1a66e0dd8ebea5f50472b0ad958e63e359b9b2aa99c14c9bd0f0f327d45156a", "fetched_at": "2026-08-29T12:10:39.621729+00:00", "kind": "site_page", "missing": false, "url": "https://flashcat.cloud/docs/content/flashcat-partner/prometheus/quickstart/overview"}, {"content_hash": "1ae22506d87235d4a990061a75c9e411346fdd5483464b2ceffcd6360e32d268", "fetched_at": "2026-08-29T12:10:39.623514+00:00", "kind": "site_page", "missing": false, "url": "https://flashcat.cloud/docs/content/flashcat-monitor/nightingale-v9"}, {"content_hash": "09bbfe5371fb627fa2ea99fd0ebf24356f448a36cfd450dc06be371cbd33a321", "fetched_at": "2026-08-29T12:10:39.625169+00:00", "kind": "site_page", "missing": false, "url": "https://flashcat.cloud/docs/content/flashcat-monitor/nightingale-v9/prologue/introduction"}, {"content_hash": "4ef25975d93eb3dbb38f06dfa4ced26260e0a320895e1898646966af862999fe", "fetched_at": "2026-08-29T12:10:39.627717+00:00", "kind": "site_page", "missing": false, "url": "https://flashcat.cloud/docs/content/flashcat-monitor/nightingale-v9/install/pre-intro"}], "taxonomy_version": 1}, "member_repos": {"kind": "observed", "observed_at": "2026-08-28T04:04:18.540500+00:00", "source": "github"}, "name": {"kind": "observed", "observed_at": "2026-08-28T04:04:18.540500+00:00", "source": "github"}, "platform": {"confidence": null, "enriched_at": "2026-08-30T04:51:07.850019+00:00", "kind": "inferred", "prompt_version": 1, "sources": [{"content_hash": "db08476516c8e1a55c0cd064609241b829fc29b6d89155e93a7837b6f0b623b0", "fetched_at": "2026-08-28T04:04:18.540500+00:00", "kind": "readme", "missing": false, "url": "https://github.com/flashcatcloud/categraf"}, {"content_hash": "d17a80da9b99fca16ce0c05871f62db44a1da251a1960baaae793eb6c9a95087", "fetched_at": "2026-08-29T12:10:39.604767+00:00", "kind": "homepage", "missing": false, "url": "https://flashcat.cloud/docs/"}, {"content_hash": "0f2fb6127bbe5cdfc4df0a8cdff46b98382285334515fed2cd37abf6ff9feacb", "fetched_at": "2026-08-29T12:10:39.613912+00:00", "kind": "site_page", "missing": false, "url": "https://flashcat.cloud/about"}, {"content_hash": "2c9e101989784df844df8b1c9520bed52019fe649128e923b684089ff144918b", "fetched_at": "2026-08-29T12:10:39.615841+00:00", "kind": "site_page", "missing": false, "url": "https://flashcat.cloud/docs/content/flashcat-monitor/nightingale-v8/quickstart/datasource"}, {"content_hash": "43d2c089443917a70a6ce21a78fd079431b4ee173400f8275205fd79197641b8", "fetched_at": "2026-08-29T12:10:39.617717+00:00", "kind": "site_page", "missing": false, "url": "https://flashcat.cloud/docs/content/flashcat-monitor/categraf/2-installation"}, {"content_hash": "72eeea09ddd8d6554408d982541bf006786f1d1f3b63c685e664e7b2a47c1dd7", "fetched_at": "2026-08-29T12:10:39.619825+00:00", "kind": "site_page", "missing": false, "url": "https://flashcat.cloud/docs/content/flashcat/polaris/introduction"}, {"content_hash": "e1a66e0dd8ebea5f50472b0ad958e63e359b9b2aa99c14c9bd0f0f327d45156a", "fetched_at": "2026-08-29T12:10:39.621729+00:00", "kind": "site_page", "missing": false, "url": "https://