{"adoption": {"forks": 274, "observed_at": "2026-08-28T04:04:50.777873+00:00", "stars": 1480}, "canonical_url": "https://ross.abutalabs.com/products/finnlp", "card": {"archived": false, "artifact_type": "library", "description": "Democratizing Internet-scale financial data.", "domain": ["fintech", "large-language-models"], "enriched": true, "function": ["web-scraping", "nlp", "llm-training", "data-science", "etl"], "health_score": 20, "homepage": "https://ai4finance.org", "language": "Jupyter Notebook", "license": "MIT", "license_family": "permissive", "maturity": "active", "member_repos": ["AI4Finance-Foundation/FinNLP"], "name": "AI4Finance-Foundation/FinNLP", "platform": ["python", "cross-platform"], "pushed_at": "2024-07-01T08:08:37+00:00", "repo": "AI4Finance-Foundation/FinNLP", "stars": 1480, "tags": ["financial-data", "news-scraper", "sentiment-analysis", "llm-finetuning", "finance", "data-sources", "natural-language-processing", "data-engineering"], "topics": [], "urls": [], "use_cases": ["download financial news headlines and articles by date range", "scrape stock-related news for sentiment analysis", "gather internet-scale financial data for LLM training", "fine-tune large language models on finance text", "collect Chinese and US financial news into dataframes", "build datasets for financial NLP research"], "what_it_is": "FinNLP is a Python library for collecting internet-scale financial data from sources like Finnhub, Yahoo Finance, Reuters, and Sina Finance. It also provides pipelines for training and fine-tuning large language models for finance NLP tasks.", "when_to_avoid": ["you need real-time market data feeds or tick-level pricing", "you require guaranteed data reliability - sources rely on scraping and free API tiers", "you need a production-grade data vendor with licensing guarantees"], "when_to_choose": ["you need programmatic access to multiple financial news sources in Python", "you are building financial sentiment analysis or LLM fine-tuning pipelines", "you want a free, open-source alternative for financial data collection"]}, "data_as_of": "2026-08-30T08:39:29.467469+00:00", "members": [{"path": "/products/finnlp", "repo": "AI4Finance-Foundation/FinNLP", "role": "main", "score": 31}], "provenance": {"archived": {"kind": "observed", "observed_at": "2026-08-28T04:04:50.777873+00:00", "source": "github"}, "artifact_type": {"confidence": null, "enriched_at": "2026-08-30T04:34:12.088145+00:00", "kind": "inferred", "prompt_version": 1, "sources": [{"content_hash": "dd9fdb72ee694d2558016f95e564b7b8f4aefd4218f19ed1123dbe42458934fd", "fetched_at": "2026-08-28T04:04:50.777873+00:00", "kind": "readme", "missing": false, "url": "https://github.com/AI4Finance-Foundation/FinNLP"}, {"content_hash": "d3d3e0581dfb0bf6c8b6cf542ae0c599a66697706036209de3005ac21ce80251", "fetched_at": "2026-08-29T11:41:04.554174+00:00", "kind": "homepage", "missing": false, "url": "https://ai4finance.org"}, {"content_hash": "38823c8faa4af9b57416bf64618b858855a88bfba5b31192857171be2356eb81", "fetched_at": "2026-08-29T11:41:04.557168+00:00", "kind": "site_page", "missing": false, "url": "https://ai4finance.org/about"}, {"content_hash": "9ed05d0a4f25e74c027bd5ad21bf00b04deb8ee4a5021490be8c0b2fe8de0c10", "fetched_at": "2026-08-29T11:41:04.558914+00:00", "kind": "registry_pypi", "missing": false, "url": "https://pypi.org/pypi/finnlp/json"}], "taxonomy_version": 1}, "description": {"kind": "observed", "observed_at": "2026-08-28T04:04:50.777873+00:00", "source": "github"}, "domain": {"confidence": null, "enriched_at": "2026-08-30T04:34:12.088145+00:00", "kind": "inferred", "prompt_version": 