{"adoption": {"forks": 152, "observed_at": "2026-08-28T04:05:19.882057+00:00", "stars": 1669}, "canonical_url": "https://ross.abutalabs.com/products/roborev", "card": {"archived": false, "artifact_type": "cli-tool", "description": "Continuous background code review database for agents, work faster and smarter with accountability for every line of generated code.", "domain": ["developer-tools", "version-control"], "enriched": true, "function": ["code-review", "developer-tools", "agent-framework", "ci-cd", "llm-inference"], "health_score": 100, "homepage": "https://roborev.io", "language": "Go", "license": "MIT", "license_family": "permissive", "maturity": "active", "member_repos": ["kenn-io/roborev"], "name": "kenn-io/roborev", "platform": ["windows", "cli", "go"], "pushed_at": "2026-08-26T16:47:47+00:00", "repo": "kenn-io/roborev", "stars": 1669, "tags": ["code-review", "ai-agents", "git-hooks", "llm", "claude-code", "codex", "cursor", "github", "gitlab", "tui", "daemon", "sqlite", "automation", "macos", "linux"], "topics": [], "urls": [], "use_cases": ["automatically review every commit my AI coding agent makes", "catch bugs from Claude Code or Codex before opening a PR", "feed code review findings back into my agent session", "run AI code reviews on GitHub pull requests", "review GitLab merge requests in CI", "keep an accountability ledger of all agent-generated code reviews", "auto-fix open review findings with an agent"], "what_it_is": "roborev is a Go-based continuous code review tool for AI coding agents that reviews every commit in the background via git hooks and surfaces findings in a TUI or browser UI. It closes the write-review-fix loop by feeding findings back into agent sessions and offering automated fix workflows.", "when_to_avoid": ["you need a fully managed SaaS review service rather than a local daemon and CLI", "you don't use AI coding agents and only need occasional manual code review", "you require GitLab daemon-based PR polling (only pipeline mode is supported today)"], "when_to_choose": ["you use AI coding agents (Claude Code, Codex, Cursor, Copilot CLI, Gemini) and want automated per-commit review", "you want review findings surfaced immediately in a terminal or browser UI while context is fresh", "you want hands-off review-fix loops or PR review automation via GitHub/GitLab integration"]}, "data_as_of": "2026-08-30T08:39:29.467469+00:00", "members": [{"path": "/products/roborev", "repo": "kenn-io/roborev", "role": "main", "score": 78}], "provenance": {"archived": {"kind": "observed", "observed_at": "2026-08-28T04:05:19.882057+00:00", "source": "github"}, "artifact_type": {"confidence": null, "enriched_at": "2026-08-30T03:42:46.778356+00:00", "kind": "inferred", "prompt_version": 1, "sources": [{"content_hash": "66f01e2d82c9ca0d4838d4975990eecefadd6338a7b63bff46efa76562b289be", "fetched_at": "2026-08-28T04:05:19.882057+00:00", "kind": "readme", "missing": false, "url": "https://github.com/kenn-io/roborev"}, {"content_hash": "271c0c1c552084a6769e7329a46cedd01839f9919c47ce4e5bb933a4ce9e1fdb", "fetched_at": "2026-08-29T11:16:15.475447+00:00", "kind": "homepage", "missing": false, "url": "https://roborev.io"}, {"content_hash": "f6efa2b314195a50abbdd5d3fac057147c78f5a814aea5b45ef40d6eb5a9fd24", "fetched_at": "2026-08-29T11:16:15.477938+00:00", "kind": "site_page", "missing": false, "url": "https://www.roborev.io/quickstart"}, {"content_hash": "43ca916d8b5074d893d311dbd3a02b2f0a986c141af323420287ae1f59f3f36e", "fetched_at": "2026-08-29T11:16:15.