{"adoption": {"forks": 107, "observed_at": "2026-08-28T04:04:37.282207+00:00", "stars": 1401}, "canonical_url": "https://ross.abutalabs.com/products/amphi-etl", "card": {"archived": false, "artifact_type": "application", "description": "visual data prep powered by python", "domain": ["data-science", "analytics", "developer-tools"], "enriched": true, "function": ["etl", "data-science", "workflow-automation", "gui"], "health_score": 79, "homepage": "https://amphi.ai", "language": "TypeScript", "license": "NOASSERTION", "license_family": "other", "maturity": "active", "member_repos": ["amphi-ai/amphi-etl"], "name": "amphi-ai/amphi-etl", "platform": ["python", "cross-platform", "self-hosted"], "pushed_at": "2026-08-24T01:43:02+00:00", "repo": "amphi-ai/amphi-etl", "stars": 1401, "tags": ["visual-pipeline-builder", "jupyterlab-extension", "low-code", "data-preparation", "code-generation", "data-engineering", "web-server"], "topics": ["data", "data-pipelines", "etl", "structured-data", "unstructured-data", "data-analysis", "data-science", "datatransformation", "analytics-automation", "data-preparation"], "urls": [], "use_cases": ["build etl pipelines visually without writing code", "clean and transform csv and excel data", "extract data from databases and rest apis into pipelines", "export pipelines as python code for airflow or prefect", "prepare structured and unstructured data for analysis", "generate data transformation code with llm assistance"], "what_it_is": "Amphi is a visual data preparation and ETL tool that lets users build data pipelines through a drag-and-drop interface while generating standard Python code. It runs locally as a standalone app or as a JupyterLab extension and supports AI-assisted pipeline generation.", "when_to_avoid": ["you need a fully managed cloud ETL service", "you require a permissive open-source license (Amphi uses ELv2)", "you need streaming or real-time pipeline processing"], "when_to_choose": []}, "data_as_of": "2026-08-30T08:39:29.467469+00:00", "members": [{"path": "/products/amphi-etl", "repo": "amphi-ai/amphi-etl", "role": "main", "score": 70}], "provenance": {"archived": {"kind": "observed", "observed_at": "2026-08-28T04:04:37.282207+00:00", "source": "github"}, "artifact_type": {"confidence": null, "enriched_at": "2026-08-30T04:39:01.681813+00:00", "kind": "inferred", "prompt_version": 1, "sources": [{"content_hash": "6cf7a49f605375cf2c789f87090190b273594015f96580a9c8459d348fad8dac", "fetched_at": "2026-08-28T04:04:37.282207+00:00", "kind": "readme", "missing": false, "url": "https://github.com/amphi-ai/amphi-etl"}, {"content_hash": "74bd1c2b554d95dfe5501ccdc610f0d55dc15d6b05a204d0e4d59875a58cb1f3", "fetched_at": "2026-08-29T11:53:18.412806+00:00", "kind": "homepage", "missing": false, "url": "https://amphi.ai"}, {"content_hash": "1cb247ff30ba063a906d0cf3a2b489996002264149ae405423551083b606ab7d", "fetched_at": "2026-08-29T11:53:18.421788+00:00", "kind": "site_page", "missing": false, "url": "https://community.amphi.ai/c/documentation/7"}, {"content_hash": "7e81c9b63478c7d3409c5d0b6bd22c51cef5745cfc57e3b0560552b4e2a08de1", "fetched_at": "2026-08-29T11:53:18.423352+00:00", "kind": "site_page", "missing": false, "url": "https://community.amphi.ai/t/install-setup/19/1"}], "taxonomy_version": 1}, "description": {"kind": "observed", "observed_at": "2026-08-28T04:04:37.282207+00:00", "source": "github"}, "domain": {"confidence": null, "enriched_at": "2026-08-30T04:39:01.681813+00:00", "kind": "inferred", "prompt_version": 