{"adoption": {"forks": 231, "observed_at": "2026-08-28T04:06:21.138375+00:00", "stars": 2163}, "canonical_url": "https://ross.abutalabs.com/products/python-shell", "card": {"archived": false, "artifact_type": "library", "description": "Run Python scripts from Node.js with simple (but efficient) inter-process communication through stdio", "domain": ["developer-tools", "cross-platform"], "enriched": true, "function": ["concurrency", "serialization", "developer-tools"], "health_score": 78, "homepage": null, "language": "TypeScript", "license": null, "license_family": "other", "maturity": "maintenance", "member_repos": ["extrabacon/python-shell"], "name": "extrabacon/python-shell", "platform": ["python", "cross-platform"], "pushed_at": "2026-03-01T07:51:54+00:00", "repo": "extrabacon/python-shell", "stars": 2163, "tags": ["child-process", "interop", "stdio", "typescript", "python-bridge", "automation", "nodejs"], "topics": ["python", "node", "child-process", "looking-for-maintainer", "maintainer-wanted"], "urls": [], "use_cases": ["run python scripts from node.js", "exchange data between node and python", "call python from a javascript backend", "spawn python child process with json messaging", "integrate python machine learning script into node app"], "what_it_is": "A Node.js library for spawning Python scripts as child processes with simple stdio-based inter-process communication. It supports text, JSON, and binary modes plus custom parsers and better error handling.", "when_to_avoid": ["you need high-performance or persistent bidirectional communication between services", "you want a maintained project - the repo is looking for a new maintainer", "you need to run Python in the browser or without a local Python interpreter installed"], "when_to_choose": ["you need to invoke Python scripts from a Node.js application with structured stdin/stdout communication", "you want simple JSON or text message passing between Node and Python without a heavier RPC layer"]}, "data_as_of": "2026-08-30T08:39:29.467469+00:00", "members": [{"path": "/products/python-shell", "repo": "extrabacon/python-shell", "role": "main", "score": 72}], "provenance": {"archived": {"kind": "observed", "observed_at": "2026-08-28T04:06:21.138375+00:00", "source": "github"}, "artifact_type": {"confidence": null, "enriched_at": "2026-08-30T02:50:11.900760+00:00", "kind": "inferred", "prompt_version": 1, "sources": [{"content_hash": "e352361fed24937d3a90dc52aac7e7296c18aee91bb40a25bc58dc9aec878d21", "fetched_at": "2026-08-28T04:06:21.138375+00:00", "kind": "readme", "missing": false, "url": "https://github.com/extrabacon/python-shell"}, {"content_hash": "a474b1a7c3fbdca75a16e02e085838cc67d373095150494de8c277f49852b331", "fetched_at": "2026-08-29T10:30:10.037835+00:00", "kind": "registry_npm", "missing": false, "url": "https://registry.npmjs.org/python-shell"}], "taxonomy_version": 1}, "description": {"kind": "observed", "observed_at": "2026-08-28T04:06:21.138375+00:00", "source": "github"}, "domain": {"confidence": null, "enriched_at": "2026-08-30T02:50:11.900760+00:00", "kind": "inferred", "prompt_version": 1, "sources": [{"content_hash": "e352361fed24937d3a90dc52aac7e7296c18aee91bb40a25bc58dc9aec878d21", "fetched_at": "2026-08-28T04:06:21.138375+00:00", "kind": "readme", "missing": false, "url": "https://github.com/extrabacon/python-shell"}, {"content_hash": "a474b1a7c3fbdca75a16e02e085838cc67d373095150494de8c277f49852b331", "fetched_at": "2026-08-29T10:30:10.037835+00:00", "kind": "registry_npm", "missing": false, "url": "https://registry.npmjs.org/python-shell"}], "taxonomy_version": 