{
  "schemaVersion": "1.0",
  "item": {
    "slug": "ab-test-framework",
    "name": "AB Test Framework",
    "source": "tencent",
    "type": "skill",
    "category": "开发工具",
    "sourceUrl": "https://clawhub.ai/nidalghETF/ab-test-framework",
    "canonicalUrl": "https://clawhub.ai/nidalghETF/ab-test-framework",
    "targetPlatform": "OpenClaw"
  },
  "install": {
    "downloadMode": "redirect",
    "downloadUrl": "/downloads/ab-test-framework",
    "sourceDownloadUrl": "https://wry-manatee-359.convex.site/api/v1/download?slug=ab-test-framework",
    "sourcePlatform": "tencent",
    "targetPlatform": "OpenClaw",
    "installMethod": "Manual import",
    "extraction": "Extract archive",
    "prerequisites": [
      "OpenClaw"
    ],
    "packageFormat": "ZIP package",
    "includedAssets": [
      "SKILL.md",
      "index.js",
      "package.json",
      "tests/test.js"
    ],
    "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": "ab-test-framework",
      "status": "healthy",
      "reason": "direct_download_ok",
      "recommendedAction": "download",
      "checkedAt": "2026-04-29T01:42:31.369Z",
      "expiresAt": "2026-05-06T01:42:31.369Z",
      "httpStatus": 200,
      "finalUrl": "https://wry-manatee-359.convex.site/api/v1/download?slug=ab-test-framework",
      "contentType": "application/zip",
      "probeMethod": "head",
      "details": {
        "probeUrl": "https://wry-manatee-359.convex.site/api/v1/download?slug=ab-test-framework",
        "contentDisposition": "attachment; filename=\"ab-test-framework-1.0.0.zip\"",
        "redirectLocation": null,
        "bodySnippet": null,
        "slug": "ab-test-framework"
      },
      "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/ab-test-framework"
    },
    "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/ab-test-framework",
    "agentPageUrl": "https://openagent3.xyz/skills/ab-test-framework/agent",
    "manifestUrl": "https://openagent3.xyz/skills/ab-test-framework/agent.json",
    "briefUrl": "https://openagent3.xyz/skills/ab-test-framework/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": "Description",
        "body": "Compare models with A/B testing for selection"
      },
      {
        "title": "Source Reference",
        "body": "This skill is derived from 20. Testing & Quality Assurance of the OpenClaw Agent Mastery Index v4.1.\n\nSub-heading: A/B Testing Frameworks for Model Selection\n\nComplexity: high"
      },
      {
        "title": "Input Parameters",
        "body": "NameTypeRequiredDescriptionmodel_astringYesFirst modelmodel_bstringYesSecond modeltest_promptsarrayYesTest prompts"
      },
      {
        "title": "Output Format",
        "body": "{\n  \"status\": <string>,\n  \"details\": <object>,\n  \"winner\": <string>,\n  \"confidence\": <number>\n}"
      },
      {
        "title": "Example 1: Basic Usage",
        "body": "const result = await openclaw.skill.run('ab-test-framework', {\n  model_a: \"value\",\n  model_b: \"value\",\n  test_prompts: 123\n});"
      },
      {
        "title": "Example 2: With Optional Parameters",
        "body": "const result = await openclaw.skill.run('ab-test-framework', {\n  model_a: \"value\",\n  model_b: \"value\",\n  test_prompts: []\n});"
      },
      {
        "title": "Security Considerations",
        "body": "A/B test security per Category 8; prevent test manipulation"
      },
      {
        "title": "Additional Security Measures",
        "body": "Input Validation: All inputs are validated before processing\nLeast Privilege: Operations run with minimal required permissions\nAudit Logging: All actions are logged for security review\nError Handling: Errors are sanitized before returning to caller"
      },
      {
        "title": "Common Issues",
        "body": "IssueCauseSolutionPermission deniedInsufficient privilegesCheck file/directory permissionsInvalid inputMalformed parametersValidate input formatDependency missingRequired module not installedRun npm install"
      },
      {
        "title": "Debug Mode",
        "body": "Enable debug logging:\n\nopenclaw.logger.setLevel('debug');\nconst result = await openclaw.skill.run('ab-test-framework', { ... });"
      },
      {
        "title": "Related Skills",
        "body": "model-routing-manager\nperformance-benchmarker\n\n@param {string} params.model_a - First model\n@param {string} params.model_b - Second model\n@param {Array} params.test_prompts - Test prompts"
      }
    ],
    "body": "A/B Testing Framework\nDescription\n\nCompare models with A/B testing for selection\n\nSource Reference\n\nThis skill is derived from 20. Testing & Quality Assurance of the OpenClaw Agent Mastery Index v4.1.\n\nSub-heading: A/B Testing Frameworks for Model Selection\n\nComplexity: high\n\nInput Parameters\nName\tType\tRequired\tDescription\nmodel_a\tstring\tYes\tFirst model\nmodel_b\tstring\tYes\tSecond model\ntest_prompts\tarray\tYes\tTest prompts\nOutput Format\n{\n  \"status\": <string>,\n  \"details\": <object>,\n  \"winner\": <string>,\n  \"confidence\": <number>\n}\n\nUsage Examples\nExample 1: Basic Usage\nconst result = await openclaw.skill.run('ab-test-framework', {\n  model_a: \"value\",\n  model_b: \"value\",\n  test_prompts: 123\n});\n\nExample 2: With Optional Parameters\nconst result = await openclaw.skill.run('ab-test-framework', {\n  model_a: \"value\",\n  model_b: \"value\",\n  test_prompts: []\n});\n\nSecurity Considerations\n\nA/B test security per Category 8; prevent test manipulation\n\nAdditional Security Measures\nInput Validation: All inputs are validated before processing\nLeast Privilege: Operations run with minimal required permissions\nAudit Logging: All actions are logged for security review\nError Handling: Errors are sanitized before returning to caller\nTroubleshooting\nCommon Issues\nIssue\tCause\tSolution\nPermission denied\tInsufficient privileges\tCheck file/directory permissions\nInvalid input\tMalformed parameters\tValidate input format\nDependency missing\tRequired module not installed\tRun npm install\nDebug Mode\n\nEnable debug logging:\n\nopenclaw.logger.setLevel('debug');\nconst result = await openclaw.skill.run('ab-test-framework', { ... });\n\nRelated Skills\nmodel-routing-manager\nperformance-benchmarker\n@param {string} params.model_a - First model\n@param {string} params.model_b - Second model\n@param {Array} params.test_prompts - Test prompts"
  },
  "trust": {
    "sourceLabel": "tencent",
    "provenanceUrl": "https://clawhub.ai/nidalghETF/ab-test-framework",
    "publisherUrl": "https://clawhub.ai/nidalghETF/ab-test-framework",
    "owner": "nidalghETF",
    "version": "1.0.0",
    "license": null,
    "verificationStatus": "Indexed source record"
  },
  "links": {
    "detailUrl": "https://openagent3.xyz/skills/ab-test-framework",
    "downloadUrl": "https://openagent3.xyz/downloads/ab-test-framework",
    "agentUrl": "https://openagent3.xyz/skills/ab-test-framework/agent",
    "manifestUrl": "https://openagent3.xyz/skills/ab-test-framework/agent.json",
    "briefUrl": "https://openagent3.xyz/skills/ab-test-framework/agent.md"
  }
}