1, "sources": [{"content_hash": "6cf7a49f605375cf2c789f87090190b273594015f96580a9c8459d348fad8dac", "fetched_at": "2026-08-28T04:04:37.282207+00:00", "kind": "readme", "missing": false, "url": "https://github.com/amphi-ai/amphi-etl"}, {"content_hash": "74bd1c2b554d95dfe5501ccdc610f0d55dc15d6b05a204d0e4d59875a58cb1f3", "fetched_at": "2026-08-29T11:53:18.412806+00:00", "kind": "homepage", "missing": false, "url": "https://amphi.ai"}, {"content_hash": "1cb247ff30ba063a906d0cf3a2b489996002264149ae405423551083b606ab7d", "fetched_at": "2026-08-29T11:53:18.421788+00:00", "kind": "site_page", "missing": false, "url": "https://community.amphi.ai/c/documentation/7"}, {"content_hash": "7e81c9b63478c7d3409c5d0b6bd22c51cef5745cfc57e3b0560552b4e2a08de1", "fetched_at": "2026-08-29T11:53:18.423352+00:00", "kind": "site_page", "missing": false, "url": "https://community.amphi.ai/t/install-setup/19/1"}], "taxonomy_version": 1}, "enriched": {"inputs": [], "kind": "computed", "method": "enrichment_status"}, "function": {"confidence": null, "enriched_at": "2026-08-30T04:39:01.681813+00:00", "kind": "inferred", "prompt_version": 1, "sources": [{"content_hash": "6cf7a49f605375cf2c789f87090190b273594015f96580a9c8459d348fad8dac", "fetched_at": "2026-08-28T04:04:37.282207+00:00", "kind": "readme", "missing": false, "url": "https://github.com/amphi-ai/amphi-etl"}, {"content_hash": "74bd1c2b554d95dfe5501ccdc610f0d55dc15d6b05a204d0e4d59875a58cb1f3", "fetched_at": "2026-08-29T11:53:18.412806+00:00", "kind": "homepage", "missing": false, "url": "https://amphi.ai"}, {"content_hash": "1cb247ff30ba063a906d0cf3a2b489996002264149ae405423551083b606ab7d", "fetched_at": "2026-08-29T11:53:18.421788+00:00", "kind": "site_page", "missing": false, "url": "https://community.amphi.ai/c/documentation/7"}, {"content_hash": "7e81c9b63478c7d3409c5d0b6bd22c51cef5745cfc57e3b0560552b4e2a08de1", "fetched_at": "2026-08-29T11:53:18.423352+00:00", "kind": "site_page", "missing": false, "url": "https://community.amphi.ai/t/install-setup/19/1"}], "taxonomy_version": 1}, "health_score": {"inputs": ["days_since_push", "days_since_release", "archived"], "kind": "computed", "method": "health_v1"}, "homepage": {"kind": "observed", "observed_at": "2026-08-28T04:04:37.282207+00:00", "source": "github"}, "language": {"kind": "observed", "observed_at": "2026-08-28T04:04:37.282207+00:00", "source": "github"}, "license": {"kind": "observed", "observed_at": "2026-08-28T04:04:37.282207+00:00", "source": "github"}, "license_family": {"inputs": ["license"], "kind": "computed", "method": "license_family"}, "maturity": {"confidence": null, "enriched_at": "2026-08-30T04:39:01.681813+00:00", "kind": "inferred", "prompt_version": 1, "sources": [{"content_hash": "6cf7a49f605375cf2c789f87090190b273594015f96580a9c8459d348fad8dac", "fetched_at": "2026-08-28T04:04:37.282207+00:00", "kind": "readme", "missing": false, "url": "https://github.com/amphi-ai/amphi-etl"}, {"content_hash": "74bd1c2b554d95dfe5501ccdc610f0d55dc15d6b05a204d0e4d59875a58cb1f3", "fetched_at": "2026-08-29T11:53:18.412806+00:00", "kind": "homepage", "missing": false, "url": "https://amphi.ai"}, {"content_hash": "1cb247ff30ba063a906d0cf3a2b489996002264149ae405423551083b606ab7d", "fetched_at": "2026-08-29T11:53:18.421788+00:00", "kind": "site_page", "missing": false, "url": "https://community.amphi.ai/c/documentation/7"}, {"content_hash": "7e81c9b63478c7d3409c5d0b6bd22c51cef5745cfc57e3b0560552b4e2a08de1", "fetched_at": "2026-08-29T11:53:18.423352+00:00", "kind": "site_page", "missing": false, "url": "https://community.amphi.ai/t/install-setup/19/1"}], "taxonomy_version": 1}, "member_repos": {"kind": "observed", "observed_at": "2026-08-28T04:04:37.282207+00:00", "source": "github"}, "name": {"kind": "observed", "observed_at": "2026-08-28T04:04:37.282207+00:00", "source": "github"}, "platform": {"confidence": null, "enriched_at": "2026-08-30T04:39:01.681813+00:00", "kind": "inferred", "prompt_version": 