{"adoption": {"forks": 191, "observed_at": "2026-08-28T04:06:52.770191+00:00", "stars": 2448}, "canonical_url": "https://ross.abutalabs.com/products/dill", "card": {"archived": false, "artifact_type": "library", "description": "serialize all of Python", "domain": ["developer-tools", "data-science"], "enriched": true, "function": ["serialization"], "health_score": 96, "homepage": "http://dill.rtfd.io", "language": "Python", "license": "NOASSERTION", "license_family": "other", "maturity": "active", "member_repos": ["uqfoundation/dill"], "name": "uqfoundation/dill", "platform": ["python", "cross-platform"], "pushed_at": "2026-08-17T11:01:51+00:00", "repo": "uqfoundation/dill", "stars": 2448, "tags": ["pickle", "interpreter-session", "byte-stream", "pathos"], "topics": [], "urls": [], "use_cases": ["serialize python objects that pickle cannot handle", "save and restore a python interpreter session", "send python objects across the network as a byte stream", "pickle lambdas and nested functions", "extract source code from functions and classes", "diagnose pickling errors"], "what_it_is": "Dill is a Python library that extends the standard pickle module to serialize nearly all Python object types, including lambdas, nested functions, classes, and entire interpreter sessions. It provides the same interface as pickle and is part of the pathos heterogeneous computing framework.", "when_to_avoid": ["you need secure deserialization of untrusted data - dill is not safe against maliciously constructed data", "you only need to pickle simple built-in types - standard pickle suffices", "you need to serialize frames, generators, or tracebacks - dill cannot pickle these"], "when_to_choose": ["you need to serialize functions, lambdas, classes, or other objects that standard pickle fails on", "you want to checkpoint and resume an interpreter session", "you need to pass python objects to multiprocessing or distributed workers"]}, "data_as_of": "2026-08-30T08:39:29.467469+00:00", "members": [{"path": "/products/dill", "repo": "uqfoundation/dill", "role": "main", "score": 76}], "provenance": {"archived": {"kind": "observed", "observed_at": "2026-08-28T04:06:52.770191+00:00", "source": "github"}, "artifact_type": {"confidence": null, "enriched_at": "2026-08-30T02:30:30.146560+00:00", "kind": "inferred", "prompt_version": 1, "sources": [{"content_hash": "0353eec100724d49175c6b63daf317a296b095ff053e079f1f093834a0d299e2", "fetched_at": "2026-08-28T04:06:52.770191+00:00", "kind": "readme", "missing": false, "url": "https://github.com/uqfoundation/dill"}, {"content_hash": "3531dafc9c9523e13fe86612e17f0356a68db974e18ef05a95d4dc0036ece6b5", "fetched_at": "2026-08-29T10:12:21.089030+00:00", "kind": "registry_pypi", "missing": false, "url": "https://pypi.org/pypi/dill/json"}], "taxonomy_version": 1}, "description": {"kind": "observed", "observed_at": "2026-08-28T04:06:52.770191+00:00", "source": "github"}, "domain": {"confidence": null, "enriched_at": "2026-08-30T02:30:30.146560+00:00", "kind": "inferred", "prompt_version": 1, "sources": [{"content_hash": "0353eec100724d49175c6b63daf317a296b095ff053e079f1f093834a0d299e2", "fetched_at": "2026-08-28T04:06:52.770191+00:00", "kind": "readme", "missing": false, "url": "https://github.com/uqfoundation/dill"}, {"content_hash": "3531dafc9c9523e13fe86612e17f0356a68db974e18ef05a95d4dc0036ece6b5", "fetched_at": "2026-08-29T10:12:21.089030+00:00", "kind": "registry_pypi", "missing": false, "url": "https://pypi.org/pypi/dill/json"}], "taxonomy_version": 