{"adoption": {"forks": 781, "observed_at": "2026-08-28T04:09:18.329682+00:00", "stars": 5444}, "canonical_url": "https://ross.abutalabs.com/products/snscrape", "card": {"archived": false, "artifact_type": "cli-tool", "description": "A social networking service scraper in Python", "domain": ["social-media", "crawlers", "developer-tools"], "enriched": true, "function": ["web-scraping", "cli", "data-generation"], "health_score": 20, "homepage": null, "language": "Python", "license": "GPL-3.0", "license_family": "copyleft", "maturity": "maintenance", "member_repos": ["JustAnotherArchivist/snscrape"], "name": "JustAnotherArchivist/snscrape", "platform": ["python", "cli", "cross-platform"], "pushed_at": "2023-11-15T00:21:52+00:00", "repo": "JustAnotherArchivist/snscrape", "stars": 5444, "tags": ["social-media-scraper", "twitter", "reddit", "instagram", "mastodon", "telegram", "l-output", "archiving", "command-line"], "topics": ["python", "scraper", "social-network", "social-media"], "urls": [], "use_cases": ["scrape all tweets by a twitter user", "collect posts with a hashtag on twitter or instagram", "download telegram channel history", "archive reddit subreddit posts via pushshift", "export social media posts as l for analysis", "fetch a user profile from vk or weibo", "gather mastodon toots from a user or thread"], "what_it_is": "snscrape is a Python-based scraper for social networking services that extracts posts, profiles, hashtags, and search results from platforms like Twitter, Facebook, Instagram, Reddit, Mastodon, Telegram, VK, and Weibo. It works both as a command-line tool with JSONL output and as a Python library.", "when_to_avoid": ["you need authenticated or private content access", "you need guaranteed reliability — platforms frequently change and break scrapers", "you need official API compliance or terms-of-service-safe collection", "you need a maintained library — development has slowed and some scrapers (e.g. Twitter) may be broken"], "when_to_choose": ["you need to collect public social media posts without official API keys", "you want JSONL output with rich metadata for research or archiving", "you need a lightweight CLI that pipes into other tools", "you want to use scraping as a Python library"]}, "data_as_of": "2026-08-30T08:39:29.467469+00:00", "members": [{"path": "/products/snscrape", "repo": "JustAnotherArchivist/snscrape", "role": "main", "score": 32}], "provenance": {"archived": {"kind": "observed", "observed_at": "2026-08-28T04:09:18.329682+00:00", "source": "github"}, "artifact_type": {"confidence": null, "enriched_at": "2026-08-29T17:56:51.280146+00:00", "kind": "inferred", "prompt_version": 1, "sources": [{"content_hash": "b27507fd327bea7a4694a470321390aae0cdd6b65753e55b23d225bc3564b3bd", "fetched_at": "2026-08-28T04:09:18.329682+00:00", "kind": "readme", "missing": false, "url": "https://github.com/JustAnotherArchivist/snscrape"}, {"content_hash": "b8bd20b21fa161bad44de3c14e7396960ad78e7ec9aa4d0a1353aa0c88d5c22a", "fetched_at": "2026-08-29T08:51:54.786627+00:00", "kind": "registry_pypi", "missing": false, "url": "https://pypi.org/pypi/snscrape/json"}], "taxonomy_version": 1}, "description": {"kind": "observed", "observed_at": "2026-08-28T04:09:18.329682+00:00", "source": "github"}, "domain": {"confidence": null, "enriched_at": "2026-08-29T17:56:51.280146+00:00", "kind": "inferred", "prompt_version": 