1}, "enriched": {"inputs": [], "kind": "computed", "method": "enrichment_status"}, "function": {"confidence": null, "enriched_at": "2026-08-30T02:50:11.900760+00:00", "kind": "inferred", "prompt_version": 1, "sources": [{"content_hash": "e352361fed24937d3a90dc52aac7e7296c18aee91bb40a25bc58dc9aec878d21", "fetched_at": "2026-08-28T04:06:21.138375+00:00", "kind": "readme", "missing": false, "url": "https://github.com/extrabacon/python-shell"}, {"content_hash": "a474b1a7c3fbdca75a16e02e085838cc67d373095150494de8c277f49852b331", "fetched_at": "2026-08-29T10:30:10.037835+00:00", "kind": "registry_npm", "missing": false, "url": "https://registry.npmjs.org/python-shell"}], "taxonomy_version": 1}, "health_score": {"inputs": ["days_since_push", "days_since_release", "archived"], "kind": "computed", "method": "health_v1"}, "homepage": {"kind": "observed", "observed_at": "2026-08-28T04:06:21.138375+00:00", "source": "github"}, "language": {"kind": "observed", "observed_at": "2026-08-28T04:06:21.138375+00:00", "source": "github"}, "license": {"kind": "observed", "observed_at": "2026-08-28T04:06:21.138375+00:00", "source": "github"}, "license_family": {"inputs": ["license"], "kind": "computed", "method": "license_family"}, "maturity": {"confidence": null, "enriched_at": "2026-08-30T02:50:11.900760+00:00", "kind": "inferred", "prompt_version": 1, "sources": [{"content_hash": "e352361fed24937d3a90dc52aac7e7296c18aee91bb40a25bc58dc9aec878d21", "fetched_at": "2026-08-28T04:06:21.138375+00:00", "kind": "readme", "missing": false, "url": "https://github.com/extrabacon/python-shell"}, {"content_hash": "a474b1a7c3fbdca75a16e02e085838cc67d373095150494de8c277f49852b331", "fetched_at": "2026-08-29T10:30:10.037835+00:00", "kind": "registry_npm", "missing": false, "url": "https://registry.npmjs.org/python-shell"}], "taxonomy_version": 1}, "member_repos": {"kind": "observed", "observed_at": "2026-08-28T04:06:21.138375+00:00", "source": "github"}, "name": {"kind": "observed", "observed_at": "2026-08-28T04:06:21.138375+00:00", "source": "github"}, "platform": {"confidence": null, "enriched_at": "2026-08-30T02:50:11.900760+00:00", "kind": "inferred", "prompt_version": 1, "sources": [{"content_hash": "e352361fed24937d3a90dc52aac7e7296c18aee91bb40a25bc58dc9aec878d21", "fetched_at": "2026-08-28T04:06:21.138375+00:00", "kind": "readme", "missing": false, "url": "https://github.com/extrabacon/python-shell"}, {"content_hash": "a474b1a7c3fbdca75a16e02e085838cc67d373095150494de8c277f49852b331", "fetched_at": "2026-08-29T10:30:10.037835+00:00", "kind": "registry_npm", "missing": false, "url": "https://registry.npmjs.org/python-shell"}], "taxonomy_version": 1}, "pushed_at": {"kind": "observed", "observed_at": "2026-08-28T04:06:21.138375+00:00", "source": "github"}, "repo": {"kind": "observed", "observed_at": "2026-08-28T04:06:21.138375+00:00", "source": "github"}, "stars": {"kind": "observed", "observed_at": "2026-08-28T04:06:21.138375+00:00", "source": "github"}, "tags": {"confidence": null, "enriched_at": "2026-08-30T02:50:11.900760+00:00", "kind": "inferred", "prompt_version": 