{"adoption": {"forks": 684, "observed_at": "2026-08-28T04:09:43.185651+00:00", "stars": 6409}, "canonical_url": "https://ross.abutalabs.com/products/csvkit", "card": {"archived": false, "artifact_type": "cli-tool", "description": "A suite of utilities for converting to and working with CSV, the king of tabular file formats.", "domain": ["files", "spreadsheets"], "enriched": true, "function": ["cli", "csv", "etl", "data-science"], "health_score": 77, "homepage": "https://csvkit.readthedocs.io", "language": "Python", "license": "MIT", "license_family": "permissive", "maturity": "stable", "member_repos": ["wireservice/csvkit"], "name": "wireservice/csvkit", "platform": ["python", "cli", "cross-platform"], "pushed_at": "2026-08-03T23:53:23+00:00", "repo": "wireservice/csvkit", "stars": 6409, "tags": ["csv-tools", "command-line-utilities", "tabular-data", "data-conversion", "data-engineering", "command-line"], "topics": [], "urls": [], "use_cases": ["convert excel or  files to csv from the command line", "inspect csv columns and compute summary statistics", "cut and filter columns from large csv files", "run sql queries against csv files", "clean up messy tabular data in shell pipelines"], "what_it_is": "csvkit is a suite of Python-based command-line tools for converting to and working with CSV files. It includes utilities like csvcut, csvstat, and csvsql for inspecting, filtering, and transforming tabular data.", "when_to_avoid": ["you need a full spreadsheet gui or interactive data exploration", "you require high-performance processing of massive files beyond csvkit's memory-friendly but slower pure-python approach", "you need a general-purpose etl orchestration framework"], "when_to_choose": ["you work with csv data in a unix shell or scripts", "you need quick conversion between csv and other formats like , excel, or sql databases", "you want lightweight command-line tools instead of writing python scripts"]}, "data_as_of": "2026-08-30T08:39:29.467469+00:00", "members": [{"path": "/products/csvkit", "repo": "wireservice/csvkit", "role": "main", "score": 75}], "provenance": {"archived": {"kind": "observed", "observed_at": "2026-08-28T04:09:43.185651+00:00", "source": "github"}, "artifact_type": {"confidence": null, "enriched_at": "2026-08-29T17:44:56.334250+00:00", "kind": "inferred", "prompt_version": 1, "sources": [{"content_hash": "5298776e942ff59ea5c4e95d3e0a3b4b61394743fb7741ed0e9f81058a3f85cc", "fetched_at": "2026-08-28T04:09:43.185651+00:00", "kind": "readme", "missing": false, "url": "https://github.com/wireservice/csvkit"}, {"content_hash": "791c9b7e8511e5b092dd011a87ead0b6e23d9d38e16f8e79f26a7236c4bf5a97", "fetched_at": "2026-08-29T08:42:14.799979+00:00", "kind": "registry_pypi", "missing": false, "url": "https://pypi.org/pypi/csvkit/json"}], "taxonomy_version": 1}, "description": {"kind": "observed", "observed_at": "2026-08-28T04:09:43.185651+00:00", "source": "github"}, "domain": {"confidence": null, "enriched_at": "2026-08-29T17:44:56.334250+00:00", "kind": "inferred", "prompt_version": 1, "sources": [{"content_hash": "5298776e942ff59ea5c4e95d3e0a3b4b61394743fb7741ed0e9f81058a3f85cc", "fetched_at": "2026-08-28T04:09:43.185651+00:00", "kind": "readme", "missing": false, "url": "https://github.com/wireservice/csvkit"}, {"content_hash": "791c9b7e8511e5b092dd011a87ead0b6e23d9d38e16f8e79f26a7236c4bf5a97", "fetched_at": "2026-08-29T08:42:14.799979+00:00", "kind": "registry_pypi", "missing": false, "url": "https://pypi.org/pypi/csvkit/json"}], "taxonomy_version": 