Seo Prospector
Automated SEO prospect research and outreach for web designers, agencies, and freelancers. Use when researching local business prospects, running scheduled p...
技能说明
name: seo-prospector description: >- Automated SEO prospect research and outreach for web designers, agencies, and freelancers. Use when researching local business prospects, running scheduled prospect clusters, creating outreach packages, generating daily summaries, or managing a lead pipeline. Triggers on "research prospect", "find leads", "prospect report", "outreach for [business]", "run today's clusters", "daily prospect summary", "batch research", "generate outreach", "SEO audit prospect", "local business leads", "cold outreach", "lead pipeline". license: Proprietary. See LICENSE.txt for complete terms.
SEO Prospector
Automated local business lead generation for web designers and agencies.
Pipeline: discover → research → audit → report → outreach → track.
How It Works
This skill turns you into a prospecting machine. Point it at a city or industry, and it:
- Finds businesses with weak websites (via SEO audit + web research)
- Generates detailed prospect reports with specific issues found
- Creates personalized outreach (HTML emails, LinkedIn messages, DMs)
- Tracks everything in a database with dedup + cluster rotation
- Delivers daily summaries of your pipeline health
Setup (First Run)
Before using, configure your agency details:
# Copy and edit the config file
cp references/config-template.json ~/.openclaw/workspace/leads/data/seo-prospector-config.json
Edit the config with your info:
{
"agency": {
"name": "Your Agency Name",
"owner": "Your Name",
"phone": "(555) 123-4567",
"email": "you@agency.com",
"website": "youragency.com",
"city": "Your City",
"tagline": "Your one-liner value prop"
},
"outreach": {
"default_tone": "casual",
"signature_style": "friendly"
}
}
Quick Reference
Research One Prospect
python3 scripts/research_prospect.py \
--business "Business Name" --domain "example.com" --industry "Restaurant" \
--priority HIGH --cluster "Restaurants"
Batch Research (Today's Rotation)
python3 scripts/batch_research.py --run morning # Today's run_1 cluster
python3 scripts/batch_research.py --run afternoon # Today's run_2 cluster
python3 scripts/batch_research.py --cluster "Restaurants" --limit 5
Generate Outreach
python3 scripts/create_outreach.py --report path/to/report.md --template casual
python3 scripts/create_outreach.py --business "Name" --template professional --format html
Daily Summary
python3 scripts/daily_summary.py # Today, Discord format
python3 scripts/daily_summary.py --date 2026-02-09 --format markdown
Pipeline Management
python3 scripts/prospect_tracker.py today-clusters
python3 scripts/prospect_tracker.py check --business "Name"
python3 scripts/prospect_tracker.py stats
python3 scripts/prospect_tracker.py outreach-ready
Workflow
1. Check Schedule & Dedup
- Run
prospect_tracker.py today-clustersto see scheduled clusters - Run
prospect_tracker.py check --business "Name"before researching (14-day dedup window)
2. Research Phase
Data sources in priority order:
- SEO Quick Audit (
seo_quick_audit.py) — on-page technical analysis - Perplexity Search (
perplexity_search.py) — business intel, reviews, reputation - Browser verification (optional) — visual check for high-priority prospects
3. Report Generation
Reports follow references/research-template.md. Key sections:
- Executive Summary (specific findings, not generic)
- Business Overview (what they do, how long, reviews)
- Online Presence Analysis (SEO audit results with pass/fail)
- Why [Your Agency] (pitch angle customized to their gaps)
- Contact & Next Steps (confidence level + recommended action)
Output: ~/.openclaw/workspace/leads/prospects/YYYY-MM-DD-{cluster}/{business}.md
4. Outreach Generation
scripts/create_outreach.py supports:
- HTML emails (professional, mobile-responsive, branded)
- Plain text emails (casual, no-frills)
- LinkedIn messages (see
references/outreach-templates.md) - DMs (Instagram, Facebook, SMS — see
assets/templates/dm-outreach.md)
Each outreach package includes:
- Email draft (HTML or plain text)
- Review checklist for manual QA
- Tracking JSON for pipeline status
5. Pipeline Tracking
Every prospect gets tracked via prospect_tracker.py add. The database enables dedup, coverage stats, cluster tracking, and outreach status.
