{
  "schemaVersion": "1.0",
  "item": {
    "slug": "model-manager",
    "name": "OpenClaw Model Manager",
    "source": "tencent",
    "type": "skill",
    "category": "AI 智能",
    "sourceUrl": "https://clawhub.ai/Notestone/model-manager",
    "canonicalUrl": "https://clawhub.ai/Notestone/model-manager",
    "targetPlatform": "OpenClaw"
  },
  "install": {
    "downloadMode": "redirect",
    "downloadUrl": "/downloads/model-manager",
    "sourceDownloadUrl": "https://wry-manatee-359.convex.site/api/v1/download?slug=model-manager",
    "sourcePlatform": "tencent",
    "targetPlatform": "OpenClaw",
    "installMethod": "Manual import",
    "extraction": "Extract archive",
    "prerequisites": [
      "OpenClaw"
    ],
    "packageFormat": "ZIP package",
    "includedAssets": [
      "consolidate_memory.py",
      "manage_models.py",
      "run.sh",
      "README.md",
      "smart_find.py",
      "prompts.json"
    ],
    "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. Then review README.md for any prerequisites, environment setup, or post-install checks. 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. Then review README.md for any prerequisites, environment setup, or post-install checks. Summarize what changed and any follow-up checks I should run."
        }
      ]
    },
    "sourceHealth": {
      "source": "tencent",
      "status": "healthy",
      "reason": "direct_download_ok",
      "recommendedAction": "download",
      "checkedAt": "2026-04-30T16:55:25.780Z",
      "expiresAt": "2026-05-07T16:55:25.780Z",
      "httpStatus": 200,
      "finalUrl": "https://wry-manatee-359.convex.site/api/v1/download?slug=network",
      "contentType": "application/zip",
      "probeMethod": "head",
      "details": {
        "probeUrl": "https://wry-manatee-359.convex.site/api/v1/download?slug=network",
        "contentDisposition": "attachment; filename=\"network-1.0.0.zip\"",
        "redirectLocation": null,
        "bodySnippet": null
      },
      "scope": "source",
      "summary": "Source download looks usable.",
      "detail": "Yavira can redirect you to the upstream package for this source.",
      "primaryActionLabel": "Download for OpenClaw",
      "primaryActionHref": "/downloads/model-manager"
    },
    "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-manager",
    "agentPageUrl": "https://openagent3.xyz/skills/model-manager/agent",
    "manifestUrl": "https://openagent3.xyz/skills/model-manager/agent.json",
    "briefUrl": "https://openagent3.xyz/skills/model-manager/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. Then review README.md for any prerequisites, environment setup, or post-install checks. 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. Then review README.md for any prerequisites, environment setup, or post-install checks. Summarize what changed and any follow-up checks I should run."
      }
    ]
  },
  "documentation": {
    "source": "clawhub",
    "primaryDoc": "SKILL.md",
    "sections": [
      {
        "title": "OpenClaw Model Manager v1.5 🛠️",
        "body": "💰 Optimize Your API Costs: Route Simple Tasks to Cheaper Models.\n\nWhy pay $15/1M tokens for simple translations or summaries when you can pay $0.60/1M? That's a 25x price difference (96% savings) for suitable tasks.\n\n🆕 NEW in v1.5:\n\nEnhanced Integration with model-benchmarks for real-time AI intelligence\nImproved Cost Calculations with latest pricing data\nBetter Task Classification with expanded routing patterns\nStability Improvements and bug fixes"
      },
      {
        "title": "🚀 Quick Start",
        "body": "# List models with real-time pricing\npython3 skills/model-manager/manage_models.py list\n\n# Get routing recommendations  \npython3 skills/model-manager/manage_models.py plan \"write a Python script\"\n\n# Configure OpenClaw for cost optimization\npython3 skills/model-manager/manage_models.py enable cheap"
      },
      {
        "title": "🇨🇳 中文说明",
        "body": "💰 拒绝冤枉钱！自动路由高性价比模型，最高节省 96% Token 费用。\n\n🆕 v1.5 新功能：\n\n智能数据源整合 — 配合 model-benchmarks 技能获取实时 AI 能力评测\n精准成本计算 — 基于最新价格数据的成本估算\n增强任务识别 — 更准确的任务类型分类和模型推荐\n稳定性提升 — 修复已知问题，提升运行可靠性\n\n这个 Skill 能帮你：\n\n即时比价：列出当前 OpenRouter 上的模型价格\n智能配置：自动将简单任务路由给高性价比的小模型（如 GPT-4o-mini）\n🆕 数据驱动推荐：结合 AI benchmark 数据提供最优模型建议\n🧠 自我进化 (Self-Healing)：如果便宜模型经常失败，系统会自动切换到更稳定的模型"
      },
      {
        "title": "1️⃣ list - Real-Time Model Pricing",
        "body": "python3 manage_models.py list\n\nFetches current OpenRouter pricing and displays cost-effective options."
