# Send AI Opportunity Scout to your agent
Hand the extracted package to your coding agent with a concrete install brief instead of figuring it out manually.
## Fast path
- 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.
## Suggested prompts
### New install

```text
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.
```
### Upgrade existing

```text
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.
```
## Machine-readable fields
```json
{
  "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": {
    "downloadUrl": "/downloads/opportunity-scout",
    "sourceDownloadUrl": "https://wry-manatee-359.convex.site/api/v1/download?slug=opportunity-scout",
    "sourcePlatform": "tencent",
    "targetPlatform": "OpenClaw",
    "packageFormat": "ZIP package",
    "primaryDoc": "SKILL.md",
    "includedAssets": [
      "SKILL.md",
      "references/scoring-guide.md",
      "scripts/scout.py"
    ],
    "downloadMode": "redirect",
    "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."
      ]
    }
  },
  "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"
  }
}
```
## Documentation

### AI Opportunity Scout

Find what people need → evaluate if you can build it → decide if it's worth it.

### Quick Start

When the user specifies a niche (e.g. "AI agents", "crypto trading", "SaaS tools"):

Run the scout pipeline below
Score each finding with scripts/scout.py
Present the ranked report

### Step 1: Gather Data (use your built-in tools)

Run these searches, adapting queries to the user's niche:

Twitter (via exec):

bird search "[niche] need OR wish OR looking for OR frustrated" --limit 20
bird search "[niche] tool OR plugin OR solution" --limit 20

Web (via web_search tool):

"[niche] pain points 2026"
"[niche] tools people want"
"site:reddit.com [niche] need OR wish OR looking for"
"site:producthunt.com [niche]"

ClawHub (if niche is AI/agent related):

clawdhub search "[niche keyword]"

### Step 2: Identify Opportunities

From the raw data, extract distinct opportunities. Each opportunity = a specific unmet need that could become a product. Look for:

Repeated complaints/requests (same problem mentioned 3+ times)
Gaps between what exists and what people want
Problems with existing solutions (too expensive, too complex, missing features)
Emerging trends without established solutions

### Step 3: Score Each Opportunity

Run the scoring script:

python3 scripts/scout.py score --input opportunities.json --output report.md

Or score manually using these criteria (1-5 each):

Criterion5 (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

Total Score interpretation:

16-20: 🔥 BUILD IT NOW
12-15: 👍 Strong opportunity, worth pursuing
8-11: 🤔 Monitor, not urgent
4-7: ❌ Skip

Detailed scoring examples: see references/scoring-guide.md

### Step 4: Generate Report

Format results as:

# Opportunity Scout: [Niche] — [Date]

## 🏆 Top 3 Opportunities

### 1. [Name] (Score: X/20)
- **Problem:** [What people need]
- **Evidence:** [Links/quotes from research]
- **Scores:** D:[X] C:[X] F:[X] M:[X]
- **Action:** [What to build, how long, how to monetize]

### 2. [Name] (Score: X/20)
...

## All Findings

| # | Opportunity | D | C | F | M | Total | Verdict |
|---|------------|---|---|---|---|-------|---------|
| 1 | ... | | | | | | |

## Recommendation
[Which to build first and why]

### Depth Modes

--depth quick: 2 Twitter + 2 web searches. Fast scan, ~2 min.
--depth normal: 4 Twitter + 4 web + ClawHub. Standard, ~5 min.
--depth deep: 6 Twitter + 8 web + ClawHub + Reddit deep dive. Thorough, ~10 min.

### Tips

Focus on problems people PAY to solve, not just complain about
"I wish..." and "Does anyone know a tool for..." = strongest signals
Check if existing solutions are abandoned/unmaintained — easy to replace
Crypto/finance niches: high monetization but also high competition
Niche down: "AI agent for dentists" beats "AI agent" every time
## Trust
- Source: tencent
- Verification: Indexed source record
- Publisher: avnikulin35
- Version: 1.0.0
## Source health
- Status: healthy
- Source download looks usable.
- Yavira can redirect you to the upstream package for this source.
- Health scope: source
- Reason: direct_download_ok
- Checked at: 2026-04-23T16:43:11.935Z
- Expires at: 2026-04-30T16:43:11.935Z
- Recommended action: Download for OpenClaw
## Links
- [Detail page](https://openagent3.xyz/skills/opportunity-scout)
- [Send to Agent page](https://openagent3.xyz/skills/opportunity-scout/agent)
- [JSON manifest](https://openagent3.xyz/skills/opportunity-scout/agent.json)
- [Markdown brief](https://openagent3.xyz/skills/opportunity-scout/agent.md)
- [Download page](https://openagent3.xyz/downloads/opportunity-scout)