{"adoption": {"forks": 655, "observed_at": "2026-08-28T04:09:04.901398+00:00", "stars": 5024}, "canonical_url": "https://ross.abutalabs.com/products/wangzhe3224-awesome-systematic-trading", "card": {"archived": false, "artifact_type": "learning-resource", "description": "A curated list of insanely awesome libraries, packages and resources for systematic trading. Crypto, Stock, Futures, Options, CFDs, FX, and more | 量化交易 | 量化投资", "domain": ["fintech", "awesome-lists", "machine-learning"], "enriched": true, "function": ["developer-tools"], "health_score": 80, "homepage": "https://wangzhe3224.github.io/awesome-systematic-trading/", "language": "HTML", "license": "MIT", "license_family": "permissive", "maturity": "active", "member_repos": ["wangzhe3224/awesome-systematic-trading"], "name": "wangzhe3224/awesome-systematic-trading", "platform": ["cross-platform"], "pushed_at": "2026-08-26T11:20:33+00:00", "repo": "wangzhe3224/awesome-systematic-trading", "stars": 5024, "tags": ["awesome-list", "systematic-trading", "quantitative-trading", "backtesting", "algorithmic-trading", "trading-bot", "cryptocurrency", "curated-list"], "topics": ["systematic-trading", "quantitative-trading", "awesome-list", "trading", "quant", "backtesting", "alpha", "trading-bot", "algorithmic-trading", "trading-strategies", "python", "finance", "systematic-trading-strategies", "finances", "trading-algorithms", "rust", "golang", "cryptocurrency", "bitcoin", "cryptocurrencies"], "urls": [], "use_cases": ["find backtesting libraries for algorithmic trading strategies", "discover open-source quantitative trading frameworks", "research crypto trading bot tools", "find data sources and broker APIs for quant trading", "learn systematic trading through curated books, blogs, and courses", "compare machine learning and reinforcement learning trading tools"], "what_it_is": "A curated awesome-list of libraries, packages, and resources for systematic (quantitative) trading across crypto, stocks, futures, options, CFDs, and FX. It organizes projects by category such as backtesting, live trading, alpha research, data sources, and broker APIs, spanning Python, Rust, Go, and other languages.", "when_to_avoid": ["you need a runnable trading engine rather than a list of links", "you want guaranteed maintenance status for every listed project", "you need professional-grade, regulated trading infrastructure"], "when_to_choose": ["you want a curated starting point for building a quant or algo trading stack", "you need to survey the ecosystem of trading libraries across multiple languages", "you are researching tools for backtesting, alpha generation, or live trading"]}, "data_as_of": "2026-08-30T08:39:29.467469+00:00", "members": [{"path": "/products/wangzhe3224-awesome-systematic-trading", "repo": "wangzhe3224/awesome-systematic-trading", "role": "main", "score": 67}], "provenance": {"archived": {"kind": "observed", "observed_at": "2026-08-28T04:09:04.901398+00:00", "source": "github"}, "artifact_type": {"confidence": null, "enriched_at": "2026-08-29T18:17:28.835277+00:00", "kind": "inferred", "prompt_version": 1, "sources": [{"content_hash": "eefc59201c726a731910af8e448d2f7270f069ab28b8324649afcdb3a1408dfe", "fetched_at": "2026-08-28T04:09:04.901398+00:00", "kind": "readme", "missing": false, "url": "https://github.com/wangzhe3224/awesome-systematic-trading"}, {"content_hash": "06600e776ddd251cfb4a2c12e5dfbaf14a44cc10f69b099ec2ae59524cc6456d", "fetched_at": "2026-08-29T08:58:05.805564+00:00", "kind": "homepage", "missing": false, "url": "https://wangzhe3224.github.io/awesome-systematic-trading/"}], "taxonomy_version": 