479656+00:00", "kind": "site_page", "missing": false, "url": "https://www.roborev.io/installation"}, {"content_hash": "b4abfe60f94e1cfc8c15f002ab5b507014800fa11c517592d9ce7867b97c8f4a", "fetched_at": "2026-08-29T11:16:15.481463+00:00", "kind": "site_page", "missing": false, "url": "https://www.roborev.io/changelog"}, {"content_hash": "5c6437191bea0b3bed6c7db9cfd03db239cd8e0418d61ddc1916f724673c0e4d", "fetched_at": "2026-08-29T11:16:15.486299+00:00", "kind": "site_page", "missing": false, "url": "https://www.roborev.io/integrations/tui"}, {"content_hash": "ed1bd2ff96d11482749282a95dfc3481b67b3de86ae5cdf7112ebe74d21b8112", "fetched_at": "2026-08-29T11:16:15.489224+00:00", "kind": "site_page", "missing": false, "url": "https://www.roborev.io/integrations/github"}, {"content_hash": "39c720071f86faa394615feaaea0ad1462d0cab8078d5a9b015a9c7f36e65956", "fetched_at": "2026-08-29T11:16:15.492254+00:00", "kind": "site_page", "missing": false, "url": "https://www.roborev.io/integrations/gitlab"}, {"content_hash": "1b051cc426f8b8b44667c4622decb74d5f58e5d56c42756cc1e3253b16db06f7", "fetched_at": "2026-08-29T11:16:15.494519+00:00", "kind": "site_page", "missing": false, "url": "https://www.roborev.io/integrations/kata"}, {"content_hash": "898e954fb09832f9e0ce891ddee41819e046ab21d40147955ec44859cbfea6d5", "fetched_at": "2026-08-29T11:16:15.496281+00:00", "kind": "site_page", "missing": false, "url": "https://www.roborev.io/integrations/claudechic"}], "taxonomy_version": 1}, "description": {"kind": "observed", "observed_at": "2026-08-28T04:05:19.882057+00:00", "source": "github"}, "domain": {"confidence": null, "enriched_at": "2026-08-30T03:42:46.778356+00:00", "kind": "inferred", "prompt_version": 1, "sources": [{"content_hash": "66f01e2d82c9ca0d4838d4975990eecefadd6338a7b63bff46efa76562b289be", "fetched_at": "2026-08-28T04:05:19.882057+00:00", "kind": "readme", "missing": false, "url": "https://github.com/kenn-io/roborev"}, {"content_hash": "271c0c1c552084a6769e7329a46cedd01839f9919c47ce4e5bb933a4ce9e1fdb", "fetched_at": "2026-08-29T11:16:15.475447+00:00", "kind": "homepage", "missing": false, "url": "https://roborev.io"}, {"content_hash": "f6efa2b314195a50abbdd5d3fac057147c78f5a814aea5b45ef40d6eb5a9fd24", "fetched_at": "2026-08-29T11:16:15.477938+00:00", "kind": "site_page", "missing": false, "url": "https://www.roborev.io/quickstart"}, {"content_hash": "43ca916d8b5074d893d311dbd3a02b2f0a986c141af323420287ae1f59f3f36e", "fetched_at": "2026-08-29T11:16:15.479656+00:00", "kind": "site_page", "missing": false, "url": "https://www.roborev.io/installation"}, {"content_hash": "b4abfe60f94e1cfc8c15f002ab5b507014800fa11c517592d9ce7867b97c8f4a", "fetched_at": "2026-08-29T11:16:15.481463+00:00", "kind": "site_page", "missing": false, "url": "https://www.roborev.io/changelog"}, {"content_hash": "5c6437191bea0b3bed6c7db9cfd03db239cd8e0418d61ddc1916f724673c0e4d", "fetched_at": "2026-08-29T11:16:15.486299+00:00", "kind": "site_page", "missing": false, "url": "https://www.roborev.io/integrations/tui"}, {"content_hash": "ed1bd2ff96d11482749282a95dfc3481b67b3de86ae5cdf7112ebe74d21b8112", "fetched_at": "2026-08-29T11:16:15.489224+00:00", "kind": "site_page", "missing": false, "url": "https://www.roborev.io/integrations/github"}, {"content_hash": "39c720071f86faa394615feaaea0ad1462d0cab8078d5a9b015a9c7f36e65956", "fetched_at": "2026-08-29T11:16:15.492254+00:00", "kind": "site_page", "missing": false, "url": "https://www.roborev.io/integrations/gitlab"}, {"content_hash": "1b051cc426f8b8b44667c4622decb74d5f58e5d56c42756cc1e3253b16db06f7", "fetched_at": "2026-08-29T11:16:15.494519+00:00", "kind": "site_page", "missing": false, "url": "https://www.roborev.io/integrations/kata"}, {"content_hash": "898e954fb09832f9e0ce891ddee41819e046ab21d40147955ec44859cbfea6d5", "fetched_at": "2026-08-29T11:16:15.496281+00:00", "kind": "site_page", "missing": false, "url": "https://www.roborev.io/integrations/claudechic"}], "taxonomy_version": 