1, "sources": [{"content_hash": "6cf7a49f605375cf2c789f87090190b273594015f96580a9c8459d348fad8dac", "fetched_at": "2026-08-28T04:04:37.282207+00:00", "kind": "readme", "missing": false, "url": "https://github.com/amphi-ai/amphi-etl"}, {"content_hash": "74bd1c2b554d95dfe5501ccdc610f0d55dc15d6b05a204d0e4d59875a58cb1f3", "fetched_at": "2026-08-29T11:53:18.412806+00:00", "kind": "homepage", "missing": false, "url": "https://amphi.ai"}, {"content_hash": "1cb247ff30ba063a906d0cf3a2b489996002264149ae405423551083b606ab7d", "fetched_at": "2026-08-29T11:53:18.421788+00:00", "kind": "site_page", "missing": false, "url": "https://community.amphi.ai/c/documentation/7"}, {"content_hash": "7e81c9b63478c7d3409c5d0b6bd22c51cef5745cfc57e3b0560552b4e2a08de1", "fetched_at": "2026-08-29T11:53:18.423352+00:00", "kind": "site_page", "missing": false, "url": "https://community.amphi.ai/t/install-setup/19/1"}], "taxonomy_version": 1}, "pushed_at": {"kind": "observed", "observed_at": "2026-08-28T04:04:37.282207+00:00", "source": "github"}, "repo": {"kind": "observed", "observed_at": "2026-08-28T04:04:37.282207+00:00", "source": "github"}, "stars": {"kind": "observed", "observed_at": "2026-08-28T04:04:37.282207+00:00", "source": "github"}, "tags": {"confidence": null, "enriched_at": "2026-08-30T04:39:01.681813+00:00", "kind": "inferred", "prompt_version": 1, "sources": [{"content_hash": "6cf7a49f605375cf2c789f87090190b273594015f96580a9c8459d348fad8dac", "fetched_at": "2026-08-28T04:04:37.282207+00:00", "kind": "readme", "missing": false, "url": "https://github.com/amphi-ai/amphi-etl"}, {"content_hash": "74bd1c2b554d95dfe5501ccdc610f0d55dc15d6b05a204d0e4d59875a58cb1f3", "fetched_at": "2026-08-29T11:53:18.412806+00:00", "kind": "homepage", "missing": false, "url": "https://amphi.ai"}, {"content_hash": "1cb247ff30ba063a906d0cf3a2b489996002264149ae405423551083b606ab7d", "fetched_at": "2026-08-29T11:53:18.421788+00:00", "kind": "site_page", "missing": false, "url": "https://community.amphi.ai/c/documentation/7"}, {"content_hash": "7e81c9b63478c7d3409c5d0b6bd22c51cef5745cfc57e3b0560552b4e2a08de1", "fetched_at": "2026-08-29T11:53:18.423352+00:00", "kind": "site_page", "missing": false, "url": "https://community.amphi.ai/t/install-setup/19/1"}], "taxonomy_version": 1}, "topics": {"kind": "observed", "observed_at": "2026-08-28T04:04:37.282207+00:00", "source": "github"}, "urls": {"kind": "observed", "observed_at": "2026-08-28T04:04:37.282207+00:00", "source": "github"}, "use_cases": {"confidence": null, "enriched_at": "2026-08-30T04:39:01.681813+00:00", "kind": "inferred", "prompt_version": 1, "sources": [{"content_hash": "6cf7a49f605375cf2c789f87090190b273594015f96580a9c8459d348fad8dac", "fetched_at": "2026-08-28T04:04:37.282207+00:00", "kind": "readme", "missing": false, "url": "https://github.com/amphi-ai/amphi-etl"}, {"content_hash": "74bd1c2b554d95dfe5501ccdc610f0d55dc15d6b05a204d0e4d59875a58cb1f3", "fetched_at": "2026-08-29T11:53:18.412806+00:00", "kind": "homepage", "missing": false, "url": "https://amphi.ai"}, {"content_hash": "1cb247ff30ba063a906d0cf3a2b489996002264149ae405423551083b606ab7d", "fetched_at": "2026-08-29T11:53:18.421788+00:00", "kind": "site_page", "missing": false, "url": "https://community.amphi.ai/c/documentation/7"}, {"content_hash": "7e81c9b63478c7d3409c5d0b6bd22c51cef5745cfc57e3b0560552b4e2a08de1", "fetched_at": "2026-08-29T11:53:18.423352+00:00", "kind": "site_page", "missing": false, "url": "https://community.amphi.ai/t/install-setup/19/1"}], "taxonomy_version": 