{"adoption": {"forks": 2926, "observed_at": "2026-08-28T04:11:56.579930+00:00", "stars": 31135}, "canonical_url": "https://ross.abutalabs.com/products/storm", "card": {"archived": false, "artifact_type": "library", "description": "An LLM-powered knowledge curation system that researches a topic and generates a full-length report with citations.", "domain": ["large-language-models", "artificial-intelligence", "documentation"], "enriched": true, "function": ["rag", "llm-inference", "agent-framework", "search-engine", "nlp", "web-scraping"], "health_score": 58, "homepage": "http://storm.genie.stanford.edu", "language": "Python", "license": "MIT", "license_family": "permissive", "maturity": "active", "member_repos": ["stanford-oval/storm"], "name": "stanford-oval/storm", "platform": ["python", "cli"], "pushed_at": "2025-09-30T18:07:21+00:00", "repo": "stanford-oval/storm", "stars": 31135, "tags": ["deep-research", "report-generation", "knowledge-curation", "wikipedia-style-articles", "citations", "co-storm", "litellm", "research", "retrieval-augmented-generation", "natural-language-processing", "ai-agents", "web-server"], "topics": ["large-language-models", "nlp", "knowledge-curation", "naacl", "report-generation", "retrieval-augmented-generation", "emnlp2024", "agentic-rag", "deep-research"], "urls": [], "use_cases": ["generate a cited research report on any topic", "write wikipedia-style articles from scratch with llms", "deep research on a topic with citations", "collaborative knowledge curation with ai", "ground report generation on my own documents", "automate literature-style topic overviews"], "what_it_is": "STORM is an LLM-powered system that researches a topic via internet search and generates full-length, cited, Wikipedia-like reports. It is distributed as the `knowledge-storm` Python package with a customizable pipeline for language models and retrieval backends.", "when_to_avoid": ["you need publication-ready articles without editing", "you need a simple single-prompt summarizer rather than a multi-stage research pipeline", "you lack API keys for LLMs and search engines"], "when_to_choose": ["you need long-form, cited reports generated automatically from web research", "you want a customizable RAG pipeline supporting different LLMs and retrieval sources", "you want human-AI collaborative knowledge curation (Co-STORM)"]}, "data_as_of": "2026-08-30T08:39:29.467469+00:00", "members": [{"path": "/products/storm", "repo": "stanford-oval/storm", "role": "main", "score": 38}], "provenance": {"archived": {"kind": "observed", "observed_at": "2026-08-28T04:11:56.579930+00:00", "source": "github"}, "artifact_type": {"confidence": null, "enriched_at": "2026-08-29T16:52:19.347494+00:00", "kind": "inferred", "prompt_version": 1, "sources": [{"content_hash": "8b10abafaeab31c495b05d1f8a039690767079c4ed227dd6b4cb8eba7676b37d", "fetched_at": "2026-08-28T04:11:56.579930+00:00", "kind": "readme", "missing": false, "url": "https://github.com/stanford-oval/storm"}, {"content_hash": "caa1c9f3a7de754ab151b27ec619fd46e3b3f3711a0a0cc467534d44f3a2380e", "fetched_at": "2026-08-29T07:49:25.894169+00:00", "kind": "homepage", "missing": false, "url": "http://storm.genie.stanford.edu"}], "taxonomy_version": 1}, "description": {"kind": "observed", "observed_at": "2026-08-28T04:11:56.579930+00:00", "source": "github"}, "domain": {"confidence": null, "enriched_at": "2026-08-29T16:52:19.347494+00:00", "kind": "inferred", "prompt_version": 