1}, "enriched": {"inputs": [], "kind": "computed", "method": "enrichment_status"}, "function": {"confidence": null, "enriched_at": "2026-08-30T03:42:46.778356+00:00", "kind": "inferred", "prompt_version": 1, "sources": [{"content_hash": "66f01e2d82c9ca0d4838d4975990eecefadd6338a7b63bff46efa76562b289be", "fetched_at": "2026-08-28T04:05:19.882057+00:00", "kind": "readme", "missing": false, "url": "https://github.com/kenn-io/roborev"}, {"content_hash": "271c0c1c552084a6769e7329a46cedd01839f9919c47ce4e5bb933a4ce9e1fdb", "fetched_at": "2026-08-29T11:16:15.475447+00:00", "kind": "homepage", "missing": false, "url": "https://roborev.io"}, {"content_hash": "f6efa2b314195a50abbdd5d3fac057147c78f5a814aea5b45ef40d6eb5a9fd24", "fetched_at": "2026-08-29T11:16:15.477938+00:00", "kind": "site_page", "missing": false, "url": "https://www.roborev.io/quickstart"}, {"content_hash": "43ca916d8b5074d893d311dbd3a02b2f0a986c141af323420287ae1f59f3f36e", "fetched_at": "2026-08-29T11:16:15.479656+00:00", "kind": "site_page", "missing": false, "url": "https://www.roborev.io/installation"}, {"content_hash": "b4abfe60f94e1cfc8c15f002ab5b507014800fa11c517592d9ce7867b97c8f4a", "fetched_at": "2026-08-29T11:16:15.481463+00:00", "kind": "site_page", "missing": false, "url": "https://www.roborev.io/changelog"}, {"content_hash": "5c6437191bea0b3bed6c7db9cfd03db239cd8e0418d61ddc1916f724673c0e4d", "fetched_at": "2026-08-29T11:16:15.486299+00:00", "kind": "site_page", "missing": false, "url": "https://www.roborev.io/integrations/tui"}, {"content_hash": "ed1bd2ff96d11482749282a95dfc3481b67b3de86ae5cdf7112ebe74d21b8112", "fetched_at": "2026-08-29T11:16:15.489224+00:00", "kind": "site_page", "missing": false, "url": "https://www.roborev.io/integrations/github"}, {"content_hash": "39c720071f86faa394615feaaea0ad1462d0cab8078d5a9b015a9c7f36e65956", "fetched_at": "2026-08-29T11:16:15.492254+00:00", "kind": "site_page", "missing": false, "url": "https://www.roborev.io/integrations/gitlab"}, {"content_hash": "1b051cc426f8b8b44667c4622decb74d5f58e5d56c42756cc1e3253b16db06f7", "fetched_at": "2026-08-29T11:16:15.494519+00:00", "kind": "site_page", "missing": false, "url": "https://www.roborev.io/integrations/kata"}, {"content_hash": "898e954fb09832f9e0ce891ddee41819e046ab21d40147955ec44859cbfea6d5", "fetched_at": "2026-08-29T11:16:15.496281+00:00", "kind": "site_page", "missing": false, "url": "https://www.roborev.io/integrations/claudechic"}], "taxonomy_version": 1}, "health_score": {"inputs": ["days_since_push", "days_since_release", "archived"], "kind": "computed", "method": "health_v1"}, "homepage": {"kind": "observed", "observed_at": "2026-08-28T04:05:19.882057+00:00", "source": "github"}, "language": {"kind": "observed", "observed_at": "2026-08-28T04:05:19.882057+00:00", "source": "github"}, "license": {"kind": "observed", "observed_at": "2026-08-28T04:05:19.882057+00:00", "source": "github"}, "license_family": {"inputs": ["license"], "kind": "computed", "method": "license_family"}, "maturity": {"confidence": null, "enriched_at": "2026-08-30T03:42:46.778356+00:00", "kind": "inferred", "prompt_version": 