{"adoption": {"forks": 112, "observed_at": "2026-08-28T04:05:05.058152+00:00", "stars": 1568}, "canonical_url": "https://ross.abutalabs.com/products/quix-streams", "card": {"archived": false, "artifact_type": "library", "description": "Python Streaming DataFrames for Kafka", "domain": ["big-data", "analytics", "machine-learning", "apis"], "enriched": true, "function": ["streaming", "etl", "serialization", "message-queue", "data-science", "machine-learning"], "health_score": 100, "homepage": "https://docs.quix.io", "language": "Python", "license": "Apache-2.0", "license_family": "permissive", "maturity": "active", "member_repos": ["quixio/quix-streams"], "name": "quixio/quix-streams", "platform": ["python", "cross-platform"], "pushed_at": "2026-08-26T14:20:47+00:00", "repo": "quixio/quix-streams", "stars": 1568, "tags": ["kafka", "stream-processing", "streaming-dataframes", "event-driven-architecture", "data-pipelines", "stateful-processing", "windowing", "exactly-once", "data-engineering", "real-time"], "topics": ["kafka", "python", "stream-processing", "data-engineering", "data-science", "machine-learning", "real-time-data-processing", "streaming-data", "streaming-data-pipelines", "streaming-data-processing", "time-series-data", "data-intensive-applications", "event-driven-architecture", "stream-processor"], "urls": [], "use_cases": ["process kafka streams in python", "build real-time data pipelines", "streaming etl from kafka topics", "stateful stream processing with windowing", "build event-driven microservices on kafka", "real-time feature engineering for machine learning", "transform kafka messages with pandas-like api"], "what_it_is": "Quix Streams is a pure Python framework for building real-time data pipelines and event-driven applications on Apache Kafka using a Streaming DataFrame API. It provides fault-tolerant stateful processing, windowing, joins, serialization (JSON, Avro, Protobuf), and exactly-once guarantees without requiring server-side clusters.", "when_to_avoid": ["you need a full cluster-based stream processing engine like Flink or Spark Streaming", "your data source is not Kafka and you don't want to write custom connectors", "you only need simple batch ETL rather than streaming"], "when_to_choose": ["you want pure Python Kafka stream processing without Java wrappers", "you need stateful operations like windowing, joins, and group-by on streams", "you want a lightweight library with no server-side cluster to manage", "you need exactly-once processing guarantees via Kafka transactions"]}, "data_as_of": "2026-08-30T08:39:29.467469+00:00", "members": [{"path": "/products/quix-streams", "repo": "quixio/quix-streams", "role": "main", "score": 97}], "provenance": {"archived": {"kind": "observed", "observed_at": "2026-08-28T04:05:05.058152+00:00", "source": "github"}, "artifact_type": {"confidence": null, "enriched_at": "2026-08-30T03:58:58.120312+00:00", "kind": "inferred", "prompt_version": 1, "sources": [{"content_hash": "4fda304b12f774783387fa11a817c7c02f641360164868fa81229335bc14edbb", "fetched_at": "2026-08-28T04:05:05.058152+00:00", "kind": "readme", "missing": false, "url": "https://github.com/quixio/quix-streams"}, {"content_hash": "926f96d142ee11afa437b49aa42114a8fd52f3c16e887b0f6e42e98d2217b586", "fetched_at": "2026-08-29T11:28:48.543113+00:00", "kind": "homepage", "missing": false, "url": "https://docs.quix.io"}], "taxonomy_version": 