1, "sources": [{"content_hash": "8b10abafaeab31c495b05d1f8a039690767079c4ed227dd6b4cb8eba7676b37d", "fetched_at": "2026-08-28T04:11:56.579930+00:00", "kind": "readme", "missing": false, "url": "https://github.com/stanford-oval/storm"}, {"content_hash": "caa1c9f3a7de754ab151b27ec619fd46e3b3f3711a0a0cc467534d44f3a2380e", "fetched_at": "2026-08-29T07:49:25.894169+00:00", "kind": "homepage", "missing": false, "url": "http://storm.genie.stanford.edu"}], "taxonomy_version": 1}, "enriched": {"inputs": [], "kind": "computed", "method": "enrichment_status"}, "function": {"confidence": null, "enriched_at": "2026-08-29T16:52:19.347494+00:00", "kind": "inferred", "prompt_version": 1, "sources": [{"content_hash": "8b10abafaeab31c495b05d1f8a039690767079c4ed227dd6b4cb8eba7676b37d", "fetched_at": "2026-08-28T04:11:56.579930+00:00", "kind": "readme", "missing": false, "url": "https://github.com/stanford-oval/storm"}, {"content_hash": "caa1c9f3a7de754ab151b27ec619fd46e3b3f3711a0a0cc467534d44f3a2380e", "fetched_at": "2026-08-29T07:49:25.894169+00:00", "kind": "homepage", "missing": false, "url": "http://storm.genie.stanford.edu"}], "taxonomy_version": 1}, "health_score": {"inputs": ["days_since_push", "days_since_release", "archived"], "kind": "computed", "method": "health_v1"}, "homepage": {"kind": "observed", "observed_at": "2026-08-28T04:11:56.579930+00:00", "source": "github"}, "language": {"kind": "observed", "observed_at": "2026-08-28T04:11:56.579930+00:00", "source": "github"}, "license": {"kind": "observed", "observed_at": "2026-08-28T04:11:56.579930+00:00", "source": "github"}, "license_family": {"inputs": ["license"], "kind": "computed", "method": "license_family"}, "maturity": {"confidence": null, "enriched_at": "2026-08-29T16:52:19.347494+00:00", "kind": "inferred", "prompt_version": 1, "sources": [{"content_hash": "8b10abafaeab31c495b05d1f8a039690767079c4ed227dd6b4cb8eba7676b37d", "fetched_at": "2026-08-28T04:11:56.579930+00:00", "kind": "readme", "missing": false, "url": "https://github.com/stanford-oval/storm"}, {"content_hash": "caa1c9f3a7de754ab151b27ec619fd46e3b3f3711a0a0cc467534d44f3a2380e", "fetched_at": "2026-08-29T07:49:25.894169+00:00", "kind": "homepage", "missing": false, "url": "http://storm.genie.stanford.edu"}], "taxonomy_version": 1}, "member_repos": {"kind": "observed", "observed_at": "2026-08-28T04:11:56.579930+00:00", "source": "github"}, "name": {"kind": "observed", "observed_at": "2026-08-28T04:11:56.579930+00:00", "source": "github"}, "platform": {"confidence": null, "enriched_at": "2026-08-29T16:52:19.347494+00:00", "kind": "inferred", "prompt_version": 1, "sources": [{"content_hash": "8b10abafaeab31c495b05d1f8a039690767079c4ed227dd6b4cb8eba7676b37d", "fetched_at": "2026-08-28T04:11:56.579930+00:00", "kind": "readme", "missing": false, "url": "https://github.com/stanford-oval/storm"}, {"content_hash": "caa1c9f3a7de754ab151b27ec619fd46e3b3f3711a0a0cc467534d44f3a2380e", "fetched_at": "2026-08-29T07:49:25.894169+00:00", "kind": "homepage", "missing": false, "url": "http://storm.genie.stanford.edu"}], "taxonomy_version": 1}, "pushed_at": {"kind": "observed", "observed_at": "2026-08-28T04:11:56.579930+00:00", "source": "github"}, "repo": {"kind": "observed", "observed_at": "2026-08-28T04:11:56.579930+00:00", "source": "github"}, "stars": {"kind": "observed", "observed_at": "2026-08-28T04:11:56.579930+00:00", "source": "github"}, "tags": {"confidence": null, "enriched_at": "2026-08-29T16:52:19.347494+00:00", "kind": "inferred", "prompt_version": 