1}, "enriched": {"inputs": [], "kind": "computed", "method": "enrichment_status"}, "function": {"confidence": null, "enriched_at": "2026-08-29T17:44:56.334250+00:00", "kind": "inferred", "prompt_version": 1, "sources": [{"content_hash": "5298776e942ff59ea5c4e95d3e0a3b4b61394743fb7741ed0e9f81058a3f85cc", "fetched_at": "2026-08-28T04:09:43.185651+00:00", "kind": "readme", "missing": false, "url": "https://github.com/wireservice/csvkit"}, {"content_hash": "791c9b7e8511e5b092dd011a87ead0b6e23d9d38e16f8e79f26a7236c4bf5a97", "fetched_at": "2026-08-29T08:42:14.799979+00:00", "kind": "registry_pypi", "missing": false, "url": "https://pypi.org/pypi/csvkit/json"}], "taxonomy_version": 1}, "health_score": {"inputs": ["days_since_push", "days_since_release", "archived"], "kind": "computed", "method": "health_v1"}, "homepage": {"kind": "observed", "observed_at": "2026-08-28T04:09:43.185651+00:00", "source": "github"}, "language": {"kind": "observed", "observed_at": "2026-08-28T04:09:43.185651+00:00", "source": "github"}, "license": {"kind": "observed", "observed_at": "2026-08-28T04:09:43.185651+00:00", "source": "github"}, "license_family": {"inputs": ["license"], "kind": "computed", "method": "license_family"}, "maturity": {"confidence": null, "enriched_at": "2026-08-29T17:44:56.334250+00:00", "kind": "inferred", "prompt_version": 1, "sources": [{"content_hash": "5298776e942ff59ea5c4e95d3e0a3b4b61394743fb7741ed0e9f81058a3f85cc", "fetched_at": "2026-08-28T04:09:43.185651+00:00", "kind": "readme", "missing": false, "url": "https://github.com/wireservice/csvkit"}, {"content_hash": "791c9b7e8511e5b092dd011a87ead0b6e23d9d38e16f8e79f26a7236c4bf5a97", "fetched_at": "2026-08-29T08:42:14.799979+00:00", "kind": "registry_pypi", "missing": false, "url": "https://pypi.org/pypi/csvkit/json"}], "taxonomy_version": 1}, "member_repos": {"kind": "observed", "observed_at": "2026-08-28T04:09:43.185651+00:00", "source": "github"}, "name": {"kind": "observed", "observed_at": "2026-08-28T04:09:43.185651+00:00", "source": "github"}, "platform": {"confidence": null, "enriched_at": "2026-08-29T17:44:56.334250+00:00", "kind": "inferred", "prompt_version": 1, "sources": [{"content_hash": "5298776e942ff59ea5c4e95d3e0a3b4b61394743fb7741ed0e9f81058a3f85cc", "fetched_at": "2026-08-28T04:09:43.185651+00:00", "kind": "readme", "missing": false, "url": "https://github.com/wireservice/csvkit"}, {"content_hash": "791c9b7e8511e5b092dd011a87ead0b6e23d9d38e16f8e79f26a7236c4bf5a97", "fetched_at": "2026-08-29T08:42:14.799979+00:00", "kind": "registry_pypi", "missing": false, "url": "https://pypi.org/pypi/csvkit/json"}], "taxonomy_version": 1}, "pushed_at": {"kind": "observed", "observed_at": "2026-08-28T04:09:43.185651+00:00", "source": "github"}, "repo": {"kind": "observed", "observed_at": "2026-08-28T04:09:43.185651+00:00", "source": "github"}, "stars": {"kind": "observed", "observed_at": "2026-08-28T04:09:43.185651+00:00", "source": "github"}, "tags": {"confidence": null, "enriched_at": "2026-08-29T17:44:56.334250+00:00", "kind": "inferred", "prompt_version": 