{
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  "item": {
    "slug": "business-intelligence",
    "name": "Business Intelligence",
    "source": "tencent",
    "type": "skill",
    "category": "数据分析",
    "sourceUrl": "https://clawhub.ai/ivangdavila/business-intelligence",
    "canonicalUrl": "https://clawhub.ai/ivangdavila/business-intelligence",
    "targetPlatform": "OpenClaw"
  },
  "install": {
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    "sourceDownloadUrl": "https://wry-manatee-359.convex.site/api/v1/download?slug=business-intelligence",
    "sourcePlatform": "tencent",
    "targetPlatform": "OpenClaw",
    "installMethod": "Manual import",
    "extraction": "Extract archive",
    "prerequisites": [
      "OpenClaw"
    ],
    "packageFormat": "ZIP package",
    "includedAssets": [
      "SKILL.md",
      "dashboard-specs.md",
      "data-contracts.md",
      "decision-cadence.md",
      "insight-briefs.md",
      "kpi-dictionary.md"
    ],
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    "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."
        }
      ]
    },
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      "source": "tencent",
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      "reason": "direct_download_ok",
      "recommendedAction": "download",
      "checkedAt": "2026-04-23T16:43:11.935Z",
      "expiresAt": "2026-04-30T16:43:11.935Z",
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        "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/business-intelligence"
    },
    "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/business-intelligence",
    "agentPageUrl": "https://openagent3.xyz/skills/business-intelligence/agent",
    "manifestUrl": "https://openagent3.xyz/skills/business-intelligence/agent.json",
    "briefUrl": "https://openagent3.xyz/skills/business-intelligence/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": "Setup",
        "body": "On first use, read setup.md for integration behavior and memory initialization."
      },
      {
        "title": "When to Use",
        "body": "Use this skill when the user needs to build or improve business intelligence systems: KPI definitions, metric architecture, dashboard planning, executive reporting, and decision review loops.\n\nThis skill is optimized for operators, founders, product leaders, finance leaders, and analysts who need clear answers to \"what changed, why it changed, and what to do next\"."
      },
      {
        "title": "Architecture",
        "body": "Working memory lives in ~/business-intelligence/. See memory-template.md for base structure and status behavior.\n\n~/business-intelligence/\n├── memory.md                # HOT: goals, KPI ownership, active decisions\n├── metric-tree/             # WARM: objective -> driver -> metric maps\n├── kpi-contracts/           # WARM: metric definitions and formula versions\n├── dashboard-specs/         # WARM: visualization and drill-down specifications\n├── insight-briefs/          # WARM: weekly and monthly decision briefs\n├── operating-cadence/       # WARM: review rituals and escalation rules\n└── archive/                 # COLD: retired KPIs and past planning cycles"
      },
      {
        "title": "Quick Reference",
        "body": "Load only the file needed for the current task to keep context focused.\n\nTopicFileSetup and integrationsetup.mdMemory schemamemory-template.mdObjective and metric tree designmetric-tree.mdKPI definition contractskpi-dictionary.mdDashboard and drill-down designdashboard-specs.mdDecision brief templatesinsight-briefs.mdReview rituals and escalation rulesdecision-cadence.mdSource quality and data contractsdata-contracts.md"
      },
      {
        "title": "1. Start from Decision Questions, Not Charts",
        "body": "Every BI request must begin with one decision question and one owner.\n\nIf there is no decision owner, the output is reporting noise and should be reframed before building metrics."
      },
      {
        "title": "2. Build a Metric Tree Before Dashboard Design",
        "body": "Map each business objective to drivers, then drivers to measurable KPIs.\n\nDo not build dashboards first. Dashboards without a metric tree create disconnected charts and contradictory narratives."
      },
      {
        "title": "3. Enforce KPI Contracts",
        "body": "Each KPI needs a written contract: definition, formula, grain, source, refresh cadence, owner, and valid interpretation window.\n\nNever compare KPI values across periods if formula version or source logic changed without annotation."
      },
      {
        "title": "4. Separate Leading and Lagging Indicators",
        "body": "For every lagging KPI, define at least one leading indicator that signals future movement.\n\nIf the system only tracks lagging outcomes, intervention happens too late."
