{"adoption": {"forks": 81, "observed_at": "2026-08-28T04:05:04.977740+00:00", "stars": 1567}, "canonical_url": "https://ross.abutalabs.com/products/superdb", "card": {"archived": false, "artifact_type": "application", "description": "An analytics database that puts JSON and relational tables on equal footing", "domain": ["data-science", "analytics", "databases", "developer-tools", "security"], "enriched": true, "function": ["search-engine", "data-visualization", "cli", "gui", "serialization", "database"], "health_score": 98, "homepage": "https://superdb.org", "language": "Go", "license": "NOASSERTION", "license_family": "other", "maturity": "active", "member_repos": ["brimdata/super", "brimdata/zui"], "name": "SuperDB", "platform": ["cross-platform", "windows", "cli"], "pushed_at": "2026-08-26T19:10:26+00:00", "repo": "brimdata/super", "stars": 1567, "tags": ["super-structured-data", "supersql", "zed-lake", "zng", "schema-inference", "log-analysis", "electron-app", "data-wrangling", "zeek-logs", "desktop", "macos", "linux"], "topics": [], "urls": [{"kind": "homepage", "url": "https://superdb.org"}, {"kind": "site_page", "url": "https://superdb.org/getting-started/install"}, {"kind": "site_page", "url": "https://superdb.org/getting-started/intro"}], "use_cases": ["explore deeply nested JSON logs", "search heterogeneous NDJSON log files", "clean up CSV files by adding type information", "view Parquet and Arrow IPC files", "investigate Zeek security logs", "run SQL-like queries against JSON data without defining schemas", "analyze CDC logs from a legacy database"], "what_it_is": "SuperDB Desktop (Zui) is an Electron-based desktop application for exploring, searching, and transforming data, serving as the official front-end to the SuperDB analytics database. SuperDB itself is a super-structured analytics database with a SQL-compatible pipe query language (SuperSQL), schema-on-read type system, and a single-binary CLI (super) written in Go.", "when_to_avoid": ["you need a mature production-grade persistent database with wide ecosystem support", "you require heavy multi-user BI dashboards or OLAP at scale", "your team is standardized on PostgreSQL or another traditional RDBMS", "you need a web-based, multi-tenant analytics service"], "when_to_choose": ["you need to explore schema-less or heterogeneous JSON/NDJSON data interactively", "you want schema inference and type-aware querying without up-front schema design", "you analyze security logs like Zeek or CDC streams", "you prefer a desktop GUI with drag-and-drop ingest plus a CLI query engine"]}, "data_as_of": "2026-08-30T08:39:29.467469+00:00", "members": [{"path": "/repos/brimdata/super", "repo": "brimdata/super", "role": "main", "score": 91}, {"path": "/repos/brimdata/zui", "repo": "brimdata/zui", "role": "frontend", "score": 67}], "provenance": {"archived": {"kind": "observed", "observed_at": "2026-08-28T04:05:04.977740+00:00", "source": "github"}, "artifact_type": {"confidence": null, "enriched_at": "2026-08-30T03:05:10.470119+00:00", "kind": "inferred", "prompt_version": 1, "sources": [{"content_hash": "f1bbac7c37ac57bd03ec8937f94cf692454defcbe59ff70e118fa8d417b1db37", "fetched_at": "2026-08-28T04:05:04.977740+00:00", "kind": "readme", "missing": false, "url": "https://github.com/brimdata/super"}, {"content_hash": "7ef51c6a2e2f3a5acc773307677fa5d6cdf61d84f9d729bc87e3984b5e898346", "fetched_at": "2026-08-29T10:45:11.889003+00:00", "kind": "homepage", "missing": false, "url": "https://superdb.org"}, {"content_hash": "e5bb18e88a05ee08e6ed10a1ed4bc01f048b0b82f90e4e92fe9d116899c01f4c", "fetched_at": "2026-08-29T10:45:11.898404+00:00", "kind": "site_page", "missing": false, "url": "https://superdb.org/getting-started/install"}, {"content_hash": "e91c362023639fb426ffd48d8680b8309f543ba775f39a8bcf698723461e2dba", "fetched_at": "2026-08-29T10:45:11.900222+00:00", "kind": "site_page", "missing": false, "url": "https://superdb.org/getting-started/intro"}], "taxonomy_version": 