1}, "enriched": {"inputs": [], "kind": "computed", "method": "enrichment_status"}, "function": {"confidence": null, "enriched_at": "2026-08-30T02:30:30.146560+00:00", "kind": "inferred", "prompt_version": 1, "sources": [{"content_hash": "0353eec100724d49175c6b63daf317a296b095ff053e079f1f093834a0d299e2", "fetched_at": "2026-08-28T04:06:52.770191+00:00", "kind": "readme", "missing": false, "url": "https://github.com/uqfoundation/dill"}, {"content_hash": "3531dafc9c9523e13fe86612e17f0356a68db974e18ef05a95d4dc0036ece6b5", "fetched_at": "2026-08-29T10:12:21.089030+00:00", "kind": "registry_pypi", "missing": false, "url": "https://pypi.org/pypi/dill/json"}], "taxonomy_version": 1}, "health_score": {"inputs": ["days_since_push", "days_since_release", "archived"], "kind": "computed", "method": "health_v1"}, "homepage": {"kind": "observed", "observed_at": "2026-08-28T04:06:52.770191+00:00", "source": "github"}, "language": {"kind": "observed", "observed_at": "2026-08-28T04:06:52.770191+00:00", "source": "github"}, "license": {"kind": "observed", "observed_at": "2026-08-28T04:06:52.770191+00:00", "source": "github"}, "license_family": {"inputs": ["license"], "kind": "computed", "method": "license_family"}, "maturity": {"confidence": null, "enriched_at": "2026-08-30T02:30:30.146560+00:00", "kind": "inferred", "prompt_version": 1, "sources": [{"content_hash": "0353eec100724d49175c6b63daf317a296b095ff053e079f1f093834a0d299e2", "fetched_at": "2026-08-28T04:06:52.770191+00:00", "kind": "readme", "missing": false, "url": "https://github.com/uqfoundation/dill"}, {"content_hash": "3531dafc9c9523e13fe86612e17f0356a68db974e18ef05a95d4dc0036ece6b5", "fetched_at": "2026-08-29T10:12:21.089030+00:00", "kind": "registry_pypi", "missing": false, "url": "https://pypi.org/pypi/dill/json"}], "taxonomy_version": 1}, "member_repos": {"kind": "observed", "observed_at": "2026-08-28T04:06:52.770191+00:00", "source": "github"}, "name": {"kind": "observed", "observed_at": "2026-08-28T04:06:52.770191+00:00", "source": "github"}, "platform": {"confidence": null, "enriched_at": "2026-08-30T02:30:30.146560+00:00", "kind": "inferred", "prompt_version": 1, "sources": [{"content_hash": "0353eec100724d49175c6b63daf317a296b095ff053e079f1f093834a0d299e2", "fetched_at": "2026-08-28T04:06:52.770191+00:00", "kind": "readme", "missing": false, "url": "https://github.com/uqfoundation/dill"}, {"content_hash": "3531dafc9c9523e13fe86612e17f0356a68db974e18ef05a95d4dc0036ece6b5", "fetched_at": "2026-08-29T10:12:21.089030+00:00", "kind": "registry_pypi", "missing": false, "url": "https://pypi.org/pypi/dill/json"}], "taxonomy_version": 1}, "pushed_at": {"kind": "observed", "observed_at": "2026-08-28T04:06:52.770191+00:00", "source": "github"}, "repo": {"kind": "observed", "observed_at": "2026-08-28T04:06:52.770191+00:00", "source": "github"}, "stars": {"kind": "observed", "observed_at": "2026-08-28T04:06:52.770191+00:00", "source": "github"}, "tags": {"confidence": null, "enriched_at": "2026-08-30T02:30:30.146560+00:00", "kind": "inferred", "prompt_version": 