{
  "candidates": [
    {
      "approval_boundary": {
        "approved_for_paid_api_calls": false,
        "approved_for_replay": false,
        "approved_for_sdk_install": false,
        "approved_for_shadow_or_canary": false,
        "approved_for_watch_registry_addition": false
      },
      "archived": false,
      "classification": "needs_manual_research",
      "description": "LLM驱动的 A/H/美股智能分析：多数据源行情 + 实时新闻 + LLM决策仪表盘 + 多渠道推送，零成本定时运行，纯白嫖. LLM-powered stock analysis system for A/H/US markets.",
      "homepage": "https://dsa.zhulinsen.tech",
      "html_url": "https://github.com/ZhuLinsen/daily_stock_analysis",
      "language": "Python",
      "pushed_at": "2026-06-04T01:26:36Z",
      "recommendation": "manual_research_before_watch_registry",
      "recommended_role": "manual_research_required",
      "repository_full_name": "zhulinsen/daily_stock_analysis",
      "required_next_gate": "manual_research_no_registry_change",
      "risk_flags": [
        "requires_dependency_boundary_review"
      ],
      "stargazers_count": 40276,
      "topics": [
        "a-stock",
        "ai-agent",
        "aigc",
        "llm",
        "quant",
        "quantitative-finance",
        "quantitative-trading"
      ],
      "watch_addition_recommended": false
    },
    {
      "approval_boundary": {
        "approved_for_paid_api_calls": false,
        "approved_for_replay": false,
        "approved_for_sdk_install": false,
        "approved_for_shadow_or_canary": false,
        "approved_for_watch_registry_addition": false
      },
      "archived": false,
      "classification": "needs_manual_research",
      "description": "The Frontend Stack for Agents & Generative UI. React + Angular.  Makers of the AG-UI Protocol",
      "homepage": "https://docs.copilotkit.ai",
      "html_url": "https://github.com/CopilotKit/CopilotKit",
      "language": "TypeScript",
      "pushed_at": "2026-06-04T01:22:11Z",
      "recommendation": "manual_research_before_watch_registry",
      "recommended_role": "manual_research_required",
      "repository_full_name": "copilotkit/copilotkit",
      "required_next_gate": "manual_research_no_registry_change",
      "risk_flags": [
        "requires_dependency_boundary_review"
      ],
      "stargazers_count": 31930,
      "topics": [
        "agent",
        "agent-native",
        "agentic-ai",
        "agents",
        "ai",
        "ai-agent",
        "ai-assistant",
        "assistant",
        "assistant-chat-bots",
        "copilot",
        "copilot-chat",
        "generative-ui",
        "js",
        "llm",
        "nextjs",
        "open-source",
        "react",
        "reactjs",
        "ts",
        "typescript"
      ],
      "watch_addition_recommended": false
    },
    {
      "approval_boundary": {
        "approved_for_paid_api_calls": false,
        "approved_for_replay": false,
        "approved_for_sdk_install": false,
        "approved_for_shadow_or_canary": false,
        "approved_for_watch_registry_addition": false
      },
      "archived": false,
      "classification": "agent_operator_console_candidate",
      "description": "Web dashboard for Hermes Agent — multi-platform AI chat, session management, scheduled jobs, usage analytics ",
      "homepage": "https://hermes-studio.ai",
      "html_url": "https://github.com/EKKOLearnAI/hermes-web-ui",
      "language": "TypeScript",
      "pushed_at": "2026-06-04T01:23:50Z",
      "recommendation": "watch_only_product_surface_signal",
      "recommended_role": "operator_console_or_agent_ui_candidate",
      "repository_full_name": "ekkolearnai/hermes-web-ui",
      "required_next_gate": "operator_confirms_product_surface_relevance_before_watch_only_entry",
      "risk_flags": [
        "requires_dependency_boundary_review"
      ],
      "stargazers_count": 7180,
      "topics": [
        "agent",
        "ai-agent",
        "chat-ui",
        "dashboard",
        "hermes",
        "hermes-agent",
        "hermes-web-ui",
        "llm",
        "multi-model",
        "multi-platform",
        "self-hosted",
        "typescript",
        "vue3",
        "web-ui"
      ],
      "watch_addition_recommended": false
    },
    {
      "approval_boundary": {
        "approved_for_paid_api_calls": false,
        "approved_for_replay": false,
        "approved_for_sdk_install": false,
        "approved_for_shadow_or_canary": false,
        "approved_for_watch_registry_addition": false
      },
      "archived": false,
      "classification": "needs_manual_research",
      "description": null,
      "homepage": null,
      "html_url": "https://github.com/neomjs/neo",
      "language": null,
      "pushed_at": null,
      "recommendation": "manual_research_before_watch_registry",
      "recommended_role": "manual_research_required",
      "repository_full_name": "neomjs/neo",
      "required_next_gate": "manual_research_no_registry_change",
      "risk_flags": [
        "requires_dependency_boundary_review"
      ],
      "stargazers_count": 3195,
      "topics": [],
      "watch_addition_recommended": false
    }
  ],
  "generated_at": "2026-06-04T01:26:58.372491+00:00",
  "inputs": {
    "discovery_review_generated_at": "2026-06-04T01:26:40.344391+00:00",
    "metadata_source": "github_repository_api_summary"
  },
  "policy": {
    "auto_watch_registry_addition_approved": false,
    "paid_api_calls_approved": false,
    "production_changes_approved": false,
    "raw_external_pages_committed": false,
    "replacement_decision_allowed": false,
    "sdk_installation_approved": false,
    "shadow_or_canary_approved": false
  },
  "schema_version": "agent_market_discovery_classification_v1",
  "summary": {
    "classification_counts": {
      "agent_operator_console_candidate": 1,
      "needs_manual_research": 3
    },
    "classified_repositories": 4,
    "production_changes_approved": 0,
    "recommendation_counts": {
      "manual_research_before_watch_registry": 3,
      "watch_only_product_surface_signal": 1
    },
    "recommended_watch_additions": 0,
    "shadow_or_canary_approved": 0,
    "watch_only_or_defer": 4
  }
}