1, "sources": [{"content_hash": "66f01e2d82c9ca0d4838d4975990eecefadd6338a7b63bff46efa76562b289be", "fetched_at": "2026-08-28T04:05:19.882057+00:00", "kind": "readme", "missing": false, "url": "https://github.com/kenn-io/roborev"}, {"content_hash": "271c0c1c552084a6769e7329a46cedd01839f9919c47ce4e5bb933a4ce9e1fdb", "fetched_at": "2026-08-29T11:16:15.475447+00:00", "kind": "homepage", "missing": false, "url": "https://roborev.io"}, {"content_hash": "f6efa2b314195a50abbdd5d3fac057147c78f5a814aea5b45ef40d6eb5a9fd24", "fetched_at": "2026-08-29T11:16:15.477938+00:00", "kind": "site_page", "missing": false, "url": "https://www.roborev.io/quickstart"}, {"content_hash": "43ca916d8b5074d893d311dbd3a02b2f0a986c141af323420287ae1f59f3f36e", "fetched_at": "2026-08-29T11:16:15.479656+00:00", "kind": "site_page", "missing": false, "url": "https://www.roborev.io/installation"}, {"content_hash": "b4abfe60f94e1cfc8c15f002ab5b507014800fa11c517592d9ce7867b97c8f4a", "fetched_at": "2026-08-29T11:16:15.481463+00:00", "kind": "site_page", "missing": false, "url": "https://www.roborev.io/changelog"}, {"content_hash": "5c6437191bea0b3bed6c7db9cfd03db239cd8e0418d61ddc1916f724673c0e4d", "fetched_at": "2026-08-29T11:16:15.486299+00:00", "kind": "site_page", "missing": false, "url": "https://www.roborev.io/integrations/tui"}, {"content_hash": "ed1bd2ff96d11482749282a95dfc3481b67b3de86ae5cdf7112ebe74d21b8112", "fetched_at": "2026-08-29T11:16:15.489224+00:00", "kind": "site_page", "missing": false, "url": "https://www.roborev.io/integrations/github"}, {"content_hash": "39c720071f86faa394615feaaea0ad1462d0cab8078d5a9b015a9c7f36e65956", "fetched_at": "2026-08-29T11:16:15.492254+00:00", "kind": "site_page", "missing": false, "url": "https://www.roborev.io/integrations/gitlab"}, {"content_hash": "1b051cc426f8b8b44667c4622decb74d5f58e5d56c42756cc1e3253b16db06f7", "fetched_at": "2026-08-29T11:16:15.494519+00:00", "kind": "site_page", "missing": false, "url": "https://www.roborev.io/integrations/kata"}, {"content_hash": "898e954fb09832f9e0ce891ddee41819e046ab21d40147955ec44859cbfea6d5", "fetched_at": "2026-08-29T11:16:15.496281+00:00", "kind": "site_page", "missing": false, "url": "https://www.roborev.io/integrations/claudechic"}], "taxonomy_version": 1}, "member_repos": {"kind": "observed", "observed_at": "2026-08-28T04:05:19.882057+00:00", "source": "github"}, "name": {"kind": "observed", "observed_at": "2026-08-28T04:05:19.882057+00:00", "source": "github"}, "platform": {"confidence": null, "enriched_at": "2026-08-30T03:42:46.778356+00:00", "kind": "inferred", "prompt_version": 1, "sources": [{"content_hash": "66f01e2d82c9ca0d4838d4975990eecefadd6338a7b63bff46efa76562b289be", "fetched_at": "2026-08-28T04:05:19.882057+00:00", "kind": "readme", "missing": false, "url": "https://github.com/kenn-io/roborev"}, {"content_hash": "271c0c1c552084a6769e7329a46cedd01839f9919c47ce4e5bb933a4ce9e1fdb", "fetched_at": "2026-08-29T11:16:15.475447+00:00", "kind": "homepage", "missing": false, "url": "https://roborev.io"}, {"content_hash": "f6efa2b314195a50abbdd5d3fac057147c78f5a814aea5b45ef40d6eb5a9fd24", "fetched_at": "2026-08-29T11:16:15.477938+00:00", "kind": "site_page", "missing": false, "url": "https://www.roborev.io/quickstart"}, {"content_hash": "43ca916d8b5074d893d311dbd3a02b2f0a986c141af323420287ae1f59f3f36e", "fetched_at": "2026-08-29T11:16:15.479656+00:00", "kind": "site_page", "missing": false, "url": "https://www.roborev.io/installation"}, {"content_hash": "b4abfe60f94e1cfc8c