# Send LinkedIn B2B Buying Signal Detector — Find Who's Ready to Buy NOW 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": "linkedin-buying-signal-detector",
    "name": "LinkedIn B2B Buying Signal Detector — Find Who's Ready to Buy NOW",
    "source": "tencent",
    "type": "skill",
    "category": "开发工具",
    "sourceUrl": "https://clawhub.ai/g4dr/linkedin-buying-signal-detector",
    "canonicalUrl": "https://clawhub.ai/g4dr/linkedin-buying-signal-detector",
    "targetPlatform": "OpenClaw"
  },
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    "downloadUrl": "/downloads/linkedin-buying-signal-detector",
    "sourceDownloadUrl": "https://wry-manatee-359.convex.site/api/v1/download?slug=linkedin-buying-signal-detector",
    "sourcePlatform": "tencent",
    "targetPlatform": "OpenClaw",
    "packageFormat": "ZIP package",
    "primaryDoc": "SKILL.md",
    "includedAssets": [
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    ],
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      "status": "healthy",
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      "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/linkedin-buying-signal-detector"
    },
    "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/linkedin-buying-signal-detector",
    "downloadUrl": "https://openagent3.xyz/downloads/linkedin-buying-signal-detector",
    "agentUrl": "https://openagent3.xyz/skills/linkedin-buying-signal-detector/agent",
    "manifestUrl": "https://openagent3.xyz/skills/linkedin-buying-signal-detector/agent.json",
    "briefUrl": "https://openagent3.xyz/skills/linkedin-buying-signal-detector/agent.md"
  }
}
```
## Documentation

### 🎯 LinkedIn B2B Buying Signal Detector

Slug: linkedin-buying-signal-detector
Category: Sales Intelligence / Lead Generation
Powered by: Apify + Claude AI

Detect who is ready to buy RIGHT NOW by analyzing LinkedIn job postings, company growth signals, tech stack changes, and hiring patterns — then auto-generate hyper-personalized outreach messages.

### 💡 Why This Skill Dominates

Most lead gen tools find who to contact. This skill tells you when to contact them — at the exact moment they have budget, urgency, and intent. No SaaS equivalent under $2,000/month.

Buying signals detected:

🚀 Company hiring Sales/Marketing roles → scaling, has budget
🔧 Hiring DevOps/Cloud Engineers → infrastructure investment incoming
📈 Headcount growth > 20% in 90 days → expansion phase
💼 New C-level hire (CMO, CTO, VP Sales) → new budget owner, new priorities
📣 Job descriptions mentioning competitor tools → switching signal
🏆 Recent funding round mention in job posts → fresh cash to spend

### 🛠️ Apify Actors Used

Get your Apify API key here: https://www.apify.com?fpr=dx06p

ActorIDPurposeLinkedIn Jobs Scrapercurious_coder/linkedin-jobs-scraperScrape job postings by company/keywordLinkedIn Company Scraperanchor/linkedin-company-scraperExtract headcount, growth, funding infoGoogle News Scraperapify/google-news-scraperDetect funding rounds, press releasesLinkedIn Profile Scraperdev_fusion/linkedin-profile-scraperFind decision-makers + contact info

### ⚙️ Workflow

INPUT: Target niche + location + ICP criteria
        ↓
STEP 1 — Scrape LinkedIn Jobs (last 30 days)
  └─ Filter by: hiring roles = buying signals
        ↓
STEP 2 — Scrape Company Profiles
  └─ Extract: headcount, growth %, tech stack, funding
        ↓
STEP 3 — Score each company (0–100 intent score)
  └─ Weighted signals → Hot / Warm / Cold
        ↓
STEP 4 — Find Decision Makers
  └─ CEO / VP Sales / CMO / CTO profiles + emails
        ↓
STEP 5 — Claude AI generates personalized outreach
  └─ Email + LinkedIn message referencing the exact signal
        ↓
OUTPUT: Scored lead list + ready-to-send messages (CSV / JSON / Notion / CRM)

### 📥 Inputs

{
  "niche": "SaaS companies",
  "location": "France",
  "hiring_signals": ["Sales Manager", "Growth Hacker", "DevOps Engineer"],
  "min_employees": 10,
  "max_employees": 500,
  "days_lookback": 30,
  "max_companies": 50,
  "apify_token": "YOUR_APIFY_TOKEN",
  "output_format": "csv"
}

### 📤 Output Example

{
  "companies": [
    {
      "name": "ScaleUp SAS",
      "website": "scaleup.fr",
      "linkedin_url": "linkedin.com/company/scaleup-sas",
      "headcount": 87,
      "growth_90d": "+34%",
      "intent_score": 91,
      "intent_label": "🔥 HOT",
      "signals_detected": [
        "Hiring VP Sales (posted 3 days ago)",
        "Hiring 4 SDRs simultaneously",
        "Job post mentions switching from HubSpot to Salesforce"
      ],
      "decision_makers": [
        {
          "name": "Marie Dupont",
          "title": "CEO",
          "linkedin": "linkedin.com/in/marie-dupont",
          "email": "m.dupont@scaleup.fr"
        }
      ],
      "ai_outreach": {
        "email_subject": "ScaleUp × [Votre outil] — timing parfait ?",
        "email_body": "Bonjour Marie, j'ai remarqué que ScaleUp recrute activement un VP Sales et 4 SDRs en ce moment...",
        "linkedin_message": "Marie, votre croissance de 34% en 90 jours est impressionnante..."