1, "sources": [{"content_hash": "dd9fdb72ee694d2558016f95e564b7b8f4aefd4218f19ed1123dbe42458934fd", "fetched_at": "2026-08-28T04:04:50.777873+00:00", "kind": "readme", "missing": false, "url": "https://github.com/AI4Finance-Foundation/FinNLP"}, {"content_hash": "d3d3e0581dfb0bf6c8b6cf542ae0c599a66697706036209de3005ac21ce80251", "fetched_at": "2026-08-29T11:41:04.554174+00:00", "kind": "homepage", "missing": false, "url": "https://ai4finance.org"}, {"content_hash": "38823c8faa4af9b57416bf64618b858855a88bfba5b31192857171be2356eb81", "fetched_at": "2026-08-29T11:41:04.557168+00:00", "kind": "site_page", "missing": false, "url": "https://ai4finance.org/about"}, {"content_hash": "9ed05d0a4f25e74c027bd5ad21bf00b04deb8ee4a5021490be8c0b2fe8de0c10", "fetched_at": "2026-08-29T11:41:04.558914+00:00", "kind": "registry_pypi", "missing": false, "url": "https://pypi.org/pypi/finnlp/json"}], "taxonomy_version": 1}, "enriched": {"inputs": [], "kind": "computed", "method": "enrichment_status"}, "function": {"confidence": null, "enriched_at": "2026-08-30T04:34:12.088145+00:00", "kind": "inferred", "prompt_version": 1, "sources": [{"content_hash": "dd9fdb72ee694d2558016f95e564b7b8f4aefd4218f19ed1123dbe42458934fd", "fetched_at": "2026-08-28T04:04:50.777873+00:00", "kind": "readme", "missing": false, "url": "https://github.com/AI4Finance-Foundation/FinNLP"}, {"content_hash": "d3d3e0581dfb0bf6c8b6cf542ae0c599a66697706036209de3005ac21ce80251", "fetched_at": "2026-08-29T11:41:04.554174+00:00", "kind": "homepage", "missing": false, "url": "https://ai4finance.org"}, {"content_hash": "38823c8faa4af9b57416bf64618b858855a88bfba5b31192857171be2356eb81", "fetched_at": "2026-08-29T11:41:04.557168+00:00", "kind": "site_page", "missing": false, "url": "https://ai4finance.org/about"}, {"content_hash": "9ed05d0a4f25e74c027bd5ad21bf00b04deb8ee4a5021490be8c0b2fe8de0c10", "fetched_at": "2026-08-29T11:41:04.558914+00:00", "kind": "registry_pypi", "missing": false, "url": "https://pypi.org/pypi/finnlp/json"}], "taxonomy_version": 1}, "health_score": {"inputs": ["days_since_push", "days_since_release", "archived"], "kind": "computed", "method": "health_v1"}, "homepage": {"kind": "observed", "observed_at": "2026-08-28T04:04:50.777873+00:00", "source": "github"}, "language": {"kind": "observed", "observed_at": "2026-08-28T04:04:50.777873+00:00", "source": "github"}, "license": {"kind": "observed", "observed_at": "2026-08-28T04:04:50.777873+00:00", "source": "github"}, "license_family": {"inputs": ["license"], "kind": "computed", "method": "license_family"}, "maturity": {"confidence": null, "enriched_at": "2026-08-30T04:34:12.088145+00:00", "kind": "inferred", "prompt_version": 1, "sources": [{"content_hash": "dd9fdb72ee694d2558016f95e564b7b8f4aefd4218f19ed1123dbe42458934fd", "fetched_at": "2026-08-28T04:04:50.777873+00:00", "kind": "readme", "missing": false, "url": "https://github.com/AI4Finance-Foundation/FinNLP"}, {"content_hash": "d3d3e0581dfb0bf6c8b6cf542ae0c599a66697706036209de3005ac21ce80251", "fetched_at": "2026-08-29T11:41:04.554174+00:00", "kind": "homepage", "missing": false, "url": "https://ai4finance.org"}, {"content_hash": "38823c8faa4af9b57416bf64618b858855a88bfba5b31192857171be2356eb81", "fetched_at": "2026-08-29T11:41:04.557168+00:00", "kind": "site_page", "missing": false, "url": "https://ai4finance.org/about"}, {"content_hash": "9ed05d0a4f25e74c027bd5ad21bf00b04deb8ee4a5021490be8c0b2fe8de0c10", "fetched_at": "2026-08-29T11:41:04.558914+00:00", "kind": "registry_pypi", "missing": false, "url": "https://pypi.org/pypi/finnlp/json"}], "taxonomy_version": 