1}, "description": {"kind": "observed", "observed_at": "2026-08-28T04:05:05.058152+00:00", "source": "github"}, "domain": {"confidence": null, "enriched_at": "2026-08-30T03:58:58.120312+00:00", "kind": "inferred", "prompt_version": 1, "sources": [{"content_hash": "4fda304b12f774783387fa11a817c7c02f641360164868fa81229335bc14edbb", "fetched_at": "2026-08-28T04:05:05.058152+00:00", "kind": "readme", "missing": false, "url": "https://github.com/quixio/quix-streams"}, {"content_hash": "926f96d142ee11afa437b49aa42114a8fd52f3c16e887b0f6e42e98d2217b586", "fetched_at": "2026-08-29T11:28:48.543113+00:00", "kind": "homepage", "missing": false, "url": "https://docs.quix.io"}], "taxonomy_version": 1}, "enriched": {"inputs": [], "kind": "computed", "method": "enrichment_status"}, "function": {"confidence": null, "enriched_at": "2026-08-30T03:58:58.120312+00:00", "kind": "inferred", "prompt_version": 1, "sources": [{"content_hash": "4fda304b12f774783387fa11a817c7c02f641360164868fa81229335bc14edbb", "fetched_at": "2026-08-28T04:05:05.058152+00:00", "kind": "readme", "missing": false, "url": "https://github.com/quixio/quix-streams"}, {"content_hash": "926f96d142ee11afa437b49aa42114a8fd52f3c16e887b0f6e42e98d2217b586", "fetched_at": "2026-08-29T11:28:48.543113+00:00", "kind": "homepage", "missing": false, "url": "https://docs.quix.io"}], "taxonomy_version": 1}, "health_score": {"inputs": ["days_since_push", "days_since_release", "archived"], "kind": "computed", "method": "health_v1"}, "homepage": {"kind": "observed", "observed_at": "2026-08-28T04:05:05.058152+00:00", "source": "github"}, "language": {"kind": "observed", "observed_at": "2026-08-28T04:05:05.058152+00:00", "source": "github"}, "license": {"kind": "observed", "observed_at": "2026-08-28T04:05:05.058152+00:00", "source": "github"}, "license_family": {"inputs": ["license"], "kind": "computed", "method": "license_family"}, "maturity": {"confidence": null, "enriched_at": "2026-08-30T03:58:58.120312+00:00", "kind": "inferred", "prompt_version": 1, "sources": [{"content_hash": "4fda304b12f774783387fa11a817c7c02f641360164868fa81229335bc14edbb", "fetched_at": "2026-08-28T04:05:05.058152+00:00", "kind": "readme", "missing": false, "url": "https://github.com/quixio/quix-streams"}, {"content_hash": "926f96d142ee11afa437b49aa42114a8fd52f3c16e887b0f6e42e98d2217b586", "fetched_at": "2026-08-29T11:28:48.543113+00:00", "kind": "homepage", "missing": false, "url": "https://docs.quix.io"}], "taxonomy_version": 1}, "member_repos": {"kind": "observed", "observed_at": "2026-08-28T04:05:05.058152+00:00", "source": "github"}, "name": {"kind": "observed", "observed_at": "2026-08-28T04:05:05.058152+00:00", "source": "github"}, "platform": {"confidence": null, "enriched_at": "2026-08-30T03:58:58.120312+00:00", "kind": "inferred", "prompt_version": 1, "sources": [{"content_hash": "4fda304b12f774783387fa11a817c7c02f641360164868fa81229335bc14edbb", "fetched_at": "2026-08-28T04:05:05.058152+00:00", "kind": "readme", "missing": false, "url": "https://github.com/quixio/quix-streams"}, {"content_hash": "926f96d142ee11afa437b49aa42114a8fd52f3c16e887b0f6e42e98d2217b586", "fetched_at": "2026-08-29T11:28:48.543113+00:00", "kind": "homepage", "missing": false, "url": "https://docs.quix.io"}], "taxonomy_version": 1}, "pushed_at": {"kind": "observed", "observed_at": "2026-08-28T04:05:05.058152+00:00", "source": "github"}, "repo": {"kind": "observed", "observed_at": "2026-08-28T04:05:05.058152+00:00", "source": "github"}, "stars": {"kind": "observed", "observed_at": "2026-08-28T04:05:05.058152+00:00", "source": "github"}, "tags": {"confidence": null, "enriched_at": "2026-08-30T03:58:58.120312+00:00", "kind": "inferred", "prompt_version": 