1, "sources": [{"content_hash": "b27507fd327bea7a4694a470321390aae0cdd6b65753e55b23d225bc3564b3bd", "fetched_at": "2026-08-28T04:09:18.329682+00:00", "kind": "readme", "missing": false, "url": "https://github.com/JustAnotherArchivist/snscrape"}, {"content_hash": "b8bd20b21fa161bad44de3c14e7396960ad78e7ec9aa4d0a1353aa0c88d5c22a", "fetched_at": "2026-08-29T08:51:54.786627+00:00", "kind": "registry_pypi", "missing": false, "url": "https://pypi.org/pypi/snscrape/json"}], "taxonomy_version": 1}, "enriched": {"inputs": [], "kind": "computed", "method": "enrichment_status"}, "function": {"confidence": null, "enriched_at": "2026-08-29T17:56:51.280146+00:00", "kind": "inferred", "prompt_version": 1, "sources": [{"content_hash": "b27507fd327bea7a4694a470321390aae0cdd6b65753e55b23d225bc3564b3bd", "fetched_at": "2026-08-28T04:09:18.329682+00:00", "kind": "readme", "missing": false, "url": "https://github.com/JustAnotherArchivist/snscrape"}, {"content_hash": "b8bd20b21fa161bad44de3c14e7396960ad78e7ec9aa4d0a1353aa0c88d5c22a", "fetched_at": "2026-08-29T08:51:54.786627+00:00", "kind": "registry_pypi", "missing": false, "url": "https://pypi.org/pypi/snscrape/json"}], "taxonomy_version": 1}, "health_score": {"inputs": ["days_since_push", "days_since_release", "archived"], "kind": "computed", "method": "health_v1"}, "homepage": {"kind": "observed", "observed_at": "2026-08-28T04:09:18.329682+00:00", "source": "github"}, "language": {"kind": "observed", "observed_at": "2026-08-28T04:09:18.329682+00:00", "source": "github"}, "license": {"kind": "observed", "observed_at": "2026-08-28T04:09:18.329682+00:00", "source": "github"}, "license_family": {"inputs": ["license"], "kind": "computed", "method": "license_family"}, "maturity": {"confidence": null, "enriched_at": "2026-08-29T17:56:51.280146+00:00", "kind": "inferred", "prompt_version": 1, "sources": [{"content_hash": "b27507fd327bea7a4694a470321390aae0cdd6b65753e55b23d225bc3564b3bd", "fetched_at": "2026-08-28T04:09:18.329682+00:00", "kind": "readme", "missing": false, "url": "https://github.com/JustAnotherArchivist/snscrape"}, {"content_hash": "b8bd20b21fa161bad44de3c14e7396960ad78e7ec9aa4d0a1353aa0c88d5c22a", "fetched_at": "2026-08-29T08:51:54.786627+00:00", "kind": "registry_pypi", "missing": false, "url": "https://pypi.org/pypi/snscrape/json"}], "taxonomy_version": 1}, "member_repos": {"kind": "observed", "observed_at": "2026-08-28T04:09:18.329682+00:00", "source": "github"}, "name": {"kind": "observed", "observed_at": "2026-08-28T04:09:18.329682+00:00", "source": "github"}, "platform": {"confidence": null, "enriched_at": "2026-08-29T17:56:51.280146+00:00", "kind": "inferred", "prompt_version": 1, "sources": [{"content_hash": "b27507fd327bea7a4694a470321390aae0cdd6b65753e55b23d225bc3564b3bd", "fetched_at": "2026-08-28T04:09:18.329682+00:00", "kind": "readme", "missing": false, "url": "https://github.com/JustAnotherArchivist/snscrape"}, {"content_hash": "b8bd20b21fa161bad44de3c14e7396960ad78e7ec9aa4d0a1353aa0c88d5c22a", "fetched_at": "2026-08-29T08:51:54.786627+00:00", "kind": "registry_pypi", "missing": false, "url": "https://pypi.org/pypi/snscrape/json"}], "taxonomy_version": 1}, "pushed_at": {"kind": "observed", "observed_at": "2026-08-28T04:09:18.329682+00:00", "source": "github"}, "repo": {"kind": "observed", "observed_at": "2026-08-28T04:09:18.329682+00:00", "source": "github"}, "stars": {"kind": "observed", "observed_at": "2026-08-28T04:09:18.329682+00:00", "source": "github"}, "tags": {"confidence": null, "enriched_at": "2026-08-29T17:56:51.280146+00:00", "kind": "inferred", "prompt_version": 