{
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  "name": "loushang",
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  "language": "Python",
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    "agent",
    "agent-harness",
    "agentic",
    "ai",
    "chatgpt",
    "claude",
    "claude-code",
    "codex",
    "coding",
    "deepseek",
    "dynamic-workflows",
    "glm",
    "harness",
    "kimi",
    "minimax",
    "parallel-agents",
    "python",
    "skills",
    "vibe-coding",
    "workflow"
  ],
  "description": "AI-native agent harness for coding workflows by python: multi-model LLM orchestration, stateful sessions, tool governance,   traceable delivery, and provider routing for GPT, Claude, DeepSeek, Qwen, Kimi, GLM, and MiniMax.",
  "overview": "Use zhnt/loushang when the user needs a workflow automation project with library-only, local, cloud deployment options.",
  "alternatives": [],
  "related": [
    {
      "repo": "agent-sh/agentsys",
      "reason": "Related to zhnt/loushang through workflow automation category and library_only deployment."
    },
    {
      "repo": "hexabot-ai/Hexabot",
      "reason": "Related to zhnt/loushang through workflow automation category and library_only deployment."
    },
    {
      "repo": "langgenius/dify",
      "reason": "Related to zhnt/loushang through workflow automation category and local deployment."
    },
    {
      "repo": "Dong90/oh-my-taiyiforge",
      "reason": "Related to zhnt/loushang through workflow automation category and library_only deployment."
    },
    {
      "repo": "openai/openai-agents-python",
      "reason": "Related to zhnt/loushang through workflow automation category and library_only deployment."
    },
    {
      "repo": "microsoft/agent-framework",
      "reason": "Related to zhnt/loushang through workflow automation category and library_only deployment."
    },
    {
      "repo": "Skyvern-AI/skyvern",
      "reason": "Related to zhnt/loushang through workflow automation category and library_only deployment."
    },
    {
      "repo": "foryourhealth111-pixel/Vibe-Skills",
      "reason": "Related to zhnt/loushang through workflow automation category and library_only deployment."
    }
  ],
  "dependencies": [
    "LLM provider"
  ],
  "deployments": [
    "library_only",
    "local",
    "cloud"
  ],
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  "use_cases": [
    "orchestrate AI workflows",
    "connect tools and services",
    "automate repeated tasks"
  ],
  "not_good_for": [
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    "users expecting a complete hosted product"
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      "confidence": "high",
      "evidence": [
        "Matched \"workflow\" in metadata.",
        "Matched \"orchestration\" in metadata."
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    "deployment": {
      "confidence": "high",
      "evidence": [
        "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."
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    "recent_commits": 100,
    "contributors": 2,
    "issue_response_time_hours": null,
    "release_frequency_180d": 0
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    "stars_30d_delta": "estimated",
    "commits_30d": "partial",
    "releases_180d": "complete",
    "contributors_90d": "complete"
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  "agent_score": 62,
  "score": 74,
  "agent_score_breakdown": {
    "documentation": 90,
    "maintenance": 32,
    "deployment": 80,
    "popularity": 59,
    "community": 47
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  "git_top_score_breakdown": {
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    "maintenance": 42,
    "documentation": 84,
    "stability": 70,
    "adoption": 88,
    "agent_readability": 90
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  "summary": {
    "tl_dr": "Use zhnt/loushang when the user needs a workflow automation project with library-only, local, cloud deployment options.",
    "purpose": "Use zhnt/loushang when the user needs a workflow automation project with library-only, local, cloud deployment options.",
    "install": "Install as a library or package using the repository instructions.",
    "inputs": [
      "triggers",
      "jobs",
      "state"
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      "automation runs",
      "orchestrated steps",
      "workflow events"
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    "good_for": [
      "orchestrate AI workflows",
      "connect tools and services",
      "automate repeated tasks",
      "scheduled jobs",
      "durable workflows",
      "service orchestration"
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    "not_good_for": [
      "edge-only Cloudflare Workers deployment without adaptation",
      "users expecting a complete hosted product",
      "single-step utilities",
      "stateless examples"
    ],
    "deployment": [
      "library_only",
      "local",
      "cloud"
    ],
    "alternatives": []
  },
  "evidence": {
    "classification": {
      "category": {
        "confidence": "high",
        "evidence": [
          "Matched \"workflow\" in metadata.",
          "Matched \"orchestration\" in metadata."
        ]
      },
      "deployment": {
        "confidence": "high",
        "evidence": [
          "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."
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      },
      "cloudflare_ready": {
        "confidence": "high",
        "evidence": [
          "Runtime blocker: python.",
          "No Cloudflare deployment signal detected.",
          "No wrangler.toml found in inspected repository files."
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    "quality_signal_confidence": {
      "stars_30d_delta": "estimated",
      "commits_30d": "partial",
      "releases_180d": "complete",
      "contributors_90d": "complete"
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      "project.license",
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      "agent_card.classification",
      "metrics"
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    "caveats": [
      "edge-only Cloudflare Workers deployment without adaptation",
      "users expecting a complete hosted product",
      "Partial or estimated quality signals: stars30dDelta, commits30d."
    ],
    "confidence_reason": "Evidence is usable for comparison, but agents should cite caveats before making a strong recommendation.",
    "last_verified_at": "2026-08-01T06:00:10.597Z"
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  "caveats": [
    "edge-only Cloudflare Workers deployment without adaptation",
    "users expecting a complete hosted product",
    "Partial or estimated quality signals: stars30dDelta, commits30d."
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  "confidence_reason": "Evidence is usable for comparison, but agents should cite caveats before making a strong recommendation.",
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            "Runtime blocker: python.",
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