{
  "schemaVersion": "1.0",
  "item": {
    "slug": "model-selector",
    "name": "Model-Selector",
    "source": "tencent",
    "type": "skill",
    "category": "AI 智能",
    "sourceUrl": "https://clawhub.ai/rayray1218/model-selector",
    "canonicalUrl": "https://clawhub.ai/rayray1218/model-selector",
    "targetPlatform": "OpenClaw"
  },
  "install": {
    "downloadMode": "redirect",
    "downloadUrl": "/downloads/model-selector",
    "sourceDownloadUrl": "https://wry-manatee-359.convex.site/api/v1/download?slug=model-selector",
    "sourcePlatform": "tencent",
    "targetPlatform": "OpenClaw",
    "installMethod": "Manual import",
    "extraction": "Extract archive",
    "prerequisites": [
      "OpenClaw"
    ],
    "packageFormat": "ZIP package",
    "includedAssets": [
      "scripts/model_router.py",
      "scripts/query_history.json",
      "scripts/requirements.txt",
      "scripts/train_router.py",
      "SKILL.md"
    ],
    "primaryDoc": "SKILL.md",
    "quickSetup": [
      "Download the package from Yavira.",
      "Extract the archive and review SKILL.md first.",
      "Import or place the package into your OpenClaw setup."
    ],
    "agentAssist": {
      "summary": "Hand the extracted package to your coding agent with a concrete install brief instead of figuring it out manually.",
      "steps": [
        "Download the package from Yavira.",
        "Extract it into a folder your agent can access.",
        "Paste one of the prompts below and point your agent at the extracted folder."
      ],
      "prompts": [
        {
          "label": "New install",
          "body": "I downloaded a skill package from Yavira. Read SKILL.md from the extracted folder and install it by following the included instructions. Tell me what you changed and call out any manual steps you could not complete."
        },
        {
          "label": "Upgrade existing",
          "body": "I downloaded an updated skill package from Yavira. Read SKILL.md from the extracted folder, compare it with my current installation, and upgrade it while preserving any custom configuration unless the package docs explicitly say otherwise. Summarize what changed and any follow-up checks I should run."
        }
      ]
    },
    "sourceHealth": {
      "source": "tencent",
      "slug": "model-selector",
      "status": "healthy",
      "reason": "direct_download_ok",
      "recommendedAction": "download",
      "checkedAt": "2026-05-02T12:01:54.610Z",
      "expiresAt": "2026-05-09T12:01:54.610Z",
      "httpStatus": 200,
      "finalUrl": "https://wry-manatee-359.convex.site/api/v1/download?slug=model-selector",
      "contentType": "application/zip",
      "probeMethod": "head",
      "details": {
        "probeUrl": "https://wry-manatee-359.convex.site/api/v1/download?slug=model-selector",
        "contentDisposition": "attachment; filename=\"model-selector-1.0.0.zip\"",
        "redirectLocation": null,
        "bodySnippet": null,
        "slug": "model-selector"
      },
      "scope": "item",
      "summary": "Item download looks usable.",
      "detail": "Yavira can redirect you to the upstream package for this item.",
      "primaryActionLabel": "Download for OpenClaw",
      "primaryActionHref": "/downloads/model-selector"
    },
    "validation": {
      "installChecklist": [
        "Use the Yavira download entry.",
        "Review SKILL.md after the package is downloaded.",
        "Confirm the extracted package contains the expected setup assets."
      ],
      "postInstallChecks": [
        "Confirm the extracted package includes the expected docs or setup files.",
        "Validate the skill or prompts are available in your target agent workspace.",
        "Capture any manual follow-up steps the agent could not complete."
      ]
    },
    "downloadPageUrl": "https://openagent3.xyz/downloads/model-selector",
    "agentPageUrl": "https://openagent3.xyz/skills/model-selector/agent",
    "manifestUrl": "https://openagent3.xyz/skills/model-selector/agent.json",
    "briefUrl": "https://openagent3.xyz/skills/model-selector/agent.md"
  },
  "agentAssist": {
    "summary": "Hand the extracted package to your coding agent with a concrete install brief instead of figuring it out manually.",
    "steps": [
      "Download the package from Yavira.",
      "Extract it into a folder your agent can access.",
      "Paste one of the prompts below and point your agent at the extracted folder."