1, "sources": [{"content_hash": "5298776e942ff59ea5c4e95d3e0a3b4b61394743fb7741ed0e9f81058a3f85cc", "fetched_at": "2026-08-28T04:09:43.185651+00:00", "kind": "readme", "missing": false, "url": "https://github.com/wireservice/csvkit"}, {"content_hash": "791c9b7e8511e5b092dd011a87ead0b6e23d9d38e16f8e79f26a7236c4bf5a97", "fetched_at": "2026-08-29T08:42:14.799979+00:00", "kind": "registry_pypi", "missing": false, "url": "https://pypi.org/pypi/csvkit/json"}], "taxonomy_version": 1}, "topics": {"kind": "observed", "observed_at": "2026-08-28T04:09:43.185651+00:00", "source": "github"}, "urls": {"kind": "observed", "observed_at": "2026-08-28T04:09:43.185651+00:00", "source": "github"}, "use_cases": {"confidence": null, "enriched_at": "2026-08-29T17:44:56.334250+00:00", "kind": "inferred", "prompt_version": 1, "sources": [{"content_hash": "5298776e942ff59ea5c4e95d3e0a3b4b61394743fb7741ed0e9f81058a3f85cc", "fetched_at": "2026-08-28T04:09:43.185651+00:00", "kind": "readme", "missing": false, "url": "https://github.com/wireservice/csvkit"}, {"content_hash": "791c9b7e8511e5b092dd011a87ead0b6e23d9d38e16f8e79f26a7236c4bf5a97", "fetched_at": "2026-08-29T08:42:14.799979+00:00", "kind": "registry_pypi", "missing": false, "url": "https://pypi.org/pypi/csvkit/json"}], "taxonomy_version": 1}, "what_it_is": {"confidence": null, "enriched_at": "2026-08-29T17:44:56.334250+00:00", "kind": "inferred", "prompt_version": 1, "sources": [{"content_hash": "5298776e942ff59ea5c4e95d3e0a3b4b61394743fb7741ed0e9f81058a3f85cc", "fetched_at": "2026-08-28T04:09:43.185651+00:00", "kind": "readme", "missing": false, "url": "https://github.com/wireservice/csvkit"}, {"content_hash": "791c9b7e8511e5b092dd011a87ead0b6e23d9d38e16f8e79f26a7236c4bf5a97", "fetched_at": "2026-08-29T08:42:14.799979+00:00", "kind": "registry_pypi", "missing": false, "url": "https://pypi.org/pypi/csvkit/json"}], "taxonomy_version": 1}, "when_to_avoid": {"confidence": null, "enriched_at": "2026-08-29T17:44:56.334250+00:00", "kind": "inferred", "prompt_version": 1, "sources": [{"content_hash": "5298776e942ff59ea5c4e95d3e0a3b4b61394743fb7741ed0e9f81058a3f85cc", "fetched_at": "2026-08-28T04:09:43.185651+00:00", "kind": "readme", "missing": false, "url": "https://github.com/wireservice/csvkit"}, {"content_hash": "791c9b7e8511e5b092dd011a87ead0b6e23d9d38e16f8e79f26a7236c4bf5a97", "fetched_at": "2026-08-29T08:42:14.799979+00:00", "kind": "registry_pypi", "missing": false, "url": "https://pypi.org/pypi/csvkit/json"}], "taxonomy_version": 1}, "when_to_choose": {"confidence": null, "enriched_at": "2026-08-29T17:44:56.334250+00:00", "kind": "inferred", "prompt_version": 1, "sources": [{"content_hash": "5298776e942ff59ea5c4e95d3e0a3b4b61394743fb7741ed0e9f81058a3f85cc", "fetched_at": "2026-08-28T04:09:43.185651+00:00", "kind": "readme", "missing": false, "url": "https://github.com/wireservice/csvkit"}, {"content_hash": "791c9b7e8511e5b092dd011a87ead0b6e23d9d38e16f8e79f26a7236c4bf5a97", "fetched_at": "2026-08-29T08:42:14.799979+00:00", "kind": "registry_pypi", "missing": false, "url": "https://pypi.org/pypi/csvkit/json"}], "taxonomy_version": 1}}, "score": {"components": {"activity": 95, "longevity": 100, "rhythm": 35}, "computed_at": "2026-09-03T02:20:16.233290+00:00", "flags": ["no_releases"], "formula": "round(0.45*activity + 0.35*rhythm + 0.20*longevity); archived -> min(score, 10)", "inputs": {"age_days": 5633, "days_push": 30, "days_rel": null, "gap_med": null, "n_releases_24m": 0}, "score": 75, "version": 2}, "staleness": {"enrichment_outdated": false, "low_confidence": false, "scrape_days": 9, "stale_scrape": false}}