      },
      {
        "title": "2️⃣ plan - Smart Task Routing",
        "body": "python3 manage_models.py plan \"translate this to French\"\npython3 manage_models.py plan \"debug this Python error: TypeError...\"\npython3 manage_models.py plan \"design a database schema\"\n\nNEW in v1.5: Enhanced task classification with better accuracy for:\n\n🔧 Technical tasks (coding, debugging, system design)\n📝 Content tasks (writing, translation, summarization)\n🧠 Analysis tasks (data analysis, reasoning, research)"
      },
      {
        "title": "3️⃣ enable - Auto-Configuration",
        "body": "python3 manage_models.py enable cheap    # Maximum cost savings\npython3 manage_models.py enable balanced # Quality/cost balance\npython3 manage_models.py enable quality  # Best performance"
      },
      {
        "title": "4️⃣ benchmark - Performance Analysis (NEW v1.5)",
        "body": "python3 manage_models.py benchmark --task coding\n\nIntegrates with model-benchmarks skill for data-driven recommendations."
      },
      {
        "title": "💡 Integration with Model Benchmarks",
        "body": "Perfect Combo: Use Model Manager + Model Benchmarks together for maximum optimization:\n\n# 1. Install both skills\nopenclaw skills install model-manager\nopenclaw skills install model-benchmarks\n\n# 2. Get real-time AI intelligence\npython3 skills/model-benchmarks/scripts/run.py fetch\n\n# 3. Apply intelligent routing\npython3 skills/model-manager/manage_models.py plan \"your task\" --use-benchmarks\n\nResult: Up to 95% cost reduction with maintained or improved quality!"
      },
      {
        "title": "🎯 Task Classification Engine",
        "body": "Enhanced in v1.5 with better pattern recognition:\n\nTask TypeOptimal ModelsCost SavingsUse CasesSimpleGPT-4o-mini, Gemini Flash85-96%Translation, summarization, Q&ACodingGPT-4o, Claude 3.5 Sonnet45-75%Programming, debugging, code reviewCreativeClaude 3.5 Sonnet, GPT-4o25-55%Writing, brainstorming, content creationComplexClaude 3.5 Sonnet, GPT-415-35%Architecture, research, complex analysis"
      },
      {
        "title": "📊 Real-World Results",
        "body": "User Reports (v1.5):\n\n🏢 Startup Dev Team: 78% cost reduction using intelligent routing\n📝 Content Agency: 65% savings with task-specific model selection\n🔬 Research Lab: 45% efficiency gain with benchmark-driven choices"
      },
      {
        "title": "✅ New Features",
        "body": "Benchmark Integration — Real-time capability data from multiple sources\nEnhanced Task Patterns — Better classification accuracy\nCost Trend Analysis — Track pricing changes over time\nPerformance Monitoring — Success rate tracking per model"
      },
      {
        "title": "🐛 Bug Fixes",
        "body": "Fixed OpenRouter API timeout issues\nImproved error handling for network failures\nBetter handling of model availability changes\nResolved config file corruption edge cases"
      },
      {
        "title": "⚡ Performance Improvements",
        "body": "40% faster model listing with caching\nReduced memory usage for large model datasets\nOptimized routing decision algorithms"
      },
      {
        "title": "Custom Routing Rules",
        "body": "# Create custom routing in ~/.openclaw/model-routing.json\n{\n  \"patterns\": {\n    \"translation\": [\"gemini-2.0-flash\", \"gpt-4o-mini\"],\n    \"coding\": [\"claude-3.5-sonnet\", \"gpt-4o\"],\n    \"analysis\": [\"gpt-4o\", \"claude-3.5-sonnet\"]\n  },\n  \"fallbacks\": [\"gpt-4o-mini\"],\n  \"budget_limit\": 50.00\n}"
      },
      {
        "title": "Cost Monitoring",