1, "sources": [{"content_hash": "b27507fd327bea7a4694a470321390aae0cdd6b65753e55b23d225bc3564b3bd", "fetched_at": "2026-08-28T04:09:18.329682+00:00", "kind": "readme", "missing": false, "url": "https://github.com/JustAnotherArchivist/snscrape"}, {"content_hash": "b8bd20b21fa161bad44de3c14e7396960ad78e7ec9aa4d0a1353aa0c88d5c22a", "fetched_at": "2026-08-29T08:51:54.786627+00:00", "kind": "registry_pypi", "missing": false, "url": "https://pypi.org/pypi/snscrape/json"}], "taxonomy_version": 1}, "topics": {"kind": "observed", "observed_at": "2026-08-28T04:09:18.329682+00:00", "source": "github"}, "urls": {"kind": "observed", "observed_at": "2026-08-28T04:09:18.329682+00:00", "source": "github"}, "use_cases": {"confidence": null, "enriched_at": "2026-08-29T17:56:51.280146+00:00", "kind": "inferred", "prompt_version": 1, "sources": [{"content_hash": "b27507fd327bea7a4694a470321390aae0cdd6b65753e55b23d225bc3564b3bd", "fetched_at": "2026-08-28T04:09:18.329682+00:00", "kind": "readme", "missing": false, "url": "https://github.com/JustAnotherArchivist/snscrape"}, {"content_hash": "b8bd20b21fa161bad44de3c14e7396960ad78e7ec9aa4d0a1353aa0c88d5c22a", "fetched_at": "2026-08-29T08:51:54.786627+00:00", "kind": "registry_pypi", "missing": false, "url": "https://pypi.org/pypi/snscrape/json"}], "taxonomy_version": 1}, "what_it_is": {"confidence": null, "enriched_at": "2026-08-29T17:56:51.280146+00:00", "kind": "inferred", "prompt_version": 1, "sources": [{"content_hash": "b27507fd327bea7a4694a470321390aae0cdd6b65753e55b23d225bc3564b3bd", "fetched_at": "2026-08-28T04:09:18.329682+00:00", "kind": "readme", "missing": false, "url": "https://github.com/JustAnotherArchivist/snscrape"}, {"content_hash": "b8bd20b21fa161bad44de3c14e7396960ad78e7ec9aa4d0a1353aa0c88d5c22a", "fetched_at": "2026-08-29T08:51:54.786627+00:00", "kind": "registry_pypi", "missing": false, "url": "https://pypi.org/pypi/snscrape/json"}], "taxonomy_version": 1}, "when_to_avoid": {"confidence": null, "enriched_at": "2026-08-29T17:56:51.280146+00:00", "kind": "inferred", "prompt_version": 1, "sources": [{"content_hash": "b27507fd327bea7a4694a470321390aae0cdd6b65753e55b23d225bc3564b3bd", "fetched_at": "2026-08-28T04:09:18.329682+00:00", "kind": "readme", "missing": false, "url": "https://github.com/JustAnotherArchivist/snscrape"}, {"content_hash": "b8bd20b21fa161bad44de3c14e7396960ad78e7ec9aa4d0a1353aa0c88d5c22a", "fetched_at": "2026-08-29T08:51:54.786627+00:00", "kind": "registry_pypi", "missing": false, "url": "https://pypi.org/pypi/snscrape/json"}], "taxonomy_version": 1}, "when_to_choose": {"confidence": null, "enriched_at": "2026-08-29T17:56:51.280146+00:00", "kind": "inferred", "prompt_version": 1, "sources": [{"content_hash": "b27507fd327bea7a4694a470321390aae0cdd6b65753e55b23d225bc3564b3bd", "fetched_at": "2026-08-28T04:09:18.329682+00:00", "kind": "readme", "missing": false, "url": "https://github.com/JustAnotherArchivist/snscrape"}, {"content_hash": "b8bd20b21fa161bad44de3c14e7396960ad78e7ec9aa4d0a1353aa0c88d5c22a", "fetched_at": "2026-08-29T08:51:54.786627+00:00", "kind": "registry_pypi", "missing": false, "url": "https://pypi.org/pypi/snscrape/json"}], "taxonomy_version": 1}}, "score": {"components": {"activity": 0, "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": 2915, "days_push": 1023, "days_rel": null, "gap_med": null, "n_releases_24m": 0}, "score": 32, "version": 2}, "staleness": {"enrichment_outdated": false, "low_confidence": false, "scrape_days": 9, "stale_scrape": false}}