1}, "description": {"kind": "observed", "observed_at": "2026-08-28T04:05:04.977740+00:00", "source": "github"}, "domain": {"confidence": null, "enriched_at": "2026-08-30T03:05:10.470119+00:00", "kind": "inferred", "prompt_version": 1, "sources": [{"content_hash": "f1bbac7c37ac57bd03ec8937f94cf692454defcbe59ff70e118fa8d417b1db37", "fetched_at": "2026-08-28T04:05:04.977740+00:00", "kind": "readme", "missing": false, "url": "https://github.com/brimdata/super"}, {"content_hash": "7ef51c6a2e2f3a5acc773307677fa5d6cdf61d84f9d729bc87e3984b5e898346", "fetched_at": "2026-08-29T10:45:11.889003+00:00", "kind": "homepage", "missing": false, "url": "https://superdb.org"}, {"content_hash": "e5bb18e88a05ee08e6ed10a1ed4bc01f048b0b82f90e4e92fe9d116899c01f4c", "fetched_at": "2026-08-29T10:45:11.898404+00:00", "kind": "site_page", "missing": false, "url": "https://superdb.org/getting-started/install"}, {"content_hash": "e91c362023639fb426ffd48d8680b8309f543ba775f39a8bcf698723461e2dba", "fetched_at": "2026-08-29T10:45:11.900222+00:00", "kind": "site_page", "missing": false, "url": "https://superdb.org/getting-started/intro"}], "taxonomy_version": 1}, "enriched": {"inputs": [], "kind": "computed", "method": "enrichment_status"}, "function": {"confidence": null, "enriched_at": "2026-08-30T03:05:10.470119+00:00", "kind": "inferred", "prompt_version": 1, "sources": [{"content_hash": "f1bbac7c37ac57bd03ec8937f94cf692454defcbe59ff70e118fa8d417b1db37", "fetched_at": "2026-08-28T04:05:04.977740+00:00", "kind": "readme", "missing": false, "url": "https://github.com/brimdata/super"}, {"content_hash": "7ef51c6a2e2f3a5acc773307677fa5d6cdf61d84f9d729bc87e3984b5e898346", "fetched_at": "2026-08-29T10:45:11.889003+00:00", "kind": "homepage", "missing": false, "url": "https://superdb.org"}, {"content_hash": "e5bb18e88a05ee08e6ed10a1ed4bc01f048b0b82f90e4e92fe9d116899c01f4c", "fetched_at": "2026-08-29T10:45:11.898404+00:00", "kind": "site_page", "missing": false, "url": "https://superdb.org/getting-started/install"}, {"content_hash": "e91c362023639fb426ffd48d8680b8309f543ba775f39a8bcf698723461e2dba", "fetched_at": "2026-08-29T10:45:11.900222+00:00", "kind": "site_page", "missing": false, "url": "https://superdb.org/getting-started/intro"}], "taxonomy_version": 1}, "health_score": {"inputs": ["days_since_push", "days_since_release", "archived"], "kind": "computed", "method": "health_v1"}, "homepage": {"kind": "observed", "observed_at": "2026-08-28T04:05:04.977740+00:00", "source": "github"}, "language": {"kind": "observed", "observed_at": "2026-08-28T04:05:04.977740+00:00", "source": "github"}, "license": {"kind": "observed", "observed_at": "2026-08-28T04:05:04.977740+00:00", "source": "github"}, "license_family": {"inputs": ["license"], "kind": "computed", "method": "license_family"}, "maturity": {"confidence": null, "enriched_at": "2026-08-30T03:05:10.470119+00:00", "kind": "inferred", "prompt_version": 1, "sources": [{"content_hash": "f1bbac7c37ac57bd03ec8937f94cf692454defcbe59ff70e118fa8d417b1db37", "fetched_at": "2026-08-28T04:05:04.977740+00:00", "kind": "readme", "missing": false, "url": "https://github.com/brimdata/super"}, {"content_hash": "7ef51c6a2e2f3a5acc773307677fa5d6cdf61d84f9d729bc87e3984b5e898346", "fetched_at": "2026-08-29T10:45:11.889003+00:00", "kind": "homepage", "missing": false, "url": "https://superdb.org"}, {"content_hash": "e5bb18e88a05ee08e6ed10a1ed4bc01f048b0b82f90e4e92fe9d116899c01f4c", "fetched_at": "2026-08-29T10:45:11.898404+00:00", "kind": "site_page", "missing": false, "url": "https://superdb.org/getting-started/install"}, {"content_hash": "e91c362023639fb426ffd48d8680b8309f543ba775f39a8bcf698723461e2dba", "fetched_at": "2026-08-29T10:45:11.900222+00:00", "kind": "site_page", "missing": false, "url": "https://superdb.org/getting-started/intro"}], "taxonomy_version": 