{"adoption": {"forks": 620, "observed_at": "2026-08-28T04:06:54.915973+00:00", "stars": 2474}, "canonical_url": "https://ross.abutalabs.com/products/a_share_investment_agent", "card": {"archived": false, "artifact_type": "application", "description": null, "domain": ["artificial-intelligence", "large-language-models", "fintech", "data-science"], "enriched": true, "function": ["agent-framework", "llm-inference", "data-science", "caching", "web-scraping", "trading"], "health_score": 71, "homepage": null, "language": "Python", "license": "NOASSERTION", "license_family": "other", "maturity": "active", "member_repos": ["24mlight/A_Share_investment_Agent"], "name": "24mlight/A_Share_investment_Agent", "platform": ["python", "cli", "cross-platform"], "pushed_at": "2026-05-26T14:40:51+00:00", "repo": "24mlight/A_Share_investment_Agent", "stars": 2474, "tags": ["a-share", "stock-analysis", "multi-agent", "investment-research", "akshare", "debate-room", "china-stock-market", "educational", "ai-agents"], "topics": [], "urls": [], "use_cases": ["analyze chinese a-share stocks with ai agents", "multi-agent llm stock market analysis", "simulate bull vs bear investment debate", "fetch and cache akshare market data", "research ai-driven investment decision support", "learn how llm agents can be applied to trading research"], "what_it_is": "A Python-based multi-agent AI investment analysis system for China's A-share market that uses LLMs (Gemini/OpenAI-compatible) with bull/bear researchers and a debate room mechanism to produce market analysis. It is a proof-of-concept for educational and research purposes, not actual trading advice.", "when_to_avoid": ["you need real, actionable trading or investment advice", "you require a production-grade backtesting or live trading system", "you trade markets other than China A-shares"], "when_to_choose": ["you want to experiment with multi-agent LLM workflows on Chinese stock market data", "you need an educational framework combining AkShare data with LLM analysis", "you want a modular agent architecture with debate-based decision making"]}, "data_as_of": "2026-08-30T08:39:29.467469+00:00", "members": [{"path": "/products/a_share_investment_agent", "repo": "24mlight/A_Share_investment_Agent", "role": "main", "score": 59}], "provenance": {"archived": {"kind": "observed", "observed_at": "2026-08-28T04:06:54.915973+00:00", "source": "github"}, "artifact_type": {"confidence": null, "enriched_at": "2026-08-30T02:28:23.814716+00:00", "kind": "inferred", "prompt_version": 1, "sources": [{"content_hash": "3624a59adcc546954dca25d59e6fd41bced94b675cfcb3f3cc79e3b8192170cd", "fetched_at": "2026-08-28T04:06:54.915973+00:00", "kind": "readme", "missing": false, "url": "https://github.com/24mlight/A_Share_investment_Agent"}], "taxonomy_version": 1}, "description": {"kind": "observed", "observed_at": "2026-08-28T04:06:54.915973+00:00", "source": "github"}, "domain": {"confidence": null, "enriched_at": "2026-08-30T02:28:23.814716+00:00", "kind": "inferred", "prompt_version": 1, "sources": [{"content_hash": "3624a59adcc546954dca25d59e6fd41bced94b675cfcb3f3cc79e3b8192170cd", "fetched_at": "2026-08-28T04:06:54.915973+00:00", "kind": "readme", "missing": false, "url": "https://github.com/24mlight/A_Share_investment_Agent"}], "taxonomy_version": 1}, "enriched": {"inputs": [], "kind": "computed", "method": "enrichment_status"}, "function": {"confidence": null, "enriched_at": "2026-08-30T02:28:23.814716+00:00", "kind": "inferred", "prompt_version": 1, "sources": [{"content_hash": "3624a59adcc546954dca25d59e6fd41bced94b675cfcb3f3cc79e3b8192170cd", "fetched_at": "2026-08-28T04:06:54.915973+00:00", "kind": "readme", "missing": false, "url": "https://github.com/24mlight/A_Share_investment_Agent"}], "taxonomy_version": 1}, "health_score": {"inputs": ["days_since_push", "days_since_release", "archived"], "kind": "computed", "method": "health_v1"}, "homepage": {"kind": "observed", "observed_at": "2026-08-28T04:06:54.915973+00:00", "source": "github"}, "language": {"kind": "observed", "observed_at": "2026-08-28T04:06:54.915973+00:00", "source": "github"}, "license": {"kind": "observed", "observed_at": "2026-08-28T04:06:54.915973+00:00", "source": "github"}, "license_family": {"inputs": ["license"], "kind": "computed", "method": "license_family"}, "maturity": {"confidence": null, "enriched_at": "2026-08-30T02:28:23.814716+00:00", "kind": "inferred", "prompt_version": 