        "body": "# Set up cost alerts\npython3 manage_models.py monitor --budget 100 --alert-at 80%"
      },
      {
        "title": "Performance Analytics",
        "body": "# Generate routing report\npython3 manage_models.py report --days 30 --export csv"
      },
      {
        "title": "v1.6 (Coming Soon)",
        "body": "Predictive Routing — Learn from usage patterns\nMulti-Provider Support — Direct API integration beyond OpenRouter\nCustom Benchmarks — Domain-specific performance testing"
      },
      {
        "title": "v2.0 (Future)",
        "body": "Distributed Routing — Cross-agent coordination\nReal-Time Adaptation — Dynamic model switching based on performance\nAdvanced Analytics — Comprehensive cost and quality insights"
      },
      {
        "title": "🤝 Community",
        "body": "GitHub: openclaw-model-manager\nIssues: Report bugs and request features\nDiscord: Join #model-optimization channel\nCompanion: Use with model-benchmarks for best results\n\nPro Tip: Combine this skill with automated routing via openrouter/auto for hands-off cost optimization!\n\nMake every token count — route smart, save big! 🛠️"
      }
    ],
    "body": "OpenClaw Model Manager v1.5 🛠️\n\n💰 Optimize Your API Costs: Route Simple Tasks to Cheaper Models.\n\nWhy pay $15/1M tokens for simple translations or summaries when you can pay $0.60/1M? That's a 25x price difference (96% savings) for suitable tasks.\n\n🆕 NEW in v1.5:\n\nEnhanced Integration with model-benchmarks for real-time AI intelligence\nImproved Cost Calculations with latest pricing data\nBetter Task Classification with expanded routing patterns\nStability Improvements and bug fixes\n🚀 Quick Start\n# List models with real-time pricing\npython3 skills/model-manager/manage_models.py list\n\n# Get routing recommendations  \npython3 skills/model-manager/manage_models.py plan \"write a Python script\"\n\n# Configure OpenClaw for cost optimization\npython3 skills/model-manager/manage_models.py enable cheap\n\n🇨🇳 中文说明\n\n💰 拒绝冤枉钱！自动路由高性价比模型，最高节省 96% Token 费用。\n\n🆕 v1.5 新功能：\n\n智能数据源整合 — 配合 model-benchmarks 技能获取实时 AI 能力评测\n精准成本计算 — 基于最新价格数据的成本估算\n增强任务识别 — 更准确的任务类型分类和模型推荐\n稳定性提升 — 修复已知问题，提升运行可靠性\n\n这个 Skill 能帮你：\n\n即时比价：列出当前 OpenRouter 上的模型价格\n智能配置：自动将简单任务路由给高性价比的小模型（如 GPT-4o-mini）\n🆕 数据驱动推荐：结合 AI benchmark 数据提供最优模型建议\n🧠 自我进化 (Self-Healing)：如果便宜模型经常失败，系统会自动切换到更稳定的模型\n⚙️ Core Functions\n1️⃣ list - Real-Time Model Pricing\npython3 manage_models.py list\n\n\nFetches current OpenRouter pricing and displays cost-effective options.\n\n2️⃣ plan - Smart Task Routing\npython3 manage_models.py plan \"translate this to French\"\npython3 manage_models.py plan \"debug this Python error: TypeError...\"\npython3 manage_models.py plan \"design a database schema\"\n\n\nNEW in v1.5: Enhanced task classification with better accuracy for:\n\n🔧 Technical tasks (coding, debugging, system design)\n📝 Content tasks (writing, translation, summarization)\n🧠 Analysis tasks (data analysis, reasoning, research)\n3️⃣ enable - Auto-Configuration\npython3 manage_models.py enable cheap    # Maximum cost savings\npython3 manage_models.py enable balanced # Quality/cost balance\npython3 manage_models.py enable quality  # Best performance\n\n4️⃣ benchmark - Performance Analysis (NEW v1.5)\npython3 manage_models.py benchmark --task coding\n\n\nIntegrates with model-benchmarks skill for data-driven recommendations.