1}, "member_repos": {"kind": "observed", "observed_at": "2026-08-28T04:04:50.777873+00:00", "source": "github"}, "name": {"kind": "observed", "observed_at": "2026-08-28T04:04:50.777873+00:00", "source": "github"}, "platform": {"confidence": null, "enriched_at": "2026-08-30T04:34:12.088145+00:00", "kind": "inferred", "prompt_version": 1, "sources": [{"content_hash": "dd9fdb72ee694d2558016f95e564b7b8f4aefd4218f19ed1123dbe42458934fd", "fetched_at": "2026-08-28T04:04:50.777873+00:00", "kind": "readme", "missing": false, "url": "https://github.com/AI4Finance-Foundation/FinNLP"}, {"content_hash": "d3d3e0581dfb0bf6c8b6cf542ae0c599a66697706036209de3005ac21ce80251", "fetched_at": "2026-08-29T11:41:04.554174+00:00", "kind": "homepage", "missing": false, "url": "https://ai4finance.org"}, {"content_hash": "38823c8faa4af9b57416bf64618b858855a88bfba5b31192857171be2356eb81", "fetched_at": "2026-08-29T11:41:04.557168+00:00", "kind": "site_page", "missing": false, "url": "https://ai4finance.org/about"}, {"content_hash": "9ed05d0a4f25e74c027bd5ad21bf00b04deb8ee4a5021490be8c0b2fe8de0c10", "fetched_at": "2026-08-29T11:41:04.558914+00:00", "kind": "registry_pypi", "missing": false, "url": "https://pypi.org/pypi/finnlp/json"}], "taxonomy_version": 1}, "pushed_at": {"kind": "observed", "observed_at": "2026-08-28T04:04:50.777873+00:00", "source": "github"}, "repo": {"kind": "observed", "observed_at": "2026-08-28T04:04:50.777873+00:00", "source": "github"}, "stars": {"kind": "observed", "observed_at": "2026-08-28T04:04:50.777873+00:00", "source": "github"}, "tags": {"confidence": null, "enriched_at": "2026-08-30T04:34:12.088145+00:00", "kind": "inferred", "prompt_version": 1, "sources": [{"content_hash": "dd9fdb72ee694d2558016f95e564b7b8f4aefd4218f19ed1123dbe42458934fd", "fetched_at": "2026-08-28T04:04:50.777873+00:00", "kind": "readme", "missing": false, "url": "https://github.com/AI4Finance-Foundation/FinNLP"}, {"content_hash": "d3d3e0581dfb0bf6c8b6cf542ae0c599a66697706036209de3005ac21ce80251", "fetched_at": "2026-08-29T11:41:04.554174+00:00", "kind": "homepage", "missing": false, "url": "https://ai4finance.org"}, {"content_hash": "38823c8faa4af9b57416bf64618b858855a88bfba5b31192857171be2356eb81", "fetched_at": "2026-08-29T11:41:04.557168+00:00", "kind": "site_page", "missing": false, "url": "https://ai4finance.org/about"}, {"content_hash": "9ed05d0a4f25e74c027bd5ad21bf00b04deb8ee4a5021490be8c0b2fe8de0c10", "fetched_at": "2026-08-29T11:41:04.558914+00:00", "kind": "registry_pypi", "missing": false, "url": "https://pypi.org/pypi/finnlp/json"}], "taxonomy_version": 1}, "topics": {"kind": "observed", "observed_at": "2026-08-28T04:04:50.777873+00:00", "source": "github"}, "urls": {"kind": "observed", "observed_at": "2026-08-28T04:04:50.777873+00:00", "source": "github"}, "use_cases": {"confidence": null, "enriched_at": "2026-08-30T04:34:12.088145+00:00", "kind": "inferred", "prompt_version": 1, "sources": [{"content_hash": "dd9fdb72ee694d2558016f95e564b7b8f4aefd4218f19ed1123dbe42458934fd", "fetched_at": "2026-08-28T04:04:50.777873+00:00", "kind": "readme", "missing": false, "url": "https://github.com/AI4Finance-Foundation/FinNLP"}, {"content_hash": "d3d3e0581dfb0bf6c8b6cf542ae0c599a66697706036209de3005ac21ce80251", "fetched_at": "2026-08-29T11:41:04.554174+00:00", "kind": "homepage", "missing": false, "url": "https://ai4finance.org"}, {"content_hash": "38823c8faa4af9b57416bf64618b858855a88bfba5b31192857171be2356eb81", "fetched_at": "2026-08-29T11:41:04.557168+00:00", "kind": "site_page", "missing": false, "url": "https://ai4finance.org/about"}, {"content_hash": "9ed05d0a4f25e74c027bd5ad21bf00b04deb8ee4a5021490be8c0b2fe8de0c10", "fetched_at": "2026-08-29T11:41:04.558914+00:00", "kind": "registry_pypi", "missing": false, "url": "https://pypi.org/pypi/finnlp/json"}], "taxonomy_version": 