15f002ab5b507014800fa11c517592d9ce7867b97c8f4a", "fetched_at": "2026-08-29T11:16:15.481463+00:00", "kind": "site_page", "missing": false, "url": "https://www.roborev.io/changelog"}, {"content_hash": "5c6437191bea0b3bed6c7db9cfd03db239cd8e0418d61ddc1916f724673c0e4d", "fetched_at": "2026-08-29T11:16:15.486299+00:00", "kind": "site_page", "missing": false, "url": "https://www.roborev.io/integrations/tui"}, {"content_hash": "ed1bd2ff96d11482749282a95dfc3481b67b3de86ae5cdf7112ebe74d21b8112", "fetched_at": "2026-08-29T11:16:15.489224+00:00", "kind": "site_page", "missing": false, "url": "https://www.roborev.io/integrations/github"}, {"content_hash": "39c720071f86faa394615feaaea0ad1462d0cab8078d5a9b015a9c7f36e65956", "fetched_at": "2026-08-29T11:16:15.492254+00:00", "kind": "site_page", "missing": false, "url": "https://www.roborev.io/integrations/gitlab"}, {"content_hash": "1b051cc426f8b8b44667c4622decb74d5f58e5d56c42756cc1e3253b16db06f7", "fetched_at": "2026-08-29T11:16:15.494519+00:00", "kind": "site_page", "missing": false, "url": "https://www.roborev.io/integrations/kata"}, {"content_hash": "898e954fb09832f9e0ce891ddee41819e046ab21d40147955ec44859cbfea6d5", "fetched_at": "2026-08-29T11:16:15.496281+00:00", "kind": "site_page", "missing": false, "url": "https://www.roborev.io/integrations/claudechic"}], "taxonomy_version": 1}, "pushed_at": {"kind": "observed", "observed_at": "2026-08-28T04:05:19.882057+00:00", "source": "github"}, "repo": {"kind": "observed", "observed_at": "2026-08-28T04:05:19.882057+00:00", "source": "github"}, "stars": {"kind": "observed", "observed_at": "2026-08-28T04:05:19.882057+00:00", "source": "github"}, "tags": {"confidence": null, "enriched_at": "2026-08-30T03:42:46.778356+00:00", "kind": "inferred", "prompt_version": 1, "sources": [{"content_hash": "66f01e2d82c9ca0d4838d4975990eecefadd6338a7b63bff46efa76562b289be", "fetched_at": "2026-08-28T04:05:19.882057+00:00", "kind": "readme", "missing": false, "url": "https://github.com/kenn-io/roborev"}, {"content_hash": "271c0c1c552084a6769e7329a46cedd01839f9919c47ce4e5bb933a4ce9e1fdb", "fetched_at": "2026-08-29T11:16:15.475447+00:00", "kind": "homepage", "missing": false, "url": "https://roborev.io"}, {"content_hash": "f6efa2b314195a50abbdd5d3fac057147c78f5a814aea5b45ef40d6eb5a9fd24", "fetched_at": "2026-08-29T11:16:15.477938+00:00", "kind": "site_page", "missing": false, "url": "https://www.roborev.io/quickstart"}, {"content_hash": "43ca916d8b5074d893d311dbd3a02b2f0a986c141af323420287ae1f59f3f36e", "fetched_at": "2026-08-29T11:16:15.479656+00:00", "kind": "site_page", "missing": false, "url": "https://www.roborev.io/installation"}, {"content_hash": "b4abfe60f94e1cfc8c15f002ab5b507014800fa11c517592d9ce7867b97c8f4a", "fetched_at": "2026-08-29T11:16:15.481463+00:00", "kind": "site_page", "missing": false, "url": "https://www.roborev.io/changelog"}, {"content_hash": "5c6437191bea0b3bed6c7db9cfd03db239cd8e0418d61ddc1916f724673c0e4d", "fetched_at": "2026-08-29T11:16:15.486299+00:00", "kind": "site_page", "missing": false, "url": "https://www.roborev.io/integrations/tui"}, {"content_hash": "ed1bd2ff96d11482749282a95dfc3481b67b3de86ae5cdf7112ebe74d21b8112", "fetched_at": "2026-08-29T11:16:15.489224+00:00", "kind": "site_page", "missing": false, "url": "https://www.roborev.io/integrations/github"}, {"content_hash": "39c720071f86faa394615feaaea0ad1462d0cab8078d5a9b015a9c7f36e65956", "fetched_at": "2026-08-29T11:16:15.492254+00:00", "kind": "site_page", "missing": false, "url": "https://www.roborev.io/integrations/gitlab"}, {"content_hash": "1b051cc426f8b8b44667c4622decb74d5f58e5d56c42756cc1e3253b16db06f7", "fetched_at": "2026-08-29T11:16:15.494519+00:00", "kind": "site_page", "missing": false, "url": "https://www.roborev.io/integrations/kata"}, {"content_hash": "898e954fb09832f9e0ce891ddee41819e046ab21d40147955ec44859cbfea6d5", "fetched_at": "2026-08-29T11:16:15.496281+00:00", "kind": "site_page", "missing": false, "url": "https://www.roborev.io/integrations/claudechic"}], "taxonomy_version": 