1}, "member_repos": {"kind": "observed", "observed_at": "2026-08-28T04:05:04.977740+00:00", "source": "github"}, "name": {"kind": "observed", "observed_at": "2026-08-28T04:05:04.977740+00:00", "source": "github"}, "platform": {"confidence": null, "enriched_at": "2026-08-30T03:05:10.470119+00:00", "kind": "inferred", "prompt_version": 1, "sources": [{"content_hash": "f1bbac7c37ac57bd03ec8937f94cf692454defcbe59ff70e118fa8d417b1db37", "fetched_at": "2026-08-28T04:05:04.977740+00:00", "kind": "readme", "missing": false, "url": "https://github.com/brimdata/super"}, {"content_hash": "7ef51c6a2e2f3a5acc773307677fa5d6cdf61d84f9d729bc87e3984b5e898346", "fetched_at": "2026-08-29T10:45:11.889003+00:00", "kind": "homepage", "missing": false, "url": "https://superdb.org"}, {"content_hash": "e5bb18e88a05ee08e6ed10a1ed4bc01f048b0b82f90e4e92fe9d116899c01f4c", "fetched_at": "2026-08-29T10:45:11.898404+00:00", "kind": "site_page", "missing": false, "url": "https://superdb.org/getting-started/install"}, {"content_hash": "e91c362023639fb426ffd48d8680b8309f543ba775f39a8bcf698723461e2dba", "fetched_at": "2026-08-29T10:45:11.900222+00:00", "kind": "site_page", "missing": false, "url": "https://superdb.org/getting-started/intro"}], "taxonomy_version": 1}, "pushed_at": {"kind": "observed", "observed_at": "2026-08-28T04:05:04.977740+00:00", "source": "github"}, "repo": {"kind": "observed", "observed_at": "2026-08-28T04:05:04.977740+00:00", "source": "github"}, "stars": {"kind": "observed", "observed_at": "2026-08-28T04:05:04.977740+00:00", "source": "github"}, "tags": {"confidence": null, "enriched_at": "2026-08-30T03:05:10.470119+00:00", "kind": "inferred", "prompt_version": 1, "sources": [{"content_hash": "f1bbac7c37ac57bd03ec8937f94cf692454defcbe59ff70e118fa8d417b1db37", "fetched_at": "2026-08-28T04:05:04.977740+00:00", "kind": "readme", "missing": false, "url": "https://github.com/brimdata/super"}, {"content_hash": "7ef51c6a2e2f3a5acc773307677fa5d6cdf61d84f9d729bc87e3984b5e898346", "fetched_at": "2026-08-29T10:45:11.889003+00:00", "kind": "homepage", "missing": false, "url": "https://superdb.org"}, {"content_hash": "e5bb18e88a05ee08e6ed10a1ed4bc01f048b0b82f90e4e92fe9d116899c01f4c", "fetched_at": "2026-08-29T10:45:11.898404+00:00", "kind": "site_page", "missing": false, "url": "https://superdb.org/getting-started/install"}, {"content_hash": "e91c362023639fb426ffd48d8680b8309f543ba775f39a8bcf698723461e2dba", "fetched_at": "2026-08-29T10:45:11.900222+00:00", "kind": "site_page", "missing": false, "url": "https://superdb.org/getting-started/intro"}], "taxonomy_version": 1}, "topics": {"kind": "observed", "observed_at": "2026-08-28T04:05:04.977740+00:00", "source": "github"}, "urls": {"kind": "observed", "observed_at": "2026-08-28T04:05:04.977740+00:00", "source": "github"}, "use_cases": {"confidence": null, "enriched_at": "2026-08-30T03:05:10.470119+00:00", "kind": "inferred", "prompt_version": 1, "sources": [{"content_hash": "f1bbac7c37ac57bd03ec8937f94cf692454defcbe59ff70e118fa8d417b1db37", "fetched_at": "2026-08-28T04:05:04.977740+00:00", "kind": "readme", "missing": false, "url": "https://github.com/brimdata/super"}, {"content_hash": "7ef51c6a2e2f3a5acc773307677fa5d6cdf61d84f9d729bc87e3984b5e898346", "fetched_at": "2026-08-29T10:45:11.889003+00:00", "kind": "homepage", "missing": false, "url": "https://superdb.org"}, {"content_hash": "e5bb18e88a05ee08e6ed10a1ed4bc01f048b0b82f90e4e92fe9d116899c01f4c", "fetched_at": "2026-08-29T10:45:11.898404+00:00", "kind": "site_page", "missing": false, "url": "https://superdb.org/getting-started/install"}, {"content_hash": "e91c362023639fb426ffd48d8680b8309f543ba775f39a8bcf698723461e2dba", "fetched_at": "2026-08-29T10:45:11.900222+00:00", "kind": "site_page", "missing": false, "url": "https://superdb.org/getting-started/intro"}], "taxonomy_version": 