1}, "what_it_is": {"confidence": null, "enriched_at": "2026-08-30T04:34:12.088145+00:00", "kind": "inferred", "prompt_version": 1, "sources": [{"content_hash": "dd9fdb72ee694d2558016f95e564b7b8f4aefd4218f19ed1123dbe42458934fd", "fetched_at": "2026-08-28T04:04:50.777873+00:00", "kind": "readme", "missing": false, "url": "https://github.com/AI4Finance-Foundation/FinNLP"}, {"content_hash": "d3d3e0581dfb0bf6c8b6cf542ae0c599a66697706036209de3005ac21ce80251", "fetched_at": "2026-08-29T11:41:04.554174+00:00", "kind": "homepage", "missing": false, "url": "https://ai4finance.org"}, {"content_hash": "38823c8faa4af9b57416bf64618b858855a88bfba5b31192857171be2356eb81", "fetched_at": "2026-08-29T11:41:04.557168+00:00", "kind": "site_page", "missing": false, "url": "https://ai4finance.org/about"}, {"content_hash": "9ed05d0a4f25e74c027bd5ad21bf00b04deb8ee4a5021490be8c0b2fe8de0c10", "fetched_at": "2026-08-29T11:41:04.558914+00:00", "kind": "registry_pypi", "missing": false, "url": "https://pypi.org/pypi/finnlp/json"}], "taxonomy_version": 1}, "when_to_avoid": {"confidence": null, "enriched_at": "2026-08-30T04:34:12.088145+00:00", "kind": "inferred", "prompt_version": 1, "sources": [{"content_hash": "dd9fdb72ee694d2558016f95e564b7b8f4aefd4218f19ed1123dbe42458934fd", "fetched_at": "2026-08-28T04:04:50.777873+00:00", "kind": "readme", "missing": false, "url": "https://github.com/AI4Finance-Foundation/FinNLP"}, {"content_hash": "d3d3e0581dfb0bf6c8b6cf542ae0c599a66697706036209de3005ac21ce80251", "fetched_at": "2026-08-29T11:41:04.554174+00:00", "kind": "homepage", "missing": false, "url": "https://ai4finance.org"}, {"content_hash": "38823c8faa4af9b57416bf64618b858855a88bfba5b31192857171be2356eb81", "fetched_at": "2026-08-29T11:41:04.557168+00:00", "kind": "site_page", "missing": false, "url": "https://ai4finance.org/about"}, {"content_hash": "9ed05d0a4f25e74c027bd5ad21bf00b04deb8ee4a5021490be8c0b2fe8de0c10", "fetched_at": "2026-08-29T11:41:04.558914+00:00", "kind": "registry_pypi", "missing": false, "url": "https://pypi.org/pypi/finnlp/json"}], "taxonomy_version": 1}, "when_to_choose": {"confidence": null, "enriched_at": "2026-08-30T04:34:12.088145+00:00", "kind": "inferred", "prompt_version": 1, "sources": [{"content_hash": "dd9fdb72ee694d2558016f95e564b7b8f4aefd4218f19ed1123dbe42458934fd", "fetched_at": "2026-08-28T04:04:50.777873+00:00", "kind": "readme", "missing": false, "url": "https://github.com/AI4Finance-Foundation/FinNLP"}, {"content_hash": "d3d3e0581dfb0bf6c8b6cf542ae0c599a66697706036209de3005ac21ce80251", "fetched_at": "2026-08-29T11:41:04.554174+00:00", "kind": "homepage", "missing": false, "url": "https://ai4finance.org"}, {"content_hash": "38823c8faa4af9b57416bf64618b858855a88bfba5b31192857171be2356eb81", "fetched_at": "2026-08-29T11:41:04.557168+00:00", "kind": "site_page", "missing": false, "url": "https://ai4finance.org/about"}, {"content_hash": "9ed05d0a4f25e74c027bd5ad21bf00b04deb8ee4a5021490be8c0b2fe8de0c10", "fetched_at": "2026-08-29T11:41:04.558914+00:00", "kind": "registry_pypi", "missing": false, "url": "https://pypi.org/pypi/finnlp/json"}], "taxonomy_version": 1}}, "score": {"components": {"activity": 0, "longevity": 93, "rhythm": 35}, "computed_at": "2026-09-02T17:46:02.011165+00:00", "flags": ["no_releases"], "formula": "round(0.45*activity + 0.35*rhythm + 0.20*longevity); archived -> min(score, 10)", "inputs": {"age_days": 1303, "days_push": 793, "days_rel": null, "gap_med": null, "n_releases_24m": 0}, "score": 31, "version": 2}, "staleness": {"enrichment_outdated": false, "low_confidence": false, "scrape_days": 9, "stale_scrape": false}}