{
  "schemaVersion": "1.0",
  "item": {
    "slug": "expert-finder",
    "name": "Expert Finder",
    "source": "tencent",
    "type": "skill",
    "category": "开发工具",
    "sourceUrl": "https://clawhub.ai/atyachin/expert-finder",
    "canonicalUrl": "https://clawhub.ai/atyachin/expert-finder",
    "targetPlatform": "OpenClaw"
  },
  "install": {
    "downloadMode": "redirect",
    "downloadUrl": "/downloads/expert-finder",
    "sourceDownloadUrl": "https://wry-manatee-359.convex.site/api/v1/download?slug=expert-finder",
    "sourcePlatform": "tencent",
    "targetPlatform": "OpenClaw",
    "installMethod": "Manual import",
    "extraction": "Extract archive",
    "prerequisites": [
      "OpenClaw"
    ],
    "packageFormat": "ZIP package",
    "includedAssets": [
      "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",
      "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/expert-finder"
    },
    "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/expert-finder",
    "agentPageUrl": "https://openagent3.xyz/skills/expert-finder/agent",
    "manifestUrl": "https://openagent3.xyz/skills/expert-finder/agent.json",
    "briefUrl": "https://openagent3.xyz/skills/expert-finder/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": "Expert Finder",
        "body": "Find domain experts by analyzing social media activity. Expands topics into search terms, searches Twitter/Reddit, classifies by type, and ranks."
      },
      {
        "title": "Setup",
        "body": "Run xpoz-setup skill. Verify: mcporter call xpoz.checkAccessKeyStatus"
      },
      {
        "title": "Phase 1: Query Expansion",
        "body": "Research domain with web_search/web_fetch. Generate tiered queries:\n\nTierPurposeExample (RLHF)Tier 1: CoreExact terms\"RLHF\"Tier 2: TechnicalDeep jargon (strongest signal)\"reward model overfitting\"Tier 3: AdjacentRelated\"preference optimization\"Tier 4: DiscussionOpinion\"RLHF vs\""
      },
      {
        "title": "Phase 2: Search & Aggregate",
        "body": "mcporter call xpoz.getTwitterPostsByKeywords query='\"RLHF\"' startDate=\"<6mo>\"\nmcporter call xpoz.checkOperationStatus operationId=\"op_...\" # Poll every 5s\n\nDownload CSVs via dataDumpExportOperationId (64K rows). Build author frequency: ≥3 posts, ≥2 tiers. Weight Tier 2 highest."
      },
      {
        "title": "Phase 3: Classify & Score",
        "body": "Fetch profiles for top 20-30:\n\nmcporter call xpoz.getTwitterUser identifier=\"user\" identifierType=\"username\"\n\nTypes: 🔬 Deep Expert (uses Tier 2 naturally) | 💡 Thought Leader (trends, large audience) | 🛠️ Practitioner (\"I built\") | 📣 Evangelist (aggregates) | 🎓 Educator (explains)\n\nScore (0-100): Domain depth 30%, consistency 20%, peer recognition 20%, breadth 15%, credentials 15%."
      },
      {
        "title": "Phase 4: Report",
        "body": "## Expert Report: [Domain] — X,XXX posts analyzed\n\n#### 🥇 @username — 🔬 Deep Expert (92/100)\n**Followers:** 12.4K | **Why:** 23 posts on reward optimization, advanced terminology\n**Key:** \"[quote]\" — ❤️ 342"
      },
      {
        "title": "Tips",
        "body": "Narrow > broad | Tier 2 jargon = gold | Reddit comments reveal depth | 6mo window ideal"
      }
    ],
    "body": "Expert Finder\n\nFind domain experts by analyzing social media activity. Expands topics into search terms, searches Twitter/Reddit, classifies by type, and ranks.\n\nSetup\n\nRun xpoz-setup skill. Verify: mcporter call xpoz.checkAccessKeyStatus\n\n4-Phase Process\nPhase 1: Query Expansion\n\nResearch domain with web_search/web_fetch. Generate tiered queries:\n\nTier\tPurpose\tExample (RLHF)\nTier 1: Core\tExact terms\t\"RLHF\"\nTier 2: Technical\tDeep jargon (strongest signal)\t\"reward model overfitting\"\nTier 3: Adjacent\tRelated\t\"preference optimization\"\nTier 4: Discussion\tOpinion\t\"RLHF vs\"\nPhase 2: Search & Aggregate\nmcporter call xpoz.getTwitterPostsByKeywords query='\"RLHF\"' startDate=\"<6mo>\"\nmcporter call xpoz.checkOperationStatus operationId=\"op_...\" # Poll every 5s\n\n\nDownload CSVs via dataDumpExportOperationId (64K rows). Build author frequency: ≥3 posts, ≥2 tiers. Weight Tier 2 highest.\n\nPhase 3: Classify & Score\n\nFetch profiles for top 20-30:\n\nmcporter call xpoz.getTwitterUser identifier=\"user\" identifierType=\"username\"\n\n\nTypes: 🔬 Deep Expert (uses Tier 2 naturally) | 💡 Thought Leader (trends, large audience) | 🛠️ Practitioner (\"I built\") | 📣 Evangelist (aggregates) | 🎓 Educator (explains)\n\nScore (0-100): Domain depth 30%, consistency 20%, peer recognition 20%, breadth 15%, credentials 15%.\n\nPhase 4: Report\n## Expert Report: [Domain] — X,XXX posts analyzed\n\n#### 🥇 @username — 🔬 Deep Expert (92/100)\n**Followers:** 12.4K | **Why:** 23 posts on reward optimization, advanced terminology\n**Key:** \"[quote]\" — ❤️ 342\n\nTips\n\nNarrow > broad | Tier 2 jargon = gold | Reddit comments reveal depth | 6mo window ideal"
  },
  "trust": {
    "sourceLabel": "tencent",
    "provenanceUrl": "https://clawhub.ai/atyachin/expert-finder",
    "publisherUrl": "https://clawhub.ai/atyachin/expert-finder",
    "owner": "atyachin",
    "version": "1.4.0",
    "license": null,
    "verificationStatus": "Indexed source record"
  },
  "links": {
    "detailUrl": "https://openagent3.xyz/skills/expert-finder",
    "downloadUrl": "https://openagent3.xyz/downloads/expert-finder",
    "agentUrl": "https://openagent3.xyz/skills/expert-finder/agent",
    "manifestUrl": "https://openagent3.xyz/skills/expert-finder/agent.json",
    "briefUrl": "https://openagent3.xyz/skills/expert-finder/agent.md"
  }
}