flashcat.cloud/docs/content/flashcat-partner/prometheus/quickstart/overview"}, {"content_hash": "1ae22506d87235d4a990061a75c9e411346fdd5483464b2ceffcd6360e32d268", "fetched_at": "2026-08-29T12:10:39.623514+00:00", "kind": "site_page", "missing": false, "url": "https://flashcat.cloud/docs/content/flashcat-monitor/nightingale-v9"}, {"content_hash": "09bbfe5371fb627fa2ea99fd0ebf24356f448a36cfd450dc06be371cbd33a321", "fetched_at": "2026-08-29T12:10:39.625169+00:00", "kind": "site_page", "missing": false, "url": "https://flashcat.cloud/docs/content/flashcat-monitor/nightingale-v9/prologue/introduction"}, {"content_hash": "4ef25975d93eb3dbb38f06dfa4ced26260e0a320895e1898646966af862999fe", "fetched_at": "2026-08-29T12:10:39.627717+00:00", "kind": "site_page", "missing": false, "url": "https://flashcat.cloud/docs/content/flashcat-monitor/nightingale-v9/install/pre-intro"}], "taxonomy_version": 1}, "pushed_at": {"kind": "observed", "observed_at": "2026-08-28T04:04:18.540500+00:00", "source": "github"}, "repo": {"kind": "observed", "observed_at": "2026-08-28T04:04:18.540500+00:00", "source": "github"}, "stars": {"kind": "observed", "observed_at": "2026-08-28T04:04:18.540500+00:00", "source": "github"}, "tags": {"confidence": null, "enriched_at": "2026-08-30T04:51:07.850019+00:00", "kind": "inferred", "prompt_version": 1, "sources": [{"content_hash": "db08476516c8e1a55c0cd064609241b829fc29b6d89155e93a7837b6f0b623b0", "fetched_at": "2026-08-28T04:04:18.540500+00:00", "kind": "readme", "missing": false, "url": "https://github.com/flashcatcloud/categraf"}, {"content_hash": "d17a80da9b99fca16ce0c05871f62db44a1da251a1960baaae793eb6c9a95087", "fetched_at": "2026-08-29T12:10:39.604767+00:00", "kind": "homepage", "missing": false, "url": "https://flashcat.cloud/docs/"}, {"content_hash": "0f2fb6127bbe5cdfc4df0a8cdff46b98382285334515fed2cd37abf6ff9feacb", "fetched_at": "2026-08-29T12:10:39.613912+00:00", "kind": "site_page", "missing": false, "url": "https://flashcat.cloud/about"}, {"content_hash": "2c9e101989784df844df8b1c9520bed52019fe649128e923b684089ff144918b", "fetched_at": "2026-08-29T12:10:39.615841+00:00", "kind": "site_page", "missing": false, "url": "https://flashcat.cloud/docs/content/flashcat-monitor/nightingale-v8/quickstart/datasource"}, {"content_hash": "43d2c089443917a70a6ce21a78fd079431b4ee173400f8275205fd79197641b8", "fetched_at": "2026-08-29T12:10:39.617717+00:00", "kind": "site_page", "missing": false, "url": "https://flashcat.cloud/docs/content/flashcat-monitor/categraf/2-installation"}, {"content_hash": "72eeea09ddd8d6554408d982541bf006786f1d1f3b63c685e664e7b2a47c1dd7", "fetched_at": "2026-08-29T12:10:39.619825+00:00", "kind": "site_page", "missing": false, "url": "https://flashcat.cloud/docs/content/flashcat/polaris/introduction"}, {"content_hash": "e1a66e0dd8ebea5f50472b0ad958e63e359b9b2aa99c14c9bd0f0f327d45156a", "fetched_at": "2026-08-29T12:10:39.621729+00:00", "kind": "site_page", "missing": false, "url": "https://flashcat.cloud/docs/content/flashcat-partner/prometheus/quickstart/overview