1}, "topics": {"kind": "observed", "observed_at": "2026-08-28T04:05:19.882057+00:00", "source": "github"}, "urls": {"kind": "observed", "observed_at": "2026-08-28T04:05:19.882057+00:00", "source": "github"}, "use_cases": {"confidence": null, "enriched_at": "2026-08-30T03:42:46.778356+00:00", "kind": "inferred", "prompt_version": 1, "sources": [{"content_hash": "66f01e2d82c9ca0d4838d4975990eecefadd6338a7b63bff46efa76562b289be", "fetched_at": "2026-08-28T04:05:19.882057+00:00", "kind": "readme", "missing": false, "url": "https://github.com/kenn-io/roborev"}, {"content_hash": "271c0c1c552084a6769e7329a46cedd01839f9919c47ce4e5bb933a4ce9e1fdb", "fetched_at": "2026-08-29T11:16:15.475447+00:00", "kind": "homepage", "missing": false, "url": "https://roborev.io"}, {"content_hash": "f6efa2b314195a50abbdd5d3fac057147c78f5a814aea5b45ef40d6eb5a9fd24", "fetched_at": "2026-08-29T11:16:15.477938+00:00", "kind": "site_page", "missing": false, "url": "https://www.roborev.io/quickstart"}, {"content_hash": "43ca916d8b5074d893d311dbd3a02b2f0a986c141af323420287ae1f59f3f36e", "fetched_at": "2026-08-29T11:16:15.479656+00:00", "kind": "site_page", "missing": false, "url": "https://www.roborev.io/installation"}, {"content_hash": "b4abfe60f94e1cfc8c15f002ab5b507014800fa11c517592d9ce7867b97c8f4a", "fetched_at": "2026-08-29T11:16:15.481463+00:00", "kind": "site_page", "missing": false, "url": "https://www.roborev.io/changelog"}, {"content_hash": "5c6437191bea0b3bed6c7db9cfd03db239cd8e0418d61ddc1916f724673c0e4d", "fetched_at": "2026-08-29T11:16:15.486299+00:00", "kind": "site_page", "missing": false, "url": "https://www.roborev.io/integrations/tui"}, {"content_hash": "ed1bd2ff96d11482749282a95dfc3481b67b3de86ae5cdf7112ebe74d21b8112", "fetched_at": "2026-08-29T11:16:15.489224+00:00", "kind": "site_page", "missing": false, "url": "https://www.roborev.io/integrations/github"}, {"content_hash": "39c720071f86faa394615feaaea0ad1462d0cab8078d5a9b015a9c7f36e65956", "fetched_at": "2026-08-29T11:16:15.492254+00:00", "kind": "site_page", "missing": false, "url": "https://www.roborev.io/integrations/gitlab"}, {"content_hash": "1b051cc426f8b8b44667c4622decb74d5f58e5d56c42756cc1e3253b16db06f7", "fetched_at": "2026-08-29T11:16:15.494519+00:00", "kind": "site_page", "missing": false, "url": "https://www.roborev.io/integrations/kata"}, {"content_hash": "898e954fb09832f9e0ce891ddee41819e046ab21d40147955ec44859cbfea6d5", "fetched_at": "2026-08-29T11:16:15.496281+00:00", "kind": "site_page", "missing": false, "url": "https://www.roborev.io/integrations/claudechic"}], "taxonomy_version": 1}, "what_it_is": {"confidence": null, "enriched_at": "2026-08-30T03:42:46.778356+00:00", "kind": "inferred", "prompt_version": 