1, "sources": [{"content_hash": "0353eec100724d49175c6b63daf317a296b095ff053e079f1f093834a0d299e2", "fetched_at": "2026-08-28T04:06:52.770191+00:00", "kind": "readme", "missing": false, "url": "https://github.com/uqfoundation/dill"}, {"content_hash": "3531dafc9c9523e13fe86612e17f0356a68db974e18ef05a95d4dc0036ece6b5", "fetched_at": "2026-08-29T10:12:21.089030+00:00", "kind": "registry_pypi", "missing": false, "url": "https://pypi.org/pypi/dill/json"}], "taxonomy_version": 1}, "topics": {"kind": "observed", "observed_at": "2026-08-28T04:06:52.770191+00:00", "source": "github"}, "urls": {"kind": "observed", "observed_at": "2026-08-28T04:06:52.770191+00:00", "source": "github"}, "use_cases": {"confidence": null, "enriched_at": "2026-08-30T02:30:30.146560+00:00", "kind": "inferred", "prompt_version": 1, "sources": [{"content_hash": "0353eec100724d49175c6b63daf317a296b095ff053e079f1f093834a0d299e2", "fetched_at": "2026-08-28T04:06:52.770191+00:00", "kind": "readme", "missing": false, "url": "https://github.com/uqfoundation/dill"}, {"content_hash": "3531dafc9c9523e13fe86612e17f0356a68db974e18ef05a95d4dc0036ece6b5", "fetched_at": "2026-08-29T10:12:21.089030+00:00", "kind": "registry_pypi", "missing": false, "url": "https://pypi.org/pypi/dill/json"}], "taxonomy_version": 1}, "what_it_is": {"confidence": null, "enriched_at": "2026-08-30T02:30:30.146560+00:00", "kind": "inferred", "prompt_version": 1, "sources": [{"content_hash": "0353eec100724d49175c6b63daf317a296b095ff053e079f1f093834a0d299e2", "fetched_at": "2026-08-28T04:06:52.770191+00:00", "kind": "readme", "missing": false, "url": "https://github.com/uqfoundation/dill"}, {"content_hash": "3531dafc9c9523e13fe86612e17f0356a68db974e18ef05a95d4dc0036ece6b5", "fetched_at": "2026-08-29T10:12:21.089030+00:00", "kind": "registry_pypi", "missing": false, "url": "https://pypi.org/pypi/dill/json"}], "taxonomy_version": 1}, "when_to_avoid": {"confidence": null, "enriched_at": "2026-08-30T02:30:30.146560+00:00", "kind": "inferred", "prompt_version": 1, "sources": [{"content_hash": "0353eec100724d49175c6b63daf317a296b095ff053e079f1f093834a0d299e2", "fetched_at": "2026-08-28T04:06:52.770191+00:00", "kind": "readme", "missing": false, "url": "https://github.com/uqfoundation/dill"}, {"content_hash": "3531dafc9c9523e13fe86612e17f0356a68db974e18ef05a95d4dc0036ece6b5", "fetched_at": "2026-08-29T10:12:21.089030+00:00", "kind": "registry_pypi", "missing": false, "url": "https://pypi.org/pypi/dill/json"}], "taxonomy_version": 1}, "when_to_choose": {"confidence": null, "enriched_at": "2026-08-30T02:30:30.146560+00:00", "kind": "inferred", "prompt_version": 1, "sources": [{"content_hash": "0353eec100724d49175c6b63daf317a296b095ff053e079f1f093834a0d299e2", "fetched_at": "2026-08-28T04:06:52.770191+00:00", "kind": "readme", "missing": false, "url": "https://github.com/uqfoundation/dill"}, {"content_hash": "3531dafc9c9523e13fe86612e17f0356a68db974e18ef05a95d4dc0036ece6b5", "fetched_at": "2026-08-29T10:12:21.089030+00:00", "kind": "registry_pypi", "missing": false, "url": "https://pypi.org/pypi/dill/json"}], "taxonomy_version": 1}}, "score": {"components": {"activity": 98, "longevity": 100, "rhythm": 34}, "computed_at": "2026-09-02T17:46:02.011165+00:00", "flags": ["no_license"], "formula": "round(0.45*activity + 0.35*rhythm + 0.20*longevity); archived -> min(score, 10)", "inputs": {"age_days": 4814, "days_push": 16, "days_rel": 226, "gap_med": 238.5, "n_releases_24m": 3}, "score": 76, "version": 2}, "staleness": {"enrichment_outdated": false, "low_confidence": false, "scrape_days": 9, "stale_scrape": false}}