"}, {"content_hash": "1ae22506d87235d4a990061a75c9e411346fdd5483464b2ceffcd6360e32d268", "fetched_at": "2026-08-29T12:10:39.623514+00:00", "kind": "site_page", "missing": false, "url": "https://flashcat.cloud/docs/content/flashcat-monitor/nightingale-v9"}, {"content_hash": "09bbfe5371fb627fa2ea99fd0ebf24356f448a36cfd450dc06be371cbd33a321", "fetched_at": "2026-08-29T12:10:39.625169+00:00", "kind": "site_page", "missing": false, "url": "https://flashcat.cloud/docs/content/flashcat-monitor/nightingale-v9/prologue/introduction"}, {"content_hash": "4ef25975d93eb3dbb38f06dfa4ced26260e0a320895e1898646966af862999fe", "fetched_at": "2026-08-29T12:10:39.627717+00:00", "kind": "site_page", "missing": false, "url": "https://flashcat.cloud/docs/content/flashcat-monitor/nightingale-v9/install/pre-intro"}], "taxonomy_version": 1}, "topics": {"kind": "observed", "observed_at": "2026-08-28T04:04:18.540500+00:00", "source": "github"}, "urls": {"kind": "observed", "observed_at": "2026-08-28T04:04:18.540500+00:00", "source": "github"}, "use_cases": {"confidence": null, "enriched_at": "2026-08-30T04:51:07.850019+00:00", "kind": "inferred", "prompt_version": 1, "sources": [{"content_hash": "db08476516c8e1a55c0cd064609241b829fc29b6d89155e93a7837b6f0b623b0", "fetched_at": "2026-08-28T04:04:18.540500+00:00", "kind": "readme", "missing": false, "url": "https://github.com/flashcatcloud/categraf"}, {"content_hash": "d17a80da9b99fca16ce0c05871f62db44a1da251a1960baaae793eb6c9a95087", "fetched_at": "2026-08-29T12:10:39.604767+00:00", "kind": "homepage", "missing": false, "url": "https://flashcat.cloud/docs/"}, {"content_hash": "0f2fb6127bbe5cdfc4df0a8cdff46b98382285334515fed2cd37abf6ff9feacb", "fetched_at": "2026-08-29T12:10:39.613912+00:00", "kind": "site_page", "missing": false, "url": "https://flashcat.cloud/about"}, {"content_hash": "2c9e101989784df844df8b1c9520bed52019fe649128e923b684089ff144918b", "fetched_at": "2026-08-29T12:10:39.615841+00:00", "kind": "site_page", "missing": false, "url": "https://flashcat.cloud/docs/content/flashcat-monitor/nightingale-v8/quickstart/datasource"}, {"content_hash": "43d2c089443917a70a6ce21a78fd079431b4ee173400f8275205fd79197641b8", "fetched_at": "2026-08-29T12:10:39.617717+00:00", "kind": "site_page", "missing": false, "url": "https://flashcat.cloud/docs/content/flashcat-monitor/categraf/2-installation"}, {"content_hash": "72eeea09ddd8d6554408d982541bf006786f1d1f3b63c685e664e7b2a47c1dd7", "fetched_at": "2026-08-29T12:10:39.619825+00:00", "kind": "site_page", "missing": false, "url": "https://flashcat.cloud/docs/content/flashcat/polaris/introduction"}, {"content_hash": "e1a66e0dd8ebea5f50472b0ad958e63e359b9b2aa99c14c9bd0f0f327d45156a", "fetched_at": "2026-08-29T12:10:39.621729+00:00", "kind": "site_page", "missing": false, "url": "https://flashcat.cloud/docs/content/flashcat-partner/prometheus/quickstart/overview"}, {"content_hash": "1ae22506d87235d4a990061a75c9e411346fdd5483464b2ceffcd6360e32d268", "fetched_at": "2026-08-29T12:10:39.623514+00:00", "kind": "site_page", "missing": false