1}, "description": {"kind": "observed", "observed_at": "2026-08-28T04:09:04.901398+00:00", "source": "github"}, "domain": {"confidence": null, "enriched_at": "2026-08-29T18:17:28.835277+00:00", "kind": "inferred", "prompt_version": 1, "sources": [{"content_hash": "eefc59201c726a731910af8e448d2f7270f069ab28b8324649afcdb3a1408dfe", "fetched_at": "2026-08-28T04:09:04.901398+00:00", "kind": "readme", "missing": false, "url": "https://github.com/wangzhe3224/awesome-systematic-trading"}, {"content_hash": "06600e776ddd251cfb4a2c12e5dfbaf14a44cc10f69b099ec2ae59524cc6456d", "fetched_at": "2026-08-29T08:58:05.805564+00:00", "kind": "homepage", "missing": false, "url": "https://wangzhe3224.github.io/awesome-systematic-trading/"}], "taxonomy_version": 1}, "enriched": {"inputs": [], "kind": "computed", "method": "enrichment_status"}, "function": {"confidence": null, "enriched_at": "2026-08-29T18:17:28.835277+00:00", "kind": "inferred", "prompt_version": 1, "sources": [{"content_hash": "eefc59201c726a731910af8e448d2f7270f069ab28b8324649afcdb3a1408dfe", "fetched_at": "2026-08-28T04:09:04.901398+00:00", "kind": "readme", "missing": false, "url": "https://github.com/wangzhe3224/awesome-systematic-trading"}, {"content_hash": "06600e776ddd251cfb4a2c12e5dfbaf14a44cc10f69b099ec2ae59524cc6456d", "fetched_at": "2026-08-29T08:58:05.805564+00:00", "kind": "homepage", "missing": false, "url": "https://wangzhe3224.github.io/awesome-systematic-trading/"}], "taxonomy_version": 1}, "health_score": {"inputs": ["days_since_push", "days_since_release", "archived"], "kind": "computed", "method": "health_v1"}, "homepage": {"kind": "observed", "observed_at": "2026-08-28T04:09:04.901398+00:00", "source": "github"}, "language": {"kind": "observed", "observed_at": "2026-08-28T04:09:04.901398+00:00", "source": "github"}, "license": {"kind": "observed", "observed_at": "2026-08-28T04:09:04.901398+00:00", "source": "github"}, "license_family": {"inputs": ["license"], "kind": "computed", "method": "license_family"}, "maturity": {"confidence": null, "enriched_at": "2026-08-29T18:17:28.835277+00:00", "kind": "inferred", "prompt_version": 1, "sources": [{"content_hash": "eefc59201c726a731910af8e448d2f7270f069ab28b8324649afcdb3a1408dfe", "fetched_at": "2026-08-28T04:09:04.901398+00:00", "kind": "readme", "missing": false, "url": "https://github.com/wangzhe3224/awesome-systematic-trading"}, {"content_hash": "06600e776ddd251cfb4a2c12e5dfbaf14a44cc10f69b099ec2ae59524cc6456d", "fetched_at": "2026-08-29T08:58:05.805564+00:00", "kind": "homepage", "missing": false, "url": "https://wangzhe3224.github.io/awesome-systematic-trading/"}], "taxonomy_version": 1}, "member_repos": {"kind": "observed", "observed_at": "2026-08-28T04:09:04.901398+00:00", "source": "github"}, "name": {"kind": "observed", "observed_at": "2026-08-28T04:09:04.901398+00:00", "source": "github"}, "platform": {"confidence": null, "enriched_at": "2026-08-29T18:17:28.835277+00:00", "kind": "inferred", "prompt_version": 1, "sources": [{"content_hash": "eefc59201c726a731910af8e448d2f7270f069ab28b8324649afcdb3a1408dfe", "fetched_at": "2026-08-28T04:09:04.901398+00:00", "kind": "readme", "missing": false, "url": "https://github.com/wangzhe3224/awesome-systematic-trading"}, {"content_hash": "06600e776ddd251cfb4a2c12e5dfbaf14a44cc10f69b099ec2ae59524cc6456d", "fetched_at": "2026-08-29T08:58:05.805564+00:00", "kind": "homepage", "missing": false, "url": "https://wangzhe3224.github.io/awesome-systematic-trading/"}], "taxonomy_version": 1}, "pushed_at": {"kind": "observed", "observed_at": "2026-08-28T04:09:04.901398+00:00", "source": "github"}, "repo": {"kind": "observed", "observed_at": "2026-08-28T04:09:04.901398+00:00", "source": "github"}, "stars": {"kind": "observed", "observed_at": "2026-08-28T04:09:04.901398+00:00", "source": "github"}, "tags": {"confidence": null, "enriched_at": "2026-08-29T18:17:28.835277+00:00", "kind": "inferred", "prompt_version": 