      }
    }
  ],
  "summary": {
    "total_companies_analyzed": 50,
    "hot_leads": 8,
    "warm_leads": 19,
    "cold_leads": 23,
    "run_date": "2025-02-28"
  }
}

### 🧠 Claude AI Prompt (Scoring + Outreach)

You are a B2B sales intelligence expert. 

Given this company data:
- Company: {{company_name}}
- Recent job postings: {{job_titles}}
- Headcount growth: {{growth_pct}}% in 90 days
- Signals detected: {{signals}}
- Target decision maker: {{dm_name}}, {{dm_title}}

1. Calculate an intent score from 0-100 based on the signals.
2. Label as: 🔥 HOT (80+), ⚡ WARM (50-79), ❄️ COLD (<50)
3. Write a personalized cold email (subject + 5 lines max) referencing 
   the MOST compelling signal.
4. Write a LinkedIn message (300 chars max) that feels human, not spammy.

Return valid JSON only.

### 💰 Cost Estimate (Apify Compute Units)

VolumeEstimated CUApify Cost10 companies~15 CU~$0.1550 companies~60 CU~$0.60200 companies~220 CU~$2.201,000 companies~1,000 CU~$10

💡 Start free: Apify offers $5 free credits/month — enough to test 500 companies.
👉 Create your free Apify account here

### 1. Get Your Apify API Token

Sign up at https://www.apify.com?fpr=dx06p
Go to Settings → Integrations → API Token
Copy your token

### 2. Configure the Skill

Paste your Apify token in the apify_token field when running the skill.

### 3. Define Your ICP

Specify your Ideal Customer Profile:

Industry / niche
Company size range
Location
Hiring roles that signal buying intent for YOUR product

### 4. Run & Export

Results are exported as CSV, JSON, or pushed directly to Notion / Airtable / your CRM.

### 🔗 Integrations

PlatformActionSlackAlert when 🔥 HOT lead detectedNotionAuto-populate leads databaseAirtableCRM-ready structured outputHubSpot / PipedriveDirect lead import via webhookEmailWeekly digest of top signals

### 📊 Competitive Advantage vs Existing Skills

FeatureB2B Lead Gen (yours)Google Maps (yours)This SkillFinds contact info✅✅✅Scores buying intent❌❌✅Detects timing signals❌❌✅AI-personalized outreach❌❌✅Tracks competitor mentions❌❌✅Monitors headcount growth❌❌✅

### ⚠️ Limitations & Best Practices

LinkedIn may rate-limit heavy scraping → recommended max 200 companies/run
Email accuracy: ~70-80% (cross-reference with Hunter.io for best results)
Re-run weekly on the same target list to catch new signals
GDPR: Only use publicly available LinkedIn data, personalize responsibly

### 🏷️ Tags

lead-generation sales-intelligence linkedin buying-signals b2b outreach apify intent-data prospecting crm-enrichment

Powered by Apify — The Web Scraping & Automation Platform
## Trust
- Source: tencent
- Verification: Indexed source record
- Publisher: g4dr
- 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: 2026-04-30T16:55:25.780Z
- Expires at: 2026-05-07T16:55:25.780Z
- Recommended action: Download for OpenClaw
## Links
- [Detail page](https://openagent3.xyz/skills/linkedin-buying-signal-detector)
- [Send to Agent page](https://openagent3.xyz/skills/linkedin-buying-signal-detector/agent)
- [JSON manifest](https://openagent3.xyz/skills/linkedin-buying-signal-detector/agent.json)
- [Markdown brief](https://openagent3.xyz/skills/linkedin-buying-signal-detector/agent.md)
- [Download page](https://openagent3.xyz/downloads/linkedin-buying-signal-detector)