, "url": "https://flashcat.cloud/docs/content/flashcat-monitor/nightingale-v9"}, {"content_hash": "09bbfe5371fb627fa2ea99fd0ebf24356f448a36cfd450dc06be371cbd33a321", "fetched_at": "2026-08-29T12:10:39.625169+00:00", "kind": "site_page", "missing": false, "url": "https://flashcat.cloud/docs/content/flashcat-monitor/nightingale-v9/prologue/introduction"}, {"content_hash": "4ef25975d93eb3dbb38f06dfa4ced26260e0a320895e1898646966af862999fe", "fetched_at": "2026-08-29T12:10:39.627717+00:00", "kind": "site_page", "missing": false, "url": "https://flashcat.cloud/docs/content/flashcat-monitor/nightingale-v9/install/pre-intro"}], "taxonomy_version": 1}, "what_it_is": {"confidence": null, "enriched_at": "2026-08-30T04:51:07.850019+00:00", "kind": "inferred", "prompt_version": 1, "sources": [{"content_hash": "db08476516c8e1a55c0cd064609241b829fc29b6d89155e93a7837b6f0b623b0", "fetched_at": "2026-08-28T04:04:18.540500+00:00", "kind": "readme", "missing": false, "url": "https://github.com/flashcatcloud/categraf"}, {"content_hash": "d17a80da9b99fca16ce0c05871f62db44a1da251a1960baaae793eb6c9a95087", "fetched_at": "2026-08-29T12:10:39.604767+00:00", "kind": "homepage", "missing": false, "url": "https://flashcat.cloud/docs/"}, {"content_hash": "0f2fb6127bbe5cdfc4df0a8cdff46b98382285334515fed2cd37abf6ff9feacb", "fetched_at": "2026-08-29T12:10:39.613912+00:00", "kind": "site_page", "missing": false, "url": "https://flashcat.cloud/about"}, {"content_hash": "2c9e101989784df844df8b1c9520bed52019fe649128e923b684089ff144918b", "fetched_at": "2026-08-29T12:10:39.615841+00:00", "kind": "site_page", "missing": false, "url": "https://flashcat.cloud/docs/content/flashcat-monitor/nightingale-v8/quickstart/datasource"}, {"content_hash": "43d2c089443917a70a6ce21a78fd079431b4ee173400f8275205fd79197641b8", "fetched_at": "2026-08-29T12:10:39.617717+00:00", "kind": "site_page", "missing": false, "url": "https://flashcat.cloud/docs/content/flashcat-monitor/categraf/2-installation"}, {"content_hash": "72eeea09ddd8d6554408d982541bf006786f1d1f3b63c685e664e7b2a47c1dd7", "fetched_at": "2026-08-29T12:10:39.619825+00:00", "kind": "site_page", "missing": false, "url": "https://flashcat.cloud/docs/content/flashcat/polaris/introduction"}, {"content_hash": "e1a66e0dd8ebea5f50472b0ad958e63e359b9b2aa99c14c9bd0f0f327d45156a", "fetched_at": "2026-08-29T12:10:39.621729+00:00", "kind": "site_page", "missing": false, "url": "https://flashcat.cloud/docs/content/flashcat-partner/prometheus/quickstart/overview"}, {"content_hash": "1ae22506d87235d4a990061a75c9e411346fdd5483464b2ceffcd6360e32d268", "fetched_at": "2026-08-29T12:10:39.623514+00:00", "kind": "site_page", "missing": false, "url": "https://flashcat.cloud/docs/content/flashcat-monitor/nightingale-v9"}, {"content_hash": "09bbfe5371fb627fa2ea99fd0ebf24356f448a36cfd450dc06be371cbd33a321", "fetched_at": "2026-08-29T12:10:39.625169+00:00", "kind": "site_page", "missing": false, "url": "https://flashcat.cloud/docs/content/flashcat-monitor/nightingale-v9/prologue/introduction"}, {"content_hash": "4ef25975d93eb3dbb38f06dfa4ced26260e0a320895e1898646966af862999fe", "fetched_at": "2026-08-29T12:10:39.627717+00:00", "kind": "site_page", "missing": false, "url": "https://flashcat.cloud/docs/content/flashcat-monitor/nightingale-v9/install/pre-intro"}], "taxonomy_version": 