{
  "project_id": "simonlin1212/TradingAgents-astock",
  "repo": "simonlin1212/TradingAgents-astock",
  "name": "TradingAgents-astock",
  "github_url": "https://github.com/simonlin1212/TradingAgents-astock",
  "homepage_url": "https://arxiv.org/pdf/2412.20138",
  "language": "Python",
  "license": "Apache-2.0",
  "project_kind": "project",
  "category": [
    "agent_framework"
  ],
  "tags": [
    "a-share",
    "ai-agent",
    "china-stocks",
    "claude",
    "fintech",
    "investment-research",
    "langgraph",
    "llm",
    "multi-agent",
    "python",
    "quantitative-finance",
    "trading-agents"
  ],
  "description": "A股多Agent投研框架 — 适配A股数据源(龙虎榜/游资/解禁等)，7位分析师基于A股规则的辩论决策，基于TradingAgents深度改造，适配大A。A-share multi-agent investment research framework — 7 AI analysts, bull/bear debate, risk assessment。",
  "overview": "Use simonlin1212/TradingAgents-astock when the user needs an agent framework project with docker, library-only, local deployment options.",
  "alternatives": [],
  "related": [
    {
      "repo": "omnigent-ai/omnigent",
      "reason": "Related to simonlin1212/TradingAgents-astock through agent framework category and docker deployment."
    },
    {
      "repo": "CopilotKit/CopilotKit",
      "reason": "Related to simonlin1212/TradingAgents-astock through agent framework category and docker deployment."
    },
    {
      "repo": "langchain-ai/langchain",
      "reason": "Related to simonlin1212/TradingAgents-astock through agent framework category and docker deployment."
    },
    {
      "repo": "Significant-Gravitas/AutoGPT",
      "reason": "Related to simonlin1212/TradingAgents-astock through agent framework category and docker deployment."
    },
    {
      "repo": "e2b-dev/E2B",
      "reason": "Related to simonlin1212/TradingAgents-astock through agent framework category and docker deployment."
    },
    {
      "repo": "TauricResearch/TradingAgents",
      "reason": "Related to simonlin1212/TradingAgents-astock through agent framework category and docker deployment."
    },
    {
      "repo": "unslothai/unsloth",
      "reason": "Related to simonlin1212/TradingAgents-astock through agent framework category and docker deployment."
    },
    {
      "repo": "google/adk-python",
      "reason": "Related to simonlin1212/TradingAgents-astock through agent framework category and library_only deployment."
    }
  ],
  "dependencies": [
    "LLM provider"
  ],
  "deployments": [
    "docker",
    "library_only",
    "local",
    "cloud"
  ],
  "difficulty": "beginner",
  "cloudflare_ready": false,
  "use_cases": [
    "build agents with TradingAgents-astock",
    "orchestrate LLM tools",
    "prototype autonomous workflows"
  ],
  "not_good_for": [
    "edge-only Cloudflare Workers deployment without adaptation",
    "users expecting a complete hosted product"
  ],
  "classification": {
    "category": {
      "confidence": "high",
      "evidence": [
        "Matched \"agent\" in metadata.",
        "Matched \"agents\" in metadata."
      ]
    },
    "deployment": {
      "confidence": "high",
      "evidence": [
        "Found Docker configuration file.",
        "Matched \"pip install\" in repository content.",
        "Local usage is assumed for open source repositories unless contradicted."
      ]
    },
    "difficulty": {
      "confidence": "medium",
      "evidence": [
        "Repository has under 10k stars, so complexity is treated conservatively."
      ]
    },
    "cloudflare_ready": {
      "confidence": "high",
      "evidence": [
        "Runtime blocker: python.",
        "No Cloudflare deployment signal detected.",
        "No wrangler.toml found in inspected repository files."
      ]
    }
  },
  "quality_signals": {
    "stars": 2856,
    "recent_commits": 52,
    "contributors": 6,
    "issue_response_time_hours": null,
    "release_frequency_180d": 21
  },
  "quality_signal_confidence": {
    "stars_30d_delta": "estimated",
    "commits_30d": "complete",
    "releases_180d": "complete",
    "contributors_90d": "complete"
  },
  "quality_score": 49,
  "agent_score": 70,
  "score": 89,
  "agent_score_breakdown": {
    "documentation": 90,
    "maintenance": 48,
    "deployment": 90,
    "popularity": 69,
    "community": 51
  },
  "git_top_score": 89,
  "git_top_score_breakdown": {
    "community": 95,
    "maintenance": 65,
    "documentation": 92,
    "stability": 100,
    "adoption": 100,
    "agent_readability": 90
  },
  "summary": {
    "tl_dr": "Use simonlin1212/TradingAgents-astock when the user needs an agent framework project with docker, library-only, local deployment options.",
    "purpose": "Use simonlin1212/TradingAgents-astock when the user needs an agent framework project with docker, library-only, local deployment options.",
    "install": "Run with Docker using the repository's container instructions.",
    "inputs": [
      "task prompt",
      "tools",
      "context",
      "memory/state"
    ],
    "outputs": [
      "agent runs",
      "tool calls",
      "workflow state"
    ],
    "good_for": [
      "build agents with TradingAgents-astock",
      "orchestrate LLM tools",
      "prototype autonomous workflows",
      "stateful agents",
      "tool-using assistants",
      "workflow orchestration"
    ],
    "not_good_for": [
      "edge-only Cloudflare Workers deployment without adaptation",
      "users expecting a complete hosted product",
      "simple prompt-only apps",
      "one-shot chat wrappers"
    ],
    "deployment": [
      "docker",
      "library_only",
      "local",
      "cloud"
    ],
    "alternatives": []
  },
  "evidence": {
    "classification": {
      "category": {
        "confidence": "high",
        "evidence": [
          "Matched \"agent\" in metadata.",
          "Matched \"agents\" in metadata."