1, "sources": [{"content_hash": "e352361fed24937d3a90dc52aac7e7296c18aee91bb40a25bc58dc9aec878d21", "fetched_at": "2026-08-28T04:06:21.138375+00:00", "kind": "readme", "missing": false, "url": "https://github.com/extrabacon/python-shell"}, {"content_hash": "a474b1a7c3fbdca75a16e02e085838cc67d373095150494de8c277f49852b331", "fetched_at": "2026-08-29T10:30:10.037835+00:00", "kind": "registry_npm", "missing": false, "url": "https://registry.npmjs.org/python-shell"}], "taxonomy_version": 1}, "topics": {"kind": "observed", "observed_at": "2026-08-28T04:06:21.138375+00:00", "source": "github"}, "urls": {"kind": "observed", "observed_at": "2026-08-28T04:06:21.138375+00:00", "source": "github"}, "use_cases": {"confidence": null, "enriched_at": "2026-08-30T02:50:11.900760+00:00", "kind": "inferred", "prompt_version": 1, "sources": [{"content_hash": "e352361fed24937d3a90dc52aac7e7296c18aee91bb40a25bc58dc9aec878d21", "fetched_at": "2026-08-28T04:06:21.138375+00:00", "kind": "readme", "missing": false, "url": "https://github.com/extrabacon/python-shell"}, {"content_hash": "a474b1a7c3fbdca75a16e02e085838cc67d373095150494de8c277f49852b331", "fetched_at": "2026-08-29T10:30:10.037835+00:00", "kind": "registry_npm", "missing": false, "url": "https://registry.npmjs.org/python-shell"}], "taxonomy_version": 1}, "what_it_is": {"confidence": null, "enriched_at": "2026-08-30T02:50:11.900760+00:00", "kind": "inferred", "prompt_version": 1, "sources": [{"content_hash": "e352361fed24937d3a90dc52aac7e7296c18aee91bb40a25bc58dc9aec878d21", "fetched_at": "2026-08-28T04:06:21.138375+00:00", "kind": "readme", "missing": false, "url": "https://github.com/extrabacon/python-shell"}, {"content_hash": "a474b1a7c3fbdca75a16e02e085838cc67d373095150494de8c277f49852b331", "fetched_at": "2026-08-29T10:30:10.037835+00:00", "kind": "registry_npm", "missing": false, "url": "https://registry.npmjs.org/python-shell"}], "taxonomy_version": 1}, "when_to_avoid": {"confidence": null, "enriched_at": "2026-08-30T02:50:11.900760+00:00", "kind": "inferred", "prompt_version": 1, "sources": [{"content_hash": "e352361fed24937d3a90dc52aac7e7296c18aee91bb40a25bc58dc9aec878d21", "fetched_at": "2026-08-28T04:06:21.138375+00:00", "kind": "readme", "missing": false, "url": "https://github.com/extrabacon/python-shell"}, {"content_hash": "a474b1a7c3fbdca75a16e02e085838cc67d373095150494de8c277f49852b331", "fetched_at": "2026-08-29T10:30:10.037835+00:00", "kind": "registry_npm", "missing": false, "url": "https://registry.npmjs.org/python-shell"}], "taxonomy_version": 1}, "when_to_choose": {"confidence": null, "enriched_at": "2026-08-30T02:50:11.900760+00:00", "kind": "inferred", "prompt_version": 1, "sources": [{"content_hash": "e352361fed24937d3a90dc52aac7e7296c18aee91bb40a25bc58dc9aec878d21", "fetched_at": "2026-08-28T04:06:21.138375+00:00", "kind": "readme", "missing": false, "url": "https://github.com/extrabacon/python-shell"}, {"content_hash": "a474b1a7c3fbdca75a16e02e085838cc67d373095150494de8c277f49852b331", "fetched_at": "2026-08-29T10:30:10.037835+00:00", "kind": "registry_npm", "missing": false, "url": "https://registry.npmjs.org/python-shell"}], "taxonomy_version": 1}}, "score": {"components": {"activity": 70, "longevity": 100, "rhythm": 59}, "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": 4557, "days_push": 185, "days_rel": 279, "gap_med": 0, "n_releases_24m": 2}, "score": 72, "version": 2}, "staleness": {"enrichment_outdated": false, "low_confidence": false, "scrape_days": 9, "stale_scrape": false}}