1}, "when_to_avoid": {"confidence": null, "enriched_at": "2026-08-30T04:51:07.850019+00:00", "kind": "inferred", "prompt_version": 1, "sources": [{"content_hash": "db08476516c8e1a55c0cd064609241b829fc29b6d89155e93a7837b6f0b623b0", "fetched_at": "2026-08-28T04:04:18.540500+00:00", "kind": "readme", "missing": false, "url": "https://github.com/flashcatcloud/categraf"}, {"content_hash": "d17a80da9b99fca16ce0c05871f62db44a1da251a1960baaae793eb6c9a95087", "fetched_at": "2026-08-29T12:10:39.604767+00:00", "kind": "homepage", "missing": false, "url": "https://flashcat.cloud/docs/"}, {"content_hash": "0f2fb6127bbe5cdfc4df0a8cdff46b98382285334515fed2cd37abf6ff9feacb", "fetched_at": "2026-08-29T12:10:39.613912+00:00", "kind": "site_page", "missing": false, "url": "https://flashcat.cloud/about"}, {"content_hash": "2c9e101989784df844df8b1c9520bed52019fe649128e923b684089ff144918b", "fetched_at": "2026-08-29T12:10:39.615841+00:00", "kind": "site_page", "missing": false, "url": "https://flashcat.cloud/docs/content/flashcat-monitor/nightingale-v8/quickstart/datasource"}, {"content_hash": "43d2c089443917a70a6ce21a78fd079431b4ee173400f8275205fd79197641b8", "fetched_at": "2026-08-29T12:10:39.617717+00:00", "kind": "site_page", "missing": false, "url": "https://flashcat.cloud/docs/content/flashcat-monitor/categraf/2-installation"}, {"content_hash": "72eeea09ddd8d6554408d982541bf006786f1d1f3b63c685e664e7b2a47c1dd7", "fetched_at": "2026-08-29T12:10:39.619825+00:00", "kind": "site_page", "missing": false, "url": "https://flashcat.cloud/docs/content/flashcat/polaris/introduction"}, {"content_hash": "e1a66e0dd8ebea5f50472b0ad958e63e359b9b2aa99c14c9bd0f0f327d45156a", "fetched_at": "2026-08-29T12:10:39.621729+00:00", "kind": "site_page", "missing": false, "url": "https://flashcat.cloud/docs/content/flashcat-partner/prometheus/quickstart/overview"}, {"content_hash": "1ae22506d87235d4a990061a75c9e411346fdd5483464b2ceffcd6360e32d268", "fetched_at": "2026-08-29T12:10:39.623514+00:00", "kind": "site_page", "missing": false, "url": "https://flashcat.cloud/docs/content/flashcat-monitor/nightingale-v9"}, {"content_hash": "09bbfe5371fb627fa2ea99fd0ebf24356f448a36cfd450dc06be371cbd33a321", "fetched_at": "2026-08-29T12:10:39.625169+00:00", "kind": "site_page", "missing": false, "url": "https://flashcat.cloud/docs/content/flashcat-monitor/nightingale-v9/prologue/introduction"}, {"content_hash": "4ef25975d93eb3dbb38f06dfa4ced26260e0a320895e1898646966af862999fe", "fetched_at": "2026-08-29T12:10:39.627717+00:00", "kind": "site_page", "missing": false, "url": "https://flashcat.cloud/docs/content/flashcat-monitor/nightingale-v9/install/pre-intro"}], "taxonomy_version": 1}, "when_to_choose": {"confidence": null, "enriched_at": "2026-08-30T04:51:07.850019+00:00", "kind": "inferred", "prompt_version": 