1, "sources": [{"content_hash": "66f01e2d82c9ca0d4838d4975990eecefadd6338a7b63bff46efa76562b289be", "fetched_at": "2026-08-28T04:05:19.882057+00:00", "kind": "readme", "missing": false, "url": "https://github.com/kenn-io/roborev"}, {"content_hash": "271c0c1c552084a6769e7329a46cedd01839f9919c47ce4e5bb933a4ce9e1fdb", "fetched_at": "2026-08-29T11:16:15.475447+00:00", "kind": "homepage", "missing": false, "url": "https://roborev.io"}, {"content_hash": "f6efa2b314195a50abbdd5d3fac057147c78f5a814aea5b45ef40d6eb5a9fd24", "fetched_at": "2026-08-29T11:16:15.477938+00:00", "kind": "site_page", "missing": false, "url": "https://www.roborev.io/quickstart"}, {"content_hash": "43ca916d8b5074d893d311dbd3a02b2f0a986c141af323420287ae1f59f3f36e", "fetched_at": "2026-08-29T11:16:15.479656+00:00", "kind": "site_page", "missing": false, "url": "https://www.roborev.io/installation"}, {"content_hash": "b4abfe60f94e1cfc8c15f002ab5b507014800fa11c517592d9ce7867b97c8f4a", "fetched_at": "2026-08-29T11:16:15.481463+00:00", "kind": "site_page", "missing": false, "url": "https://www.roborev.io/changelog"}, {"content_hash": "5c6437191bea0b3bed6c7db9cfd03db239cd8e0418d61ddc1916f724673c0e4d", "fetched_at": "2026-08-29T11:16:15.486299+00:00", "kind": "site_page", "missing": false, "url": "https://www.roborev.io/integrations/tui"}, {"content_hash": "ed1bd2ff96d11482749282a95dfc3481b67b3de86ae5cdf7112ebe74d21b8112", "fetched_at": "2026-08-29T11:16:15.489224+00:00", "kind": "site_page", "missing": false, "url": "https://www.roborev.io/integrations/github"}, {"content_hash": "39c720071f86faa394615feaaea0ad1462d0cab8078d5a9b015a9c7f36e65956", "fetched_at": "2026-08-29T11:16:15.492254+00:00", "kind": "site_page", "missing": false, "url": "https://www.roborev.io/integrations/gitlab"}, {"content_hash": "1b051cc426f8b8b44667c4622decb74d5f58e5d56c42756cc1e3253b16db06f7", "fetched_at": "2026-08-29T11:16:15.494519+00:00", "kind": "site_page", "missing": false, "url": "https://www.roborev.io/integrations/kata"}, {"content_hash": "898e954fb09832f9e0ce891ddee41819e046ab21d40147955ec44859cbfea6d5", "fetched_at": "2026-08-29T11:16:15.496281+00:00", "kind": "site_page", "missing": false, "url": "https://www.roborev.io/integrations/claudechic"}], "taxonomy_version": 1}, "when_to_avoid": {"confidence": null, "enriched_at": "2026-08-30T03:42:46.778356+00:00", "kind": "inferred", "prompt_version": 1, "sources": [{"content_hash": "66f01e2d82c9ca0d4838d4975990eecefadd6338a7b63bff46efa76562b289be", "fetched_at": "2026-08-28T04:05:19.882057+00:00", "kind": "readme", "missing": false, "url": "https://github.com/kenn-io/roborev"}, {"content_hash": "271c0c1c552084a6769e7329a46cedd01839f9919c47ce4e5bb933a4ce9e1fdb", "fetched_at": "2026-08-29T11:16:15.475447+00:00", "kind": "homepage", "missing": false, "url": "https://roborev.io"}, {"content_hash": "f6efa2b314195a50abbdd5d3fac057147c78f5a814aea5b45ef40d6eb5a9fd24", "fetched_at": "2026-08-29T11:16:15.477938+00:00", "kind": "site_page", "missing": false, "url": "https://www.roborev.io/quickstart"}, {"content_hash": "43ca916d8b5074d893d311dbd3a02b2f0a986c141af323420287ae1f59f3f36e", "fetched_at": "2026-08-29T11:16:15.479656+00:00", "kind": "site_page", "missing": false, "url": "https://www.roborev.io/installation"}, {"content_hash": "b4abfe60f94e1cfc8c15f002ab5b507014800fa11c517592d9ce7867b97c8f4a", "fetched_at": "2026-08-29T11:16:15.481463+00:00", "kind": "site_page", "missing": false, "url": "https://www.roborev.io/changelog"}, {"content_hash": "5c6437191bea0b3bed6c7db9cfd03db239cd8e0418d61ddc1916f724673c0e4d", "fetched_at": "2026-08-29T11:16:15.486299+00:00", "kind": "site_page", "missing": false, "url": "https://www.roborev.io/integrations/tui"}, {"content_hash": "ed1bd2ff96d11482749282a95dfc3481b67b3de86ae5cdf7112ebe74d21b8112", "fetched_at": "2026-08-29T11:16:15.489224+00:00", "kind