Status pipeline: draft_ready → pending_review → approved → sent → followed_up → responded → closed
Priority Scoring (Strict)
Aim for ~30% HIGH, ~50% MEDIUM, ~20% LOW:
- HIGH: No website OR completely broken site, AND business confirmed active
- MEDIUM: Has website but major SEO gaps (no H1, no meta, no schema, bad mobile), AND confirmed active
- LOW: Decent website with minor issues, OR business activity unconfirmed
If unsure, default to MEDIUM.
Verification (Mandatory)
Before recording any prospect, verify:
python3 scripts/verify_prospect.py <report_path>
Skip prospects with: dead URLs, parked domains, suspended hosting, permanently closed businesses.
Scripts
| Script | Purpose |
|---|---|
scripts/research_prospect.py | Full pipeline for single prospect |
scripts/batch_research.py | Research multiple prospects from cluster or input |
scripts/create_outreach.py | Generate personalized outreach (HTML + plain text) |
scripts/generate_outreach_batch.py | Batch outreach for all prospects from a date |
scripts/daily_summary.py | Pipeline summary (Discord or markdown) |
scripts/prospect_tracker.py | Database, dedup, cluster rotation, stats |
scripts/verify_prospect.py | URL/domain/phone verification |
scripts/seo_quick_audit.py | On-page SEO technical audit |
References
| File | Use When |
|---|---|
references/research-template.md | Writing or reviewing prospect reports |
references/outreach-templates.md | Drafting email/LinkedIn/DM outreach |
references/industry-insights.md | Industry-specific talking points |
references/objection-handling.md | Handling "we already have a site" etc. |
references/config-template.json | First-time setup of agency details |
references/cluster-template.json | Setting up industry cluster rotation |
Assets
assets/templates/email-html.html— Professional HTML email template with merge fieldsassets/templates/email-plain.txt— Plain text email templateassets/templates/linkedin-message.md— LinkedIn outreach templatesassets/templates/dm-outreach.md— DM templates (SMS, IG, FB)assets/examples/example-report.md— Completed prospect reportassets/examples/example-outreach.md— Completed outreach package
Cron Integration
Designed for automated daily prospecting:
8:30 AM — SERP Gap Scanner (identify opportunities for 5 industries)
10:00 AM — batch_research.py --run morning (Tier A/B cluster)
11:30 AM — batch_research.py --run afternoon (Tier B/C cluster)
5:00 PM — daily_summary.py (pipeline summary)
Quality Rules
- Always check for duplicates first (14-day window)
- Minimum 2 data sources per prospect (SEO audit + web research)
- Specific findings only — "missing H1 tag" not "SEO issues"
- Authentic compliments — if their site is good, say so honestly
- 5 prospects per cluster max — depth over breadth
- Match outreach tone to industry — casual for restaurants, professional for law firms
- Verify every prospect before recording — no dead URLs, no parked domains
- Never exaggerate issues — stick to what the audit actually found
Error Handling
- Site unreachable: Research via web search only, note limitation
- Duplicate detected: Skip with message, don't waste API calls
- Search timeout: Continue without, flag as lower confidence
- Empty cluster: Log and move on (cluster may be exhausted)
- Minimum data: Business name + (domain OR industry) required
如何使用「Seo Prospector」?
- 打开小龙虾AI(Web 或 iOS App)
- 点击上方「立即使用」按钮,或在对话框中输入任务描述
- 小龙虾AI 会自动匹配并调用「Seo Prospector」技能完成任务
- 结果即时呈现,支持继续对话优化