1, "sources": [{"content_hash": "4fda304b12f774783387fa11a817c7c02f641360164868fa81229335bc14edbb", "fetched_at": "2026-08-28T04:05:05.058152+00:00", "kind": "readme", "missing": false, "url": "https://github.com/quixio/quix-streams"}, {"content_hash": "926f96d142ee11afa437b49aa42114a8fd52f3c16e887b0f6e42e98d2217b586", "fetched_at": "2026-08-29T11:28:48.543113+00:00", "kind": "homepage", "missing": false, "url": "https://docs.quix.io"}], "taxonomy_version": 1}, "topics": {"kind": "observed", "observed_at": "2026-08-28T04:05:05.058152+00:00", "source": "github"}, "urls": {"kind": "observed", "observed_at": "2026-08-28T04:05:05.058152+00:00", "source": "github"}, "use_cases": {"confidence": null, "enriched_at": "2026-08-30T03:58:58.120312+00:00", "kind": "inferred", "prompt_version": 1, "sources": [{"content_hash": "4fda304b12f774783387fa11a817c7c02f641360164868fa81229335bc14edbb", "fetched_at": "2026-08-28T04:05:05.058152+00:00", "kind": "readme", "missing": false, "url": "https://github.com/quixio/quix-streams"}, {"content_hash": "926f96d142ee11afa437b49aa42114a8fd52f3c16e887b0f6e42e98d2217b586", "fetched_at": "2026-08-29T11:28:48.543113+00:00", "kind": "homepage", "missing": false, "url": "https://docs.quix.io"}], "taxonomy_version": 1}, "what_it_is": {"confidence": null, "enriched_at": "2026-08-30T03:58:58.120312+00:00", "kind": "inferred", "prompt_version": 1, "sources": [{"content_hash": "4fda304b12f774783387fa11a817c7c02f641360164868fa81229335bc14edbb", "fetched_at": "2026-08-28T04:05:05.058152+00:00", "kind": "readme", "missing": false, "url": "https://github.com/quixio/quix-streams"}, {"content_hash": "926f96d142ee11afa437b49aa42114a8fd52f3c16e887b0f6e42e98d2217b586", "fetched_at": "2026-08-29T11:28:48.543113+00:00", "kind": "homepage", "missing": false, "url": "https://docs.quix.io"}], "taxonomy_version": 1}, "when_to_avoid": {"confidence": null, "enriched_at": "2026-08-30T03:58:58.120312+00:00", "kind": "inferred", "prompt_version": 1, "sources": [{"content_hash": "4fda304b12f774783387fa11a817c7c02f641360164868fa81229335bc14edbb", "fetched_at": "2026-08-28T04:05:05.058152+00:00", "kind": "readme", "missing": false, "url": "https://github.com/quixio/quix-streams"}, {"content_hash": "926f96d142ee11afa437b49aa42114a8fd52f3c16e887b0f6e42e98d2217b586", "fetched_at": "2026-08-29T11:28:48.543113+00:00", "kind": "homepage", "missing": false, "url": "https://docs.quix.io"}], "taxonomy_version": 1}, "when_to_choose": {"confidence": null, "enriched_at": "2026-08-30T03:58:58.120312+00:00", "kind": "inferred", "prompt_version": 1, "sources": [{"content_hash": "4fda304b12f774783387fa11a817c7c02f641360164868fa81229335bc14edbb", "fetched_at": "2026-08-28T04:05:05.058152+00:00", "kind": "readme", "missing": false, "url": "https://github.com/quixio/quix-streams"}, {"content_hash": "926f96d142ee11afa437b49aa42114a8fd52f3c16e887b0f6e42e98d2217b586", "fetched_at": "2026-08-29T11:28:48.543113+00:00", "kind": "homepage", "missing": false, "url": "https://docs.quix.io"}], "taxonomy_version": 1}}, "score": {"components": {"activity": 99, "longevity": 98, "rhythm": 94}, "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": 1385, "days_push": 7, "days_rel": 40, "gap_med": 10.0, "n_releases_24m": 43}, "score": 97, "version": 2}, "staleness": {"enrichment_outdated": false, "low_confidence": false, "scrape_days": 9, "stale_scrape": false}}