": "site_page", "missing": false, "url": "https://www.roborev.io/integrations/github"}, {"content_hash": "39c720071f86faa394615feaaea0ad1462d0cab8078d5a9b015a9c7f36e65956", "fetched_at": "2026-08-29T11:16:15.492254+00:00", "kind": "site_page", "missing": false, "url": "https://www.roborev.io/integrations/gitlab"}, {"content_hash": "1b051cc426f8b8b44667c4622decb74d5f58e5d56c42756cc1e3253b16db06f7", "fetched_at": "2026-08-29T11:16:15.494519+00:00", "kind": "site_page", "missing": false, "url": "https://www.roborev.io/integrations/kata"}, {"content_hash": "898e954fb09832f9e0ce891ddee41819e046ab21d40147955ec44859cbfea6d5", "fetched_at": "2026-08-29T11:16:15.496281+00:00", "kind": "site_page", "missing": false, "url": "https://www.roborev.io/integrations/claudechic"}], "taxonomy_version": 1}, "when_to_choose": {"confidence": null, "enriched_at": "2026-08-30T03:42:46.778356+00:00", "kind": "inferred", "prompt_version": 1, "sources": [{"content_hash": "66f01e2d82c9ca0d4838d4975990eecefadd6338a7b63bff46efa76562b289be", "fetched_at": "2026-08-28T04:05:19.882057+00:00", "kind": "readme", "missing": false, "url": "https://github.com/kenn-io/roborev"}, {"content_hash": "271c0c1c552084a6769e7329a46cedd01839f9919c47ce4e5bb933a4ce9e1fdb", "fetched_at": "2026-08-29T11:16:15.475447+00:00", "kind": "homepage", "missing": false, "url": "https://roborev.io"}, {"content_hash": "f6efa2b314195a50abbdd5d3fac057147c78f5a814aea5b45ef40d6eb5a9fd24", "fetched_at": "2026-08-29T11:16:15.477938+00:00", "kind": "site_page", "missing": false, "url": "https://www.roborev.io/quickstart"}, {"content_hash": "43ca916d8b5074d893d311dbd3a02b2f0a986c141af323420287ae1f59f3f36e", "fetched_at": "2026-08-29T11:16:15.479656+00:00", "kind": "site_page", "missing": false, "url": "https://www.roborev.io/installation"}, {"content_hash": "b4abfe60f94e1cfc8c15f002ab5b507014800fa11c517592d9ce7867b97c8f4a", "fetched_at": "2026-08-29T11:16:15.481463+00:00", "kind": "site_page", "missing": false, "url": "https://www.roborev.io/changelog"}, {"content_hash": "5c6437191bea0b3bed6c7db9cfd03db239cd8e0418d61ddc1916f724673c0e4d", "fetched_at": "2026-08-29T11:16:15.486299+00:00", "kind": "site_page", "missing": false, "url": "https://www.roborev.io/integrations/tui"}, {"content_hash": "ed1bd2ff96d11482749282a95dfc3481b67b3de86ae5cdf7112ebe74d21b8112", "fetched_at": "2026-08-29T11:16:15.489224+00:00", "kind": "site_page", "missing": false, "url": "https://www.roborev.io/integrations/github"}, {"content_hash": "39c720071f86faa394615feaaea0ad1462d0cab8078d5a9b015a9c7f36e65956", "fetched_at": "2026-08-29T11:16:15.492254+00:00", "kind": "site_page", "missing": false, "url": "https://www.roborev.io/integrations/gitlab"}, {"content_hash": "1b051cc426f8b8b44667c4622decb74d5f58e5d56c42756cc1e3253b16db06f7", "fetched_at": "2026-08-29T11:16:15.494519+00:00", "kind": "site_page", "missing": false, "url": "https://www.roborev.io/integrations/kata"}, {"content_hash": "898e954fb09832f9e0ce891ddee41819e046ab21d40147955ec44859cbfea6d5", "fetched_at": "2026-08-29T11:16:15.496281+00:00", "kind": "site_page", "missing": false, "url": "https://www.roborev.io/integrations/claudechic"}], "taxonomy_version": 1}}, "score": {"components": {"activity": 99, "longevity": 17, "rhythm": 87}, "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": 240, "days_push": 7, "days_rel": 7, "gap_med": 0, "n_releases_24m": 114}, "score": 78, "version": 2}, "staleness": {"enrichment_outdated": false, "low_confidence": false, "scrape_days": 9, "stale_scrape": false}}