{
  "schemaVersion": "1.0",
  "item": {
    "slug": "opportunity-scout",
    "name": "AI Opportunity Scout",
    "source": "tencent",
    "type": "skill",
    "category": "AI 智能",
    "sourceUrl": "https://clawhub.ai/avnikulin35/opportunity-scout",
    "canonicalUrl": "https://clawhub.ai/avnikulin35/opportunity-scout",
    "targetPlatform": "OpenClaw"
  },
  "install": {
    "downloadMode": "redirect",
    "downloadUrl": "/downloads/opportunity-scout",
    "sourceDownloadUrl": "https://wry-manatee-359.convex.site/api/v1/download?slug=opportunity-scout",
    "sourcePlatform": "tencent",
    "targetPlatform": "OpenClaw",
    "installMethod": "Manual import",
    "extraction": "Extract archive",
    "prerequisites": [
      "OpenClaw"
    ],
    "packageFormat": "ZIP package",
    "includedAssets": [
      "SKILL.md",
      "references/scoring-guide.md",
      "scripts/scout.py"
    ],
    "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",
      "status": "healthy",
      "reason": "direct_download_ok",
      "recommendedAction": "download",
      "checkedAt": "2026-04-23T16:43:11.935Z",
      "expiresAt": "2026-04-30T16:43:11.935Z",
      "httpStatus": 200,
      "finalUrl": "https://wry-manatee-359.convex.site/api/v1/download?slug=4claw-imageboard",
      "contentType": "application/zip",
      "probeMethod": "head",
      "details": {
        "probeUrl": "https://wry-manatee-359.convex.site/api/v1/download?slug=4claw-imageboard",
        "contentDisposition": "attachment; filename=\"4claw-imageboard-1.0.1.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/opportunity-scout"
    },
    "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/opportunity-scout",
    "agentPageUrl": "https://openagent3.xyz/skills/opportunity-scout/agent",
    "manifestUrl": "https://openagent3.xyz/skills/opportunity-scout/agent.json",
    "briefUrl": "https://openagent3.xyz/skills/opportunity-scout/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": "AI Opportunity Scout",
        "body": "Find what people need → evaluate if you can build it → decide if it's worth it."
      },
      {
        "title": "Quick Start",
        "body": "When the user specifies a niche (e.g. \"AI agents\", \"crypto trading\", \"SaaS tools\"):\n\nRun the scout pipeline below\nScore each finding with scripts/scout.py\nPresent the ranked report"
      },
      {
        "title": "Step 1: Gather Data (use your built-in tools)",
        "body": "Run these searches, adapting queries to the user's niche:\n\nTwitter (via exec):\n\nbird search \"[niche] need OR wish OR looking for OR frustrated\" --limit 20\nbird search \"[niche] tool OR plugin OR solution\" --limit 20\n\nWeb (via web_search tool):\n\n\"[niche] pain points 2026\"\n\"[niche] tools people want\"\n\"site:reddit.com [niche] need OR wish OR looking for\"\n\"site:producthunt.com [niche]\"\n\nClawHub (if niche is AI/agent related):\n\nclawdhub search \"[niche keyword]\""
      },
      {
        "title": "Step 2: Identify Opportunities",
        "body": "From the raw data, extract distinct opportunities. Each opportunity = a specific unmet need that could become a product. Look for:\n\nRepeated complaints/requests (same problem mentioned 3+ times)\nGaps between what exists and what people want\nProblems with existing solutions (too expensive, too complex, missing features)\nEmerging trends without established solutions"
      },
      {
        "title": "Step 3: Score Each Opportunity",
        "body": "Run the scoring script:\n\npython3 scripts/scout.py score --input opportunities.json --output report.md\n\nOr score manually using these criteria (1-5 each):\n\nCriterion5 (Best)3 (Medium)1 (Worst)Demand50+ people asking10-20 mentions1-2 mentionsCompetitionNo solutions existSome solutions, all flawedSaturated marketFeasibilityBuild MVP in 1-2 days1-2 weeksMonths of workMonetizationPeople actively paying for similarFreemium possibleHard to charge\n\nTotal Score interpretation:\n\n16-20: 🔥 BUILD IT NOW\n12-15: 👍 Strong opportunity, worth pursuing\n8-11: 🤔 Monitor, not urgent\n4-7: ❌ Skip\n\nDetailed scoring examples: see references/scoring-guide.md"
      },
      {
        "title": "Step 4: Generate Report",
        "body": "Format results as:\n\n# Opportunity Scout: [Niche] — [Date]\n\n## 🏆 Top 3 Opportunities\n\n### 1. [Name] (Score: X/20)\n- **Problem:** [What people need]\n- **Evidence:** [Links/quotes from research]\n- **Scores:** D:[X] C:[X] F:[X] M:[X]\n- **Action:** [What to build, how long, how to monetize]\n\n### 2. [Name] (Score: X/20)\n...\n\n## All Findings\n\n| # | Opportunity | D | C | F | M | Total | Verdict |\n|---|------------|---|---|---|---|-------|---------|\n| 1 | ... | | | | | | |\n\n## Recommendation\n[Which to build first and why]"
      },
      {
        "title": "Depth Modes",
        "body": "--depth quick: 2 Twitter + 2 web searches. Fast scan, ~2 min.\n--depth normal: 4 Twitter + 4 web + ClawHub. Standard, ~5 min.\n--depth deep: 6 Twitter + 8 web + ClawHub + Reddit deep dive. Thorough, ~10 min."