1}, "what_it_is": {"confidence": null, "enriched_at": "2026-08-30T03:05:10.470119+00:00", "kind": "inferred", "prompt_version": 1, "sources": [{"content_hash": "f1bbac7c37ac57bd03ec8937f94cf692454defcbe59ff70e118fa8d417b1db37", "fetched_at": "2026-08-28T04:05:04.977740+00:00", "kind": "readme", "missing": false, "url": "https://github.com/brimdata/super"}, {"content_hash": "7ef51c6a2e2f3a5acc773307677fa5d6cdf61d84f9d729bc87e3984b5e898346", "fetched_at": "2026-08-29T10:45:11.889003+00:00", "kind": "homepage", "missing": false, "url": "https://superdb.org"}, {"content_hash": "e5bb18e88a05ee08e6ed10a1ed4bc01f048b0b82f90e4e92fe9d116899c01f4c", "fetched_at": "2026-08-29T10:45:11.898404+00:00", "kind": "site_page", "missing": false, "url": "https://superdb.org/getting-started/install"}, {"content_hash": "e91c362023639fb426ffd48d8680b8309f543ba775f39a8bcf698723461e2dba", "fetched_at": "2026-08-29T10:45:11.900222+00:00", "kind": "site_page", "missing": false, "url": "https://superdb.org/getting-started/intro"}], "taxonomy_version": 1}, "when_to_avoid": {"confidence": null, "enriched_at": "2026-08-30T03:05:10.470119+00:00", "kind": "inferred", "prompt_version": 1, "sources": [{"content_hash": "f1bbac7c37ac57bd03ec8937f94cf692454defcbe59ff70e118fa8d417b1db37", "fetched_at": "2026-08-28T04:05:04.977740+00:00", "kind": "readme", "missing": false, "url": "https://github.com/brimdata/super"}, {"content_hash": "7ef51c6a2e2f3a5acc773307677fa5d6cdf61d84f9d729bc87e3984b5e898346", "fetched_at": "2026-08-29T10:45:11.889003+00:00", "kind": "homepage", "missing": false, "url": "https://superdb.org"}, {"content_hash": "e5bb18e88a05ee08e6ed10a1ed4bc01f048b0b82f90e4e92fe9d116899c01f4c", "fetched_at": "2026-08-29T10:45:11.898404+00:00", "kind": "site_page", "missing": false, "url": "https://superdb.org/getting-started/install"}, {"content_hash": "e91c362023639fb426ffd48d8680b8309f543ba775f39a8bcf698723461e2dba", "fetched_at": "2026-08-29T10:45:11.900222+00:00", "kind": "site_page", "missing": false, "url": "https://superdb.org/getting-started/intro"}], "taxonomy_version": 1}, "when_to_choose": {"confidence": null, "enriched_at": "2026-08-30T03:05:10.470119+00:00", "kind": "inferred", "prompt_version": 1, "sources": [{"content_hash": "f1bbac7c37ac57bd03ec8937f94cf692454defcbe59ff70e118fa8d417b1db37", "fetched_at": "2026-08-28T04:05:04.977740+00:00", "kind": "readme", "missing": false, "url": "https://github.com/brimdata/super"}, {"content_hash": "7ef51c6a2e2f3a5acc773307677fa5d6cdf61d84f9d729bc87e3984b5e898346", "fetched_at": "2026-08-29T10:45:11.889003+00:00", "kind": "homepage", "missing": false, "url": "https://superdb.org"}, {"content_hash": "e5bb18e88a05ee08e6ed10a1ed4bc01f048b0b82f90e4e92fe9d116899c01f4c", "fetched_at": "2026-08-29T10:45:11.898404+00:00", "kind": "site_page", "missing": false, "url": "https://superdb.org/getting-started/install"}, {"content_hash": "e91c362023639fb426ffd48d8680b8309f543ba775f39a8bcf698723461e2dba", "fetched_at": "2026-08-29T10:45:11.900222+00:00", "kind": "site_page", "missing": false, "url": "https://superdb.org/getting-started/intro"}], "taxonomy_version": 1}}, "score": {"components": {"activity": 99, "longevity": 100, "rhythm": 75}, "computed_at": "2026-09-03T02:20:16.233290+00:00", "flags": ["no_license"], "formula": "round(0.45*activity + 0.35*rhythm + 0.20*longevity); archived -> min(score, 10)", "inputs": {"age_days": 2491, "days_push": 7, "days_rel": 166, "gap_med": 24.0, "n_releases_24m": 3}, "score": 91, "version": 2}, "staleness": {"enrichment_outdated": false, "low_confidence": false, "scrape_days": 9, "stale_scrape": false}}