1}, "what_it_is": {"confidence": null, "enriched_at": "2026-08-30T04:39:01.681813+00:00", "kind": "inferred", "prompt_version": 1, "sources": [{"content_hash": "6cf7a49f605375cf2c789f87090190b273594015f96580a9c8459d348fad8dac", "fetched_at": "2026-08-28T04:04:37.282207+00:00", "kind": "readme", "missing": false, "url": "https://github.com/amphi-ai/amphi-etl"}, {"content_hash": "74bd1c2b554d95dfe5501ccdc610f0d55dc15d6b05a204d0e4d59875a58cb1f3", "fetched_at": "2026-08-29T11:53:18.412806+00:00", "kind": "homepage", "missing": false, "url": "https://amphi.ai"}, {"content_hash": "1cb247ff30ba063a906d0cf3a2b489996002264149ae405423551083b606ab7d", "fetched_at": "2026-08-29T11:53:18.421788+00:00", "kind": "site_page", "missing": false, "url": "https://community.amphi.ai/c/documentation/7"}, {"content_hash": "7e81c9b63478c7d3409c5d0b6bd22c51cef5745cfc57e3b0560552b4e2a08de1", "fetched_at": "2026-08-29T11:53:18.423352+00:00", "kind": "site_page", "missing": false, "url": "https://community.amphi.ai/t/install-setup/19/1"}], "taxonomy_version": 1}, "when_to_avoid": {"confidence": null, "enriched_at": "2026-08-30T04:39:01.681813+00:00", "kind": "inferred", "prompt_version": 1, "sources": [{"content_hash": "6cf7a49f605375cf2c789f87090190b273594015f96580a9c8459d348fad8dac", "fetched_at": "2026-08-28T04:04:37.282207+00:00", "kind": "readme", "missing": false, "url": "https://github.com/amphi-ai/amphi-etl"}, {"content_hash": "74bd1c2b554d95dfe5501ccdc610f0d55dc15d6b05a204d0e4d59875a58cb1f3", "fetched_at": "2026-08-29T11:53:18.412806+00:00", "kind": "homepage", "missing": false, "url": "https://amphi.ai"}, {"content_hash": "1cb247ff30ba063a906d0cf3a2b489996002264149ae405423551083b606ab7d", "fetched_at": "2026-08-29T11:53:18.421788+00:00", "kind": "site_page", "missing": false, "url": "https://community.amphi.ai/c/documentation/7"}, {"content_hash": "7e81c9b63478c7d3409c5d0b6bd22c51cef5745cfc57e3b0560552b4e2a08de1", "fetched_at": "2026-08-29T11:53:18.423352+00:00", "kind": "site_page", "missing": false, "url": "https://community.amphi.ai/t/install-setup/19/1"}], "taxonomy_version": 1}, "when_to_choose": {"confidence": null, "enriched_at": "2026-08-30T04:39:01.681813+00:00", "kind": "inferred", "prompt_version": 1, "sources": [{"content_hash": "6cf7a49f605375cf2c789f87090190b273594015f96580a9c8459d348fad8dac", "fetched_at": "2026-08-28T04:04:37.282207+00:00", "kind": "readme", "missing": false, "url": "https://github.com/amphi-ai/amphi-etl"}, {"content_hash": "74bd1c2b554d95dfe5501ccdc610f0d55dc15d6b05a204d0e4d59875a58cb1f3", "fetched_at": "2026-08-29T11:53:18.412806+00:00", "kind": "homepage", "missing": false, "url": "https://amphi.ai"}, {"content_hash": "1cb247ff30ba063a906d0cf3a2b489996002264149ae405423551083b606ab7d", "fetched_at": "2026-08-29T11:53:18.421788+00:00", "kind": "site_page", "missing": false, "url": "https://community.amphi.ai/c/documentation/7"}, {"content_hash": "7e81c9b63478c7d3409c5d0b6bd22c51cef5745cfc57e3b0560552b4e2a08de1", "fetched_at": "2026-08-29T11:53:18.423352+00:00", "kind": "site_page", "missing": false, "url": "https://community.amphi.ai/t/install-setup/19/1"}], "taxonomy_version": 1}}, "score": {"components": {"activity": 99, "longevity": 64, "rhythm": 35}, "computed_at": "2026-09-03T02:20:16.233290+00:00", "flags": ["no_releases", "no_license"], "formula": "round(0.45*activity + 0.35*rhythm + 0.20*longevity); archived -> min(score, 10)", "inputs": {"age_days": 896, "days_push": 10, "days_rel": null, "gap_med": null, "n_releases_24m": 0}, "score": 70, "version": 2}, "staleness": {"enrichment_outdated": false, "low_confidence": false, "scrape_days": 9, "stale_scrape": false}}