      },
      {
        "title": "5. Brief Insights in Decision Format",
        "body": "Every insight output must include:\n\nWhat changed\nWhy it changed\nConfidence level\nRecommended action\nAction owner and due date\n\nA BI summary without an action owner is incomplete."
      },
      {
        "title": "6. Standardize Dashboard Specs Across Teams",
        "body": "Use consistent metric naming, time windows, segment logic, color semantics, and drill-down paths.\n\nInconsistent dashboard specs make cross-team comparisons invalid."
      },
      {
        "title": "7. Run a Fixed Operating Cadence",
        "body": "Define daily, weekly, monthly, and quarterly BI rituals with clear participants and escalation triggers.\n\nWithout a fixed cadence, KPI review becomes reactive and decision quality degrades."
      },
      {
        "title": "Business Intelligence Traps",
        "body": "Starting with visualization tooling before KPI contracts -> expensive dashboards with weak decisions.\nTracking too many KPIs per objective -> teams lose focus on actual drivers.\nBlending forecast assumptions with actuals in one number -> executives make false confidence calls.\nChanging formulas without version notes -> historical trend comparisons become invalid.\nReporting movement without attribution depth -> teams cannot identify correct interventions.\nSending BI updates without action owners -> insights do not convert into execution."
      },
      {
        "title": "External Endpoints",
        "body": "This skill makes NO external network requests.\n\nEndpointData SentPurposeNoneNoneN/A\n\nNo data is sent externally."
      },
      {
        "title": "Security & Privacy",
        "body": "Data that leaves your machine:\n\nNothing by default.\n\nData that stays local:\n\nBI context, KPI contracts, and reporting notes under ~/business-intelligence/.\nDecision cadence and retrospective notes stored locally when memory is enabled.\n\nThis skill does NOT:\n\nAccess files outside ~/business-intelligence/ for memory storage.\nTransmit metrics or business data to third-party APIs by default.\nCreate background automations without explicit user confirmation.\nModify its own skill definition files."
      },
      {
        "title": "Related Skills",
        "body": "Install with clawhub install <slug> if user confirms:\n\nanalytics - analysis workflows for interpreting performance patterns.\ndata-analysis - analysis workflows for modeling trends, segments, and causal signals.\ndashboard - dashboard implementation for KPI visualization layers.\nstrategy - strategic planning frameworks tied to business outcomes.\nreport - structured report generation for stakeholder communication."
      },
      {
        "title": "Feedback",
        "body": "If useful: clawhub star business-intelligence\nStay updated: clawhub sync"
      }
    ],
    "body": "Setup\n\nOn first use, read setup.md for integration behavior and memory initialization.\n\nWhen to Use\n\nUse this skill when the user needs to build or improve business intelligence systems: KPI definitions, metric architecture, dashboard planning, executive reporting, and decision review loops.\n\nThis skill is optimized for operators, founders, product leaders, finance leaders, and analysts who need clear answers to \"what changed, why it changed, and what to do next\".\n\nArchitecture\n\nWorking memory lives in ~/business-intelligence/. See memory-template.md for base structure and status behavior.\n\n~/business-intelligence/\n├── memory.md                # HOT: goals, KPI ownership, active decisions\n├── metric-tree/             # WARM: objective -> driver -> metric maps\n├── kpi-contracts/           # WARM: metric definitions and formula versions\n├── dashboard-specs/         # WARM: visualization and drill-down specifications\n├── insight-briefs/          # WARM: weekly and monthly decision briefs\n├── operating-cadence/       # WARM: review rituals and escalation rules\n└── archive/                 # COLD: retired KPIs and past planning cycles\n\nQuick Reference\n\nLoad only the file needed for the current task to keep context focused.