1, "sources": [{"content_hash": "db08476516c8e1a55c0cd064609241b829fc29b6d89155e93a7837b6f0b623b0", "fetched_at": "2026-08-28T04:04:18.540500+00:00", "kind": "readme", "missing": false, "url": "https://github.com/flashcatcloud/categraf"}, {"content_hash": "d17a80da9b99fca16ce0c05871f62db44a1da251a1960baaae793eb6c9a95087", "fetched_at": "2026-08-29T12:10:39.604767+00:00", "kind": "homepage", "missing": false, "url": "https://flashcat.cloud/docs/"}, {"content_hash": "0f2fb6127bbe5cdfc4df0a8cdff46b98382285334515fed2cd37abf6ff9feacb", "fetched_at": "2026-08-29T12:10:39.613912+00:00", "kind": "site_page", "missing": false, "url": "https://flashcat.cloud/about"}, {"content_hash": "2c9e101989784df844df8b1c9520bed52019fe649128e923b684089ff144918b", "fetched_at": "2026-08-29T12:10:39.615841+00:00", "kind": "site_page", "missing": false, "url": "https://flashcat.cloud/docs/content/flashcat-monitor/nightingale-v8/quickstart/datasource"}, {"content_hash": "43d2c089443917a70a6ce21a78fd079431b4ee173400f8275205fd79197641b8", "fetched_at": "2026-08-29T12:10:39.617717+00:00", "kind": "site_page", "missing": false, "url": "https://flashcat.cloud/docs/content/flashcat-monitor/categraf/2-installation"}, {"content_hash": "72eeea09ddd8d6554408d982541bf006786f1d1f3b63c685e664e7b2a47c1dd7", "fetched_at": "2026-08-29T12:10:39.619825+00:00", "kind": "site_page", "missing": false, "url": "https://flashcat.cloud/docs/content/flashcat/polaris/introduction"}, {"content_hash": "e1a66e0dd8ebea5f50472b0ad958e63e359b9b2aa99c14c9bd0f0f327d45156a", "fetched_at": "2026-08-29T12:10:39.621729+00:00", "kind": "site_page", "missing": false, "url": "https://flashcat.cloud/docs/content/flashcat-partner/prometheus/quickstart/overview"}, {"content_hash": "1ae22506d87235d4a990061a75c9e411346fdd5483464b2ceffcd6360e32d268", "fetched_at": "2026-08-29T12:10:39.623514+00:00", "kind": "site_page", "missing": false, "url": "https://flashcat.cloud/docs/content/flashcat-monitor/nightingale-v9"}, {"content_hash": "09bbfe5371fb627fa2ea99fd0ebf24356f448a36cfd450dc06be371cbd33a321", "fetched_at": "2026-08-29T12:10:39.625169+00:00", "kind": "site_page", "missing": false, "url": "https://flashcat.cloud/docs/content/flashcat-monitor/nightingale-v9/prologue/introduction"}, {"content_hash": "4ef25975d93eb3dbb38f06dfa4ced26260e0a320895e1898646966af862999fe", "fetched_at": "2026-08-29T12:10:39.627717+00:00", "kind": "site_page", "missing": false, "url": "https://flashcat.cloud/docs/content/flashcat-monitor/nightingale-v9/install/pre-intro"}], "taxonomy_version": 1}}, "score": {"components": {"activity": 99, "longevity": 100, "rhythm": 84}, "computed_at": "2026-09-03T02:39:23.370411+00:00", "flags": [], "formula": "round(0.45*activity + 0.35*rhythm + 0.20*longevity); archived -> min(score, 10)", "inputs": {"age_days": 1603, "days_push": 7, "days_rel": 29, "gap_med": 6.0, "n_releases_24m": 63}, "score": 94, "version": 2}, "staleness": {"enrichment_outdated": false, "low_confidence": false, "scrape_days": 9, "stale_scrape": false}}