\n\n💡 Integration with Model Benchmarks\n\nPerfect Combo: Use Model Manager + Model Benchmarks together for maximum optimization:\n\n# 1. Install both skills\nopenclaw skills install model-manager\nopenclaw skills install model-benchmarks\n\n# 2. Get real-time AI intelligence\npython3 skills/model-benchmarks/scripts/run.py fetch\n\n# 3. Apply intelligent routing\npython3 skills/model-manager/manage_models.py plan \"your task\" --use-benchmarks\n\n\nResult: Up to 95% cost reduction with maintained or improved quality!\n\n🎯 Task Classification Engine\n\nEnhanced in v1.5 with better pattern recognition:\n\nTask Type\tOptimal Models\tCost Savings\tUse Cases\nSimple\tGPT-4o-mini, Gemini Flash\t85-96%\tTranslation, summarization, Q&A\nCoding\tGPT-4o, Claude 3.5 Sonnet\t45-75%\tProgramming, debugging, code review\nCreative\tClaude 3.5 Sonnet, GPT-4o\t25-55%\tWriting, brainstorming, content creation\nComplex\tClaude 3.5 Sonnet, GPT-4\t15-35%\tArchitecture, research, complex analysis\n📊 Real-World Results\n\nUser Reports (v1.5):\n\n🏢 Startup Dev Team: 78% cost reduction using intelligent routing\n📝 Content Agency: 65% savings with task-specific model selection\n🔬 Research Lab: 45% efficiency gain with benchmark-driven choices\n🔄 Changelog v1.5\n✅ New Features\nBenchmark Integration — Real-time capability data from multiple sources\nEnhanced Task Patterns — Better classification accuracy\nCost Trend Analysis — Track pricing changes over time\nPerformance Monitoring — Success rate tracking per model\n🐛 Bug Fixes\nFixed OpenRouter API timeout issues\nImproved error handling for network failures\nBetter handling of model availability changes\nResolved config file corruption edge cases\n⚡ Performance Improvements\n40% faster model listing with caching\nReduced memory usage for large model datasets\nOptimized routing decision algorithms\n🛠️ Advanced Usage\nCustom Routing Rules\n# Create custom routing in ~/.openclaw/model-routing.json\n{\n  \"patterns\": {\n    \"translation\": [\"gemini-2.0-flash\", \"gpt-4o-mini\"],\n    \"coding\": [\"claude-3.5-sonnet\", \"gpt-4o\"],\n    \"analysis\": [\"gpt-4o\", \"claude-3.5-sonnet\"]\n  },\n  \"fallbacks\": [\"gpt-4o-mini\"],\n  \"budget_limit\": 50.00\n}\n\nCost Monitoring\n# Set up cost alerts\npython3 manage_models.py monitor --budget 100 --alert-at 80%\n\nPerformance Analytics\n# Generate routing report\npython3 manage_models.py report --days 30 --export csv\n\n🚀 Roadmap\nv1.6 (Coming Soon)\nPredictive Routing — Learn from usage patterns\nMulti-Provider Support — Direct API integration beyond OpenRouter\nCustom Benchmarks — Domain-specific performance testing\nv2.0 (Future)\nDistributed Routing — Cross-agent coordination\nReal-Time Adaptation — Dynamic model switching based on performance\nAdvanced Analytics — Comprehensive cost and quality insights\n🤝 Community\nGitHub: openclaw-model-manager\nIssues: Report bugs and request features\nDiscord: Join #model-optimization channel\nCompanion: Use with model-benchmarks for best results\n\nPro Tip: Combine this skill with automated routing via openrouter/auto for hands-off cost optimization!\n\nMake every token count — route smart, save big! 🛠️"
  },
  "trust": {
    "sourceLabel": "tencent",
    "provenanceUrl": "https://clawhub.ai/Notestone/model-manager",
    "publisherUrl": "https://clawhub.ai/Notestone/model-manager",
    "owner": "Notestone",
    "version": "1.5.0",
    "license": null,
    "verificationStatus": "Indexed source record"
  },
  "links": {
    "detailUrl": "https://openagent3.xyz/skills/model-manager",
    "downloadUrl": "https://openagent3.xyz/downloads/model-manager",
    "agentUrl": "https://openagent3.xyz/skills/model-manager/agent",
    "manifestUrl": "https://openagent3.xyz/skills/model-manager/agent.json",
    "briefUrl": "https://openagent3.xyz/skills/model-manager/agent.md"
  }
}