    ],
    "prompts": [
      {
        "label": "New install",
        "body": "I downloaded a skill package from Yavira. Read SKILL.md from the extracted folder and install it by following the included instructions. Tell me what you changed and call out any manual steps you could not complete."
      },
      {
        "label": "Upgrade existing",
        "body": "I downloaded an updated skill package from Yavira. Read SKILL.md from the extracted folder, compare it with my current installation, and upgrade it while preserving any custom configuration unless the package docs explicitly say otherwise. Summarize what changed and any follow-up checks I should run."
      }
    ]
  },
  "documentation": {
    "source": "clawhub",
    "primaryDoc": "SKILL.md",
    "sections": [
      {
        "title": "Semantic Model Orchestrator",
        "body": "This skill provides an intelligent middle layer for AI agents to decide which model tier should handle a specific task. By using semantic analysis, it categorized queries into Elite, Balanced, or Basic levels."
      },
      {
        "title": "Features",
        "body": "Semantic Intent Recognition: Uses vector embeddings to detect query complexity.\nCost-Efficiency Orchestration: Routes queries to Elite, Balanced, or Basic models.\nClawHub Optimized: Default tiers for Claude 3.5 Sonnet, GPT-4o-mini, and DeepSeek.\nRolling Adjustment: Built-in logic to refine intent keywords from user history.\nMulti-Provider Support: Supports OpenAI, Anthropic, Gemini, and DeepSeek."
      },
      {
        "title": "Model Tiers",
        "body": "Elite: anthropic/claude-3-5-sonnet-latest\nBalanced: openai/gpt-4o-mini\nBasic: deepseek/deepseek-chat"
      },
      {
        "title": "Usage",
        "body": "Add this skill to your agent's capability list. The agent will call the get_optimal_model tool before making main LLM calls to optimize performance and budget."
      },
      {
        "title": "Example Tool Call",
        "body": "result = router.analyze_and_route(\"Design a high-scalable microservices architecture for a fintech app.\")\n# Returns: {\"tier\": \"ELITE\", \"suggested_model\": \"anthropic/claude-3-5-sonnet-latest\"}"
      }
    ],
    "body": "Semantic Model Orchestrator\n\nThis skill provides an intelligent middle layer for AI agents to decide which model tier should handle a specific task. By using semantic analysis, it categorized queries into Elite, Balanced, or Basic levels.\n\nFeatures\nSemantic Intent Recognition: Uses vector embeddings to detect query complexity.\nCost-Efficiency Orchestration: Routes queries to Elite, Balanced, or Basic models.\nClawHub Optimized: Default tiers for Claude 3.5 Sonnet, GPT-4o-mini, and DeepSeek.\nRolling Adjustment: Built-in logic to refine intent keywords from user history.\nMulti-Provider Support: Supports OpenAI, Anthropic, Gemini, and DeepSeek.\nModel Tiers\nElite: anthropic/claude-3-5-sonnet-latest\nBalanced: openai/gpt-4o-mini\nBasic: deepseek/deepseek-chat\nUsage\n\nAdd this skill to your agent's capability list. The agent will call the get_optimal_model tool before making main LLM calls to optimize performance and budget.\n\nExample Tool Call\nresult = router.analyze_and_route(\"Design a high-scalable microservices architecture for a fintech app.\")\n# Returns: {\"tier\": \"ELITE\", \"suggested_model\": \"anthropic/claude-3-5-sonnet-latest\"}"
  },
  "trust": {
    "sourceLabel": "tencent",
    "provenanceUrl": "https://clawhub.ai/rayray1218/model-selector",
    "publisherUrl": "https://clawhub.ai/rayray1218/model-selector",
    "owner": "rayray1218",
    "version": "1.0.0",
    "license": null,
    "verificationStatus": "Indexed source record"
  },
  "links": {
    "detailUrl": "https://openagent3.xyz/skills/model-selector",
    "downloadUrl": "https://openagent3.xyz/downloads/model-selector",
    "agentUrl": "https://openagent3.xyz/skills/model-selector/agent",
    "manifestUrl": "https://openagent3.xyz/skills/model-selector/agent.json",
    "briefUrl": "https://openagent3.xyz/skills/model-selector/agent.md"
  }
}