{"adoption": {"forks": 796, "observed_at": "2026-08-28T04:09:09.615409+00:00", "stars": 5088}, "canonical_url": "https://ross.abutalabs.com/products/grr", "card": {"archived": false, "artifact_type": "framework", "description": "GRR Rapid Response: remote live forensics for incident response", "domain": ["security", "developer-tools"], "enriched": true, "function": ["security", "monitoring", "developer-tools"], "health_score": 85, "homepage": "https://grr-doc.readthedocs.io/", "language": "Python", "license": "Apache-2.0", "license_family": "permissive", "maturity": "active", "member_repos": ["google/grr"], "name": "google/grr", "platform": ["python", "windows", "cross-platform", "self-hosted"], "pushed_at": "2026-05-12T12:52:29+00:00", "repo": "google/grr", "stars": 5088, "tags": ["incident-response", "forensics", "remote-live-forensics", "dfir", "endpoint-agent", "automation", "linux", "macos"], "topics": [], "urls": [], "use_cases": ["remotely collect forensic artifacts from endpoints during an incident", "hunt across a fleet of machines for indicators of compromise", "investigate a suspected compromise on a remote host", "gather filesystem and system state evidence from live systems", "manage and query many endpoint agents from a central server", "perform large-scale triage during a security incident"], "what_it_is": "GRR Rapid Response is an incident response framework focused on remote live forensics. It consists of a Python agent installed on target systems and Python server infrastructure that manages and communicates with those clients.", "when_to_avoid": ["you only need local disk forensics on offline images", "you want a lightweight EDR with real-time prevention rather than forensic collection", "you cannot deploy agents to target machines"], "when_to_choose": ["you need remote live forensics across many endpoints", "you run a DFIR team and want an open-source agent/server framework", "you want to collect forensic data from systems without taking them offline"]}, "data_as_of": "2026-08-30T08:39:29.467469+00:00", "members": [{"path": "/products/grr", "repo": "google/grr", "role": "main", "score": 70}], "provenance": {"archived": {"kind": "observed", "observed_at": "2026-08-28T04:09:09.615409+00:00", "source": "github"}, "artifact_type": {"confidence": null, "enriched_at": "2026-08-29T18:02:32.679970+00:00", "kind": "inferred", "prompt_version": 1, "sources": [{"content_hash": "4b19f208b2e793b9fde46a8394f5c7220e25dd32db09d4e32f2fa345618acaad", "fetched_at": "2026-08-28T04:09:09.615409+00:00", "kind": "readme", "missing": false, "url": "https://github.com/google/grr"}], "taxonomy_version": 1}, "description": {"kind": "observed", "observed_at": "2026-08-28T04:09:09.615409+00:00", "source": "github"}, "domain": {"confidence": null, "enriched_at": "2026-08-29T18:02:32.679970+00:00", "kind": "inferred", "prompt_version": 1, "sources": [{"content_hash": "4b19f208b2e793b9fde46a8394f5c7220e25dd32db09d4e32f2fa345618acaad", "fetched_at": "2026-08-28T04:09:09.615409+00:00", "kind": "readme", "missing": false, "url": "https://github.com/google/grr"}], "taxonomy_version": 1}, "enriched": {"inputs": [], "kind": "computed", "method": "enrichment_status"}, "function": {"confidence": null, "enriched_at": "2026-08-29T18:02:32.679970+00:00", "kind": "inferred", "prompt_version": 1, "sources": [{"content_hash": "4b19f208b2e793b9fde46a8394f5c7220e25dd32db09d4e32f2fa345618acaad", "fetched_at": "2026-08-28T04:09:09.615409+00:00", "kind": "readme", "missing": false, "url": "https://github.com/google/grr"}], "taxonomy_version": 1}, "health_score": {"inputs": ["days_since_push", "days_since_release", "archived"], "kind": "computed", "method": "health_v1"}, "homepage": {"kind": "observed", "observed_at": "2026-08-28T04:09:09.615409+00:00", "source": "github"}, "language": {"kind": "observed", "observed_at": "2026-08-28T04:09:09.615409+00:00", "source": "github"}, "license": {"kind": "observed", "observed_at": "2026-08-28T04:09:09.615409+00:00", "source": "github"}, "license_family": {"inputs": ["license"], "kind": "computed", "method": "license_family"}, "maturity": {"confidence": null, "enriched_at": "2026-08-29T18:02:32.679970+00:00", "kind": "inferred", "prompt_version": 