        ]
      },
      "deployment": {
        "confidence": "high",
        "evidence": [
          "Found Docker configuration file.",
          "Matched \"pip install\" in repository content.",
          "Local usage is assumed for open source repositories unless contradicted."
        ]
      },
      "difficulty": {
        "confidence": "medium",
        "evidence": [
          "Repository has under 10k stars, so complexity is treated conservatively."
        ]
      },
      "cloudflare_ready": {
        "confidence": "high",
        "evidence": [
          "Runtime blocker: python.",
          "No Cloudflare deployment signal detected.",
          "No wrangler.toml found in inspected repository files."
        ]
      }
    },
    "quality_signal_confidence": {
      "stars_30d_delta": "estimated",
      "commits_30d": "complete",
      "releases_180d": "complete",
      "contributors_90d": "complete"
    },
    "source_fields": [
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      "project.topics",
      "project.language",
      "project.license",
      "agent_card.summary_for_agent",
      "agent_card.use_cases",
      "agent_card.deployment",
      "agent_card.classification",
      "metrics"
    ],
    "caveats": [
      "edge-only Cloudflare Workers deployment without adaptation",
      "users expecting a complete hosted product",
      "Partial or estimated quality signals: stars30dDelta."
    ],
    "confidence_reason": "Classification evidence and quality signals are strong enough for shortlist reasoning when metadata is current.",
    "last_verified_at": "2026-08-16T22:00:16.019Z"
  },
  "caveats": [
    "edge-only Cloudflare Workers deployment without adaptation",
    "users expecting a complete hosted product",
    "Partial or estimated quality signals: stars30dDelta."
  ],
  "confidence_reason": "Classification evidence and quality signals are strong enough for shortlist reasoning when metadata is current.",
  "source_fields": [
    "project.description",
    "project.topics",
    "project.language",
    "project.license",
    "agent_card.summary_for_agent",
    "agent_card.use_cases",
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    "agent_card.classification",
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  "last_verified_at": "2026-08-16T22:00:16.019Z",
  "knowledge": {
    "project": {
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      "owner": "simonlin1212",
      "name": "TradingAgents-astock",
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      "github_url": "https://github.com/simonlin1212/TradingAgents-astock",
      "homepage_url": "https://arxiv.org/pdf/2412.20138",
      "description": "A股多Agent投研框架 — 适配A股数据源(龙虎榜/游资/解禁等)，7位分析师基于A股规则的辩论决策，基于TradingAgents深度改造，适配大A。A-share multi-agent investment research framework — 7 AI analysts, bull/bear debate, risk assessment。",
      "language": "Python",
      "topics": [
        "a-share",
        "ai-agent",
        "china-stocks",
        "claude",
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        "investment-research",
        "langgraph",
        "llm",
        "multi-agent",
        "python",
        "quantitative-finance",
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      "license": "Apache-2.0",
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      "default_branch": "main",
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      "pushed_at": "2026-08-09T03:32:26Z",
      "synced_at": "2026-08-16T22:00:16.019Z"
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        "edge-only Cloudflare Workers deployment without adaptation",
        "users expecting a complete hosted product"
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      "summary_for_agent": "Use simonlin1212/TradingAgents-astock when the user needs an agent framework project with docker, library-only, local deployment options.",
      "classification": {
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          "evidence": [
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            "Found Docker configuration file.",
            "Matched \"pip install\" in repository content.",
            "Local usage is assumed for open source repositories unless contradicted."
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        "difficulty": {
          "confidence": "medium",
          "evidence": [
            "Repository has under 10k stars, so complexity is treated conservatively."
          ]
        },
        "cloudflare_ready": {
          "confidence": "high",
          "evidence": [
            "Runtime blocker: python.",
            "No Cloudflare deployment signal detected.",
            "No wrangler.toml found in inspected repository files."
          ]
        }
      },
      "schema_version": "v1",
      "generated_at": "2026-08-16T22:00:16.019Z"
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      "project_id": "simonlin1212/TradingAgents-astock",
      "stars_30d_delta": 902,
      "commits_30d": 52,
      "releases_180d": 21,
      "contributors_90d": 6,
      "issue_first_response_median_hours": null,
      "recent_push_days": 7,
      "git_score": 49,
      "maintenance_score": 48,
      "signal_confidence": {
        "stars_30d_delta": "estimated",
        "commits_30d": "complete",
        "releases_180d": "complete",
        "contributors_90d": "complete"
      },
      "calculated_at": "2026-08-16T22:00:16.019Z"
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    "requested_id": "simonlin1212/TradingAgents-astock",
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    "resolution": "direct"
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    "generated_at": "2026-08-16T23:17:14.972Z",
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    "latest_synced_at": "2026-08-16T23:00:24.540Z",
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    "loaded_project_limit": 2000,
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}