      },
      {
        "title": "Tips",
        "body": "Focus on problems people PAY to solve, not just complain about\n\"I wish...\" and \"Does anyone know a tool for...\" = strongest signals\nCheck if existing solutions are abandoned/unmaintained — easy to replace\nCrypto/finance niches: high monetization but also high competition\nNiche down: \"AI agent for dentists\" beats \"AI agent\" every time"
      }
    ],
    "body": "AI Opportunity Scout\n\nFind what people need → evaluate if you can build it → decide if it's worth it.\n\nQuick Start\n\nWhen the user specifies a niche (e.g. \"AI agents\", \"crypto trading\", \"SaaS tools\"):\n\nRun the scout pipeline below\nScore each finding with scripts/scout.py\nPresent the ranked report\nScout Pipeline\nStep 1: Gather Data (use your built-in tools)\n\nRun these searches, adapting queries to the user's niche:\n\nTwitter (via exec):\n\nbird search \"[niche] need OR wish OR looking for OR frustrated\" --limit 20\nbird search \"[niche] tool OR plugin OR solution\" --limit 20\n\n\nWeb (via web_search tool):\n\n\"[niche] pain points 2026\"\n\"[niche] tools people want\"\n\"site:reddit.com [niche] need OR wish OR looking for\"\n\"site:producthunt.com [niche]\"\n\nClawHub (if niche is AI/agent related):\n\nclawdhub search \"[niche keyword]\"\n\nStep 2: Identify Opportunities\n\nFrom the raw data, extract distinct opportunities. Each opportunity = a specific unmet need that could become a product. Look for:\n\nRepeated complaints/requests (same problem mentioned 3+ times)\nGaps between what exists and what people want\nProblems with existing solutions (too expensive, too complex, missing features)\nEmerging trends without established solutions\nStep 3: Score Each Opportunity\n\nRun the scoring script:\n\npython3 scripts/scout.py score --input opportunities.json --output report.md\n\n\nOr score manually using these criteria (1-5 each):\n\nCriterion\t5 (Best)\t3 (Medium)\t1 (Worst)\nDemand\t50+ people asking\t10-20 mentions\t1-2 mentions\nCompetition\tNo solutions exist\tSome solutions, all flawed\tSaturated market\nFeasibility\tBuild MVP in 1-2 days\t1-2 weeks\tMonths of work\nMonetization\tPeople actively paying for similar\tFreemium possible\tHard to charge\n\nTotal Score interpretation:\n\n16-20: 🔥 BUILD IT NOW\n12-15: 👍 Strong opportunity, worth pursuing\n8-11: 🤔 Monitor, not urgent\n4-7: ❌ Skip\n\nDetailed scoring examples: see references/scoring-guide.md\n\nStep 4: Generate Report\n\nFormat results as:\n\n# Opportunity Scout: [Niche] — [Date]\n\n## 🏆 Top 3 Opportunities\n\n### 1. [Name] (Score: X/20)\n- **Problem:** [What people need]\n- **Evidence:** [Links/quotes from research]\n- **Scores:** D:[X] C:[X] F:[X] M:[X]\n- **Action:** [What to build, how long, how to monetize]\n\n### 2. [Name] (Score: X/20)\n...\n\n## All Findings\n\n| # | Opportunity | D | C | F | M | Total | Verdict |\n|---|------------|---|---|---|---|-------|---------|\n| 1 | ... | | | | | | |\n\n## Recommendation\n[Which to build first and why]\n\nDepth Modes\n--depth quick: 2 Twitter + 2 web searches. Fast scan, ~2 min.\n--depth normal: 4 Twitter + 4 web + ClawHub. Standard, ~5 min.\n--depth deep: 6 Twitter + 8 web + ClawHub + Reddit deep dive. Thorough, ~10 min.\nTips\nFocus on problems people PAY to solve, not just complain about\n\"I wish...\" and \"Does anyone know a tool for...\" = strongest signals\nCheck if existing solutions are abandoned/unmaintained — easy to replace\nCrypto/finance niches: high monetization but also high competition\nNiche down: \"AI agent for dentists\" beats \"AI agent\" every time"
  },
  "trust": {
    "sourceLabel": "tencent",
    "provenanceUrl": "https://clawhub.ai/avnikulin35/opportunity-scout",
    "publisherUrl": "https://clawhub.ai/avnikulin35/opportunity-scout",
    "owner": "avnikulin35",
    "version": "1.0.0",
    "license": null,
    "verificationStatus": "Indexed source record"
  },
  "links": {
    "detailUrl": "https://openagent3.xyz/skills/opportunity-scout",
    "downloadUrl": "https://openagent3.xyz/downloads/opportunity-scout",
    "agentUrl": "https://openagent3.xyz/skills/opportunity-scout/agent",
    "manifestUrl": "https://openagent3.xyz/skills/opportunity-scout/agent.json",
    "briefUrl": "https://openagent3.xyz/skills/opportunity-scout/agent.md"
  }
}