1, "sources": [{"content_hash": "3624a59adcc546954dca25d59e6fd41bced94b675cfcb3f3cc79e3b8192170cd", "fetched_at": "2026-08-28T04:06:54.915973+00:00", "kind": "readme", "missing": false, "url": "https://github.com/24mlight/A_Share_investment_Agent"}], "taxonomy_version": 1}, "member_repos": {"kind": "observed", "observed_at": "2026-08-28T04:06:54.915973+00:00", "source": "github"}, "name": {"kind": "observed", "observed_at": "2026-08-28T04:06:54.915973+00:00", "source": "github"}, "platform": {"confidence": null, "enriched_at": "2026-08-30T02:28:23.814716+00:00", "kind": "inferred", "prompt_version": 1, "sources": [{"content_hash": "3624a59adcc546954dca25d59e6fd41bced94b675cfcb3f3cc79e3b8192170cd", "fetched_at": "2026-08-28T04:06:54.915973+00:00", "kind": "readme", "missing": false, "url": "https://github.com/24mlight/A_Share_investment_Agent"}], "taxonomy_version": 1}, "pushed_at": {"kind": "observed", "observed_at": "2026-08-28T04:06:54.915973+00:00", "source": "github"}, "repo": {"kind": "observed", "observed_at": "2026-08-28T04:06:54.915973+00:00", "source": "github"}, "stars": {"kind": "observed", "observed_at": "2026-08-28T04:06:54.915973+00:00", "source": "github"}, "tags": {"confidence": null, "enriched_at": "2026-08-30T02:28:23.814716+00:00", "kind": "inferred", "prompt_version": 1, "sources": [{"content_hash": "3624a59adcc546954dca25d59e6fd41bced94b675cfcb3f3cc79e3b8192170cd", "fetched_at": "2026-08-28T04:06:54.915973+00:00", "kind": "readme", "missing": false, "url": "https://github.com/24mlight/A_Share_investment_Agent"}], "taxonomy_version": 1}, "topics": {"kind": "observed", "observed_at": "2026-08-28T04:06:54.915973+00:00", "source": "github"}, "urls": {"kind": "observed", "observed_at": "2026-08-28T04:06:54.915973+00:00", "source": "github"}, "use_cases": {"confidence": null, "enriched_at": "2026-08-30T02:28:23.814716+00:00", "kind": "inferred", "prompt_version": 1, "sources": [{"content_hash": "3624a59adcc546954dca25d59e6fd41bced94b675cfcb3f3cc79e3b8192170cd", "fetched_at": "2026-08-28T04:06:54.915973+00:00", "kind": "readme", "missing": false, "url": "https://github.com/24mlight/A_Share_investment_Agent"}], "taxonomy_version": 1}, "what_it_is": {"confidence": null, "enriched_at": "2026-08-30T02:28:23.814716+00:00", "kind": "inferred", "prompt_version": 1, "sources": [{"content_hash": "3624a59adcc546954dca25d59e6fd41bced94b675cfcb3f3cc79e3b8192170cd", "fetched_at": "2026-08-28T04:06:54.915973+00:00", "kind": "readme", "missing": false, "url": "https://github.com/24mlight/A_Share_investment_Agent"}], "taxonomy_version": 1}, "when_to_avoid": {"confidence": null, "enriched_at": "2026-08-30T02:28:23.814716+00:00", "kind": "inferred", "prompt_version": 1, "sources": [{"content_hash": "3624a59adcc546954dca25d59e6fd41bced94b675cfcb3f3cc79e3b8192170cd", "fetched_at": "2026-08-28T04:06:54.915973+00:00", "kind": "readme", "missing": false, "url": "https://github.com/24mlight/A_Share_investment_Agent"}], "taxonomy_version": 1}, "when_to_choose": {"confidence": null, "enriched_at": "2026-08-30T02:28:23.814716+00:00", "kind": "inferred", "prompt_version": 1, "sources": [{"content_hash": "3624a59adcc546954dca25d59e6fd41bced94b675cfcb3f3cc79e3b8192170cd", "fetched_at": "2026-08-28T04:06:54.915973+00:00", "kind": "readme", "missing": false, "url": "https://github.com/24mlight/A_Share_investment_Agent"}], "taxonomy_version": 1}}, "score": {"components": {"activity": 84, "longevity": 43, "rhythm": 35}, "computed_at": "2026-09-02T17:46:02.011165+00:00", "flags": ["no_releases", "no_license"], "formula": "round(0.45*activity + 0.35*rhythm + 0.20*longevity); archived -> min(score, 10)", "inputs": {"age_days": 603, "days_push": 99, "days_rel": null, "gap_med": null, "n_releases_24m": 0}, "score": 59, "version": 2}, "staleness": {"enrichment_outdated": false, "low_confidence": false, "scrape_days": 9, "stale_scrape": false}}