1, "sources": [{"content_hash": "8b10abafaeab31c495b05d1f8a039690767079c4ed227dd6b4cb8eba7676b37d", "fetched_at": "2026-08-28T04:11:56.579930+00:00", "kind": "readme", "missing": false, "url": "https://github.com/stanford-oval/storm"}, {"content_hash": "caa1c9f3a7de754ab151b27ec619fd46e3b3f3711a0a0cc467534d44f3a2380e", "fetched_at": "2026-08-29T07:49:25.894169+00:00", "kind": "homepage", "missing": false, "url": "http://storm.genie.stanford.edu"}], "taxonomy_version": 1}, "topics": {"kind": "observed", "observed_at": "2026-08-28T04:11:56.579930+00:00", "source": "github"}, "urls": {"kind": "observed", "observed_at": "2026-08-28T04:11:56.579930+00:00", "source": "github"}, "use_cases": {"confidence": null, "enriched_at": "2026-08-29T16:52:19.347494+00:00", "kind": "inferred", "prompt_version": 1, "sources": [{"content_hash": "8b10abafaeab31c495b05d1f8a039690767079c4ed227dd6b4cb8eba7676b37d", "fetched_at": "2026-08-28T04:11:56.579930+00:00", "kind": "readme", "missing": false, "url": "https://github.com/stanford-oval/storm"}, {"content_hash": "caa1c9f3a7de754ab151b27ec619fd46e3b3f3711a0a0cc467534d44f3a2380e", "fetched_at": "2026-08-29T07:49:25.894169+00:00", "kind": "homepage", "missing": false, "url": "http://storm.genie.stanford.edu"}], "taxonomy_version": 1}, "what_it_is": {"confidence": null, "enriched_at": "2026-08-29T16:52:19.347494+00:00", "kind": "inferred", "prompt_version": 1, "sources": [{"content_hash": "8b10abafaeab31c495b05d1f8a039690767079c4ed227dd6b4cb8eba7676b37d", "fetched_at": "2026-08-28T04:11:56.579930+00:00", "kind": "readme", "missing": false, "url": "https://github.com/stanford-oval/storm"}, {"content_hash": "caa1c9f3a7de754ab151b27ec619fd46e3b3f3711a0a0cc467534d44f3a2380e", "fetched_at": "2026-08-29T07:49:25.894169+00:00", "kind": "homepage", "missing": false, "url": "http://storm.genie.stanford.edu"}], "taxonomy_version": 1}, "when_to_avoid": {"confidence": null, "enriched_at": "2026-08-29T16:52:19.347494+00:00", "kind": "inferred", "prompt_version": 1, "sources": [{"content_hash": "8b10abafaeab31c495b05d1f8a039690767079c4ed227dd6b4cb8eba7676b37d", "fetched_at": "2026-08-28T04:11:56.579930+00:00", "kind": "readme", "missing": false, "url": "https://github.com/stanford-oval/storm"}, {"content_hash": "caa1c9f3a7de754ab151b27ec619fd46e3b3f3711a0a0cc467534d44f3a2380e", "fetched_at": "2026-08-29T07:49:25.894169+00:00", "kind": "homepage", "missing": false, "url": "http://storm.genie.stanford.edu"}], "taxonomy_version": 1}, "when_to_choose": {"confidence": null, "enriched_at": "2026-08-29T16:52:19.347494+00:00", "kind": "inferred", "prompt_version": 1, "sources": [{"content_hash": "8b10abafaeab31c495b05d1f8a039690767079c4ed227dd6b4cb8eba7676b37d", "fetched_at": "2026-08-28T04:11:56.579930+00:00", "kind": "readme", "missing": false, "url": "https://github.com/stanford-oval/storm"}, {"content_hash": "caa1c9f3a7de754ab151b27ec619fd46e3b3f3711a0a0cc467534d44f3a2380e", "fetched_at": "2026-08-29T07:49:25.894169+00:00", "kind": "homepage", "missing": false, "url": "http://storm.genie.stanford.edu"}], "taxonomy_version": 1}}, "score": {"components": {"activity": 44, "longevity": 63, "rhythm": 16}, "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": 892, "days_push": 337, "days_rel": 587, "gap_med": 119, "n_releases_24m": 2}, "score": 38, "version": 2}, "staleness": {"enrichment_outdated": false, "low_confidence": false, "scrape_days": 9, "stale_scrape": false}}