1, "sources": [{"content_hash": "eefc59201c726a731910af8e448d2f7270f069ab28b8324649afcdb3a1408dfe", "fetched_at": "2026-08-28T04:09:04.901398+00:00", "kind": "readme", "missing": false, "url": "https://github.com/wangzhe3224/awesome-systematic-trading"}, {"content_hash": "06600e776ddd251cfb4a2c12e5dfbaf14a44cc10f69b099ec2ae59524cc6456d", "fetched_at": "2026-08-29T08:58:05.805564+00:00", "kind": "homepage", "missing": false, "url": "https://wangzhe3224.github.io/awesome-systematic-trading/"}], "taxonomy_version": 1}, "topics": {"kind": "observed", "observed_at": "2026-08-28T04:09:04.901398+00:00", "source": "github"}, "urls": {"kind": "observed", "observed_at": "2026-08-28T04:09:04.901398+00:00", "source": "github"}, "use_cases": {"confidence": null, "enriched_at": "2026-08-29T18:17:28.835277+00:00", "kind": "inferred", "prompt_version": 1, "sources": [{"content_hash": "eefc59201c726a731910af8e448d2f7270f069ab28b8324649afcdb3a1408dfe", "fetched_at": "2026-08-28T04:09:04.901398+00:00", "kind": "readme", "missing": false, "url": "https://github.com/wangzhe3224/awesome-systematic-trading"}, {"content_hash": "06600e776ddd251cfb4a2c12e5dfbaf14a44cc10f69b099ec2ae59524cc6456d", "fetched_at": "2026-08-29T08:58:05.805564+00:00", "kind": "homepage", "missing": false, "url": "https://wangzhe3224.github.io/awesome-systematic-trading/"}], "taxonomy_version": 1}, "what_it_is": {"confidence": null, "enriched_at": "2026-08-29T18:17:28.835277+00:00", "kind": "inferred", "prompt_version": 1, "sources": [{"content_hash": "eefc59201c726a731910af8e448d2f7270f069ab28b8324649afcdb3a1408dfe", "fetched_at": "2026-08-28T04:09:04.901398+00:00", "kind": "readme", "missing": false, "url": "https://github.com/wangzhe3224/awesome-systematic-trading"}, {"content_hash": "06600e776ddd251cfb4a2c12e5dfbaf14a44cc10f69b099ec2ae59524cc6456d", "fetched_at": "2026-08-29T08:58:05.805564+00:00", "kind": "homepage", "missing": false, "url": "https://wangzhe3224.github.io/awesome-systematic-trading/"}], "taxonomy_version": 1}, "when_to_avoid": {"confidence": null, "enriched_at": "2026-08-29T18:17:28.835277+00:00", "kind": "inferred", "prompt_version": 1, "sources": [{"content_hash": "eefc59201c726a731910af8e448d2f7270f069ab28b8324649afcdb3a1408dfe", "fetched_at": "2026-08-28T04:09:04.901398+00:00", "kind": "readme", "missing": false, "url": "https://github.com/wangzhe3224/awesome-systematic-trading"}, {"content_hash": "06600e776ddd251cfb4a2c12e5dfbaf14a44cc10f69b099ec2ae59524cc6456d", "fetched_at": "2026-08-29T08:58:05.805564+00:00", "kind": "homepage", "missing": false, "url": "https://wangzhe3224.github.io/awesome-systematic-trading/"}], "taxonomy_version": 1}, "when_to_choose": {"confidence": null, "enriched_at": "2026-08-29T18:17:28.835277+00:00", "kind": "inferred", "prompt_version": 1, "sources": [{"content_hash": "eefc59201c726a731910af8e448d2f7270f069ab28b8324649afcdb3a1408dfe", "fetched_at": "2026-08-28T04:09:04.901398+00:00", "kind": "readme", "missing": false, "url": "https://github.com/wangzhe3224/awesome-systematic-trading"}, {"content_hash": "06600e776ddd251cfb4a2c12e5dfbaf14a44cc10f69b099ec2ae59524cc6456d", "fetched_at": "2026-08-29T08:58:05.805564+00:00", "kind": "homepage", "missing": false, "url": "https://wangzhe3224.github.io/awesome-systematic-trading/"}], "taxonomy_version": 1}}, "score": {"components": {"activity": 99, "longevity": 100, "rhythm": 8}, "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": 1726, "days_push": 7, "days_rel": null, "gap_med": null, "n_releases_24m": 0}, "score": 67, "version": 2}, "staleness": {"enrichment_outdated": false, "low_confidence": false, "scrape_days": 9, "stale_scrape": false}}