1, "sources": [{"content_hash": "4b19f208b2e793b9fde46a8394f5c7220e25dd32db09d4e32f2fa345618acaad", "fetched_at": "2026-08-28T04:09:09.615409+00:00", "kind": "readme", "missing": false, "url": "https://github.com/google/grr"}], "taxonomy_version": 1}, "member_repos": {"kind": "observed", "observed_at": "2026-08-28T04:09:09.615409+00:00", "source": "github"}, "name": {"kind": "observed", "observed_at": "2026-08-28T04:09:09.615409+00:00", "source": "github"}, "platform": {"confidence": null, "enriched_at": "2026-08-29T18:02:32.679970+00:00", "kind": "inferred", "prompt_version": 1, "sources": [{"content_hash": "4b19f208b2e793b9fde46a8394f5c7220e25dd32db09d4e32f2fa345618acaad", "fetched_at": "2026-08-28T04:09:09.615409+00:00", "kind": "readme", "missing": false, "url": "https://github.com/google/grr"}], "taxonomy_version": 1}, "pushed_at": {"kind": "observed", "observed_at": "2026-08-28T04:09:09.615409+00:00", "source": "github"}, "repo": {"kind": "observed", "observed_at": "2026-08-28T04:09:09.615409+00:00", "source": "github"}, "stars": {"kind": "observed", "observed_at": "2026-08-28T04:09:09.615409+00:00", "source": "github"}, "tags": {"confidence": null, "enriched_at": "2026-08-29T18:02:32.679970+00:00", "kind": "inferred", "prompt_version": 1, "sources": [{"content_hash": "4b19f208b2e793b9fde46a8394f5c7220e25dd32db09d4e32f2fa345618acaad", "fetched_at": "2026-08-28T04:09:09.615409+00:00", "kind": "readme", "missing": false, "url": "https://github.com/google/grr"}], "taxonomy_version": 1}, "topics": {"kind": "observed", "observed_at": "2026-08-28T04:09:09.615409+00:00", "source": "github"}, "urls": {"kind": "observed", "observed_at": "2026-08-28T04:09:09.615409+00:00", "source": "github"}, "use_cases": {"confidence": null, "enriched_at": "2026-08-29T18:02:32.679970+00:00", "kind": "inferred", "prompt_version": 1, "sources": [{"content_hash": "4b19f208b2e793b9fde46a8394f5c7220e25dd32db09d4e32f2fa345618acaad", "fetched_at": "2026-08-28T04:09:09.615409+00:00", "kind": "readme", "missing": false, "url": "https://github.com/google/grr"}], "taxonomy_version": 1}, "what_it_is": {"confidence": null, "enriched_at": "2026-08-29T18:02:32.679970+00:00", "kind": "inferred", "prompt_version": 1, "sources": [{"content_hash": "4b19f208b2e793b9fde46a8394f5c7220e25dd32db09d4e32f2fa345618acaad", "fetched_at": "2026-08-28T04:09:09.615409+00:00", "kind": "readme", "missing": false, "url": "https://github.com/google/grr"}], "taxonomy_version": 1}, "when_to_avoid": {"confidence": null, "enriched_at": "2026-08-29T18:02:32.679970+00:00", "kind": "inferred", "prompt_version": 1, "sources": [{"content_hash": "4b19f208b2e793b9fde46a8394f5c7220e25dd32db09d4e32f2fa345618acaad", "fetched_at": "2026-08-28T04:09:09.615409+00:00", "kind": "readme", "missing": false, "url": "https://github.com/google/grr"}], "taxonomy_version": 1}, "when_to_choose": {"confidence": null, "enriched_at": "2026-08-29T18:02:32.679970+00:00", "kind": "inferred", "prompt_version": 1, "sources": [{"content_hash": "4b19f208b2e793b9fde46a8394f5c7220e25dd32db09d4e32f2fa345618acaad", "fetched_at": "2026-08-28T04:09:09.615409+00:00", "kind": "readme", "missing": false, "url": "https://github.com/google/grr"}], "taxonomy_version": 1}}, "score": {"components": {"activity": 82, "longevity": 100, "rhythm": 37}, "computed_at": "2026-09-03T02:20:16.233290+00:00", "flags": [], "formula": "round(0.45*activity + 0.35*rhythm + 0.20*longevity); archived -> min(score, 10)", "inputs": {"age_days": 4656, "days_push": 113, "days_rel": 261, "gap_med": 145.0, "n_releases_24m": 3}, "score": 70, "version": 2}, "staleness": {"enrichment_outdated": false, "low_confidence": false, "scrape_days": 9, "stale_scrape": false}}