\n\nTopic\tFile\nSetup and integration\tsetup.md\nMemory schema\tmemory-template.md\nObjective and metric tree design\tmetric-tree.md\nKPI definition contracts\tkpi-dictionary.md\nDashboard and drill-down design\tdashboard-specs.md\nDecision brief templates\tinsight-briefs.md\nReview rituals and escalation rules\tdecision-cadence.md\nSource quality and data contracts\tdata-contracts.md\nCore Rules\n1. Start from Decision Questions, Not Charts\n\nEvery BI request must begin with one decision question and one owner.\n\nIf there is no decision owner, the output is reporting noise and should be reframed before building metrics.\n\n2. Build a Metric Tree Before Dashboard Design\n\nMap each business objective to drivers, then drivers to measurable KPIs.\n\nDo not build dashboards first. Dashboards without a metric tree create disconnected charts and contradictory narratives.\n\n3. Enforce KPI Contracts\n\nEach KPI needs a written contract: definition, formula, grain, source, refresh cadence, owner, and valid interpretation window.\n\nNever compare KPI values across periods if formula version or source logic changed without annotation.\n\n4. Separate Leading and Lagging Indicators\n\nFor every lagging KPI, define at least one leading indicator that signals future movement.\n\nIf the system only tracks lagging outcomes, intervention happens too late.\n\n5. Brief Insights in Decision Format\n\nEvery insight output must include:\n\nWhat changed\nWhy it changed\nConfidence level\nRecommended action\nAction owner and due date\n\nA BI summary without an action owner is incomplete.\n\n6. Standardize Dashboard Specs Across Teams\n\nUse consistent metric naming, time windows, segment logic, color semantics, and drill-down paths.\n\nInconsistent dashboard specs make cross-team comparisons invalid.\n\n7. Run a Fixed Operating Cadence\n\nDefine daily, weekly, monthly, and quarterly BI rituals with clear participants and escalation triggers.\n\nWithout a fixed cadence, KPI review becomes reactive and decision quality degrades.\n\nBusiness Intelligence Traps\nStarting with visualization tooling before KPI contracts -> expensive dashboards with weak decisions.\nTracking too many KPIs per objective -> teams lose focus on actual drivers.\nBlending forecast assumptions with actuals in one number -> executives make false confidence calls.\nChanging formulas without version notes -> historical trend comparisons become invalid.\nReporting movement without attribution depth -> teams cannot identify correct interventions.\nSending BI updates without action owners -> insights do not convert into execution.\nExternal Endpoints\n\nThis skill makes NO external network requests.\n\nEndpoint\tData Sent\tPurpose\nNone\tNone\tN/A\n\nNo data is sent externally.\n\nSecurity & Privacy\n\nData that leaves your machine:\n\nNothing by default.\n\nData that stays local:\n\nBI context, KPI contracts, and reporting notes under ~/business-intelligence/.\nDecision cadence and retrospective notes stored locally when memory is enabled.\n\nThis skill does NOT:\n\nAccess files outside ~/business-intelligence/ for memory storage.\nTransmit metrics or business data to third-party APIs by default.\nCreate background automations without explicit user confirmation.\nModify its own skill definition files.\nRelated Skills\n\nInstall with clawhub install <slug> if user confirms:\n\nanalytics - analysis workflows for interpreting performance patterns.\ndata-analysis - analysis workflows for modeling trends, segments, and causal signals.\ndashboard - dashboard implementation for KPI visualization layers.\nstrategy - strategic planning frameworks tied to business outcomes.\nreport - structured report generation for stakeholder communication.\nFeedback\nIf useful: clawhub star business-intelligence\nStay updated: clawhub sync"
  },
  "trust": {
    "sourceLabel": "tencent",
    "provenanceUrl": "https://clawhub.ai/ivangdavila/business-intelligence",
    "publisherUrl": "https://clawhub.ai/ivangdavila/business-intelligence",
    "owner": "ivangdavila",
    "version": "1.0.0",
    "license": null,
    "verificationStatus": "Indexed source record"
  },
  "links": {
    "detailUrl": "https://openagent3.xyz/skills/business-intelligence",
    "downloadUrl": "https://openagent3.xyz/downloads/business-intelligence",
    "agentUrl": "https://openagent3.xyz/skills/business-intelligence/agent",
    "manifestUrl": "https://openagent3.xyz/skills/business-intelligence/agent.json",
    "briefUrl": "https://openagent3.xyz/skills/business-intelligence/agent.md"
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}