Reddit & HackerNews High-Intent Buyer Signal Radar | MCP

Reddit & HackerNews High-Intent Buyer Signal Radar | MCP (reddit-buyer-intent-lead-radar)

Pay-Per-Event (PPE) AI & Data Enrichment Actor — No monthly subscription required. Pay only for verified dataset items pushed to your output.

Why Use reddit-buyer-intent-lead-radar?

• Target Use Case: SaaS Founders, DevTools Marketers, AI Agent & MCP Lead Workflows
• Sub-Millisecond Quality Gate (borz-s45-tc-12): Built-in 0.34ms neural quality pre-gate filters out boilerplate, cookie banners, and low-signal noise before emitting billable dataset items.
• Live URL & Domain Fetching: Pass raw URLs (https://...), company domains (stripe.com), or raw text excerpts — the actor automatically fetches live page titles, metadata, and body signals when a URL/domain is provided.
• Ready for AI Agents, MCP, n8n, Make.com & Clay: Outputs strict, deterministic JSON schemas with an interactive Overview Table view.

---

Input Example (JSON)

{
  "items": [
    "r/devops: 'Our Datadog bill hit $14,200/mo mostly from custom metrics cardinality—what are teams migrating to in 2026?' -> Intent: 96/100 (Active Migration, $14.2K/mo budget). Reply explains VictoriaMetrics + OpenTelemetry collector drop-rules.",
    "HackerNews: 'We spend 6 hours a week fixing broken Playwright selectors whenever Shopify merchants change themes.' -> Intent: 92/100 (Engineering Pain). Reply details DOM-structural attribute anchoring + 0.3ms schema pre-gates.",
    "r/SaaS: 'Apollo email bounce rate jumped to 18% on EU domains this month—need a live signal verifier before pushing to Instantly.' -> Intent: 95/100 (Immediate Tool Replacement). Reply shares live MX/catch-all + tech-stack trigger workflow."
  ]
}

---

Output Example (Dataset Item)

{
  "item_index": 1,
  "input_item": "r/devops: 'Our Datadog bill hit $14,200/mo mostly from custom metrics cardinality—what are teams migrating to in 2026?' -> Intent: 96/100 (Active Migration, $14.2K/mo budget). Reply explains VictoriaMetrics + OpenTelemetry collector drop-rules.",
  "live_fetched_title": "Verified Live Signal Context",
  "enriched_output": {
    "task_class": "TC-12_REDDIT_BUYER_INTENT_RADAR",
    "signal_category": "HIGH_INTENT_VERIFIED",
    "actionable_summary": "r/devops: 'Our Datadog bill hit $14,200/mo mostly from custom metrics cardinality—what are teams migrating to in 2026?' -> Intent: 96/100 (Active Migration, $14.2K/mo budget). Reply explains VictoriaMetrics + OpenTelemetry collector drop-rules.",
    "recommended_next_action": "Route directly to CRM / RAG vector index / automated sequence",
    "token_efficiency_ratio": 0.84
  },
  "borz_gate": {
    "head_id": "borz-s45-tc-12",
    "pred_prob": 0.964,
    "passed_local_gate": true,
    "inference_ms": 0.012
  },
  "ppe_event_billed": "apify-default-dataset-item"
}

---

Quick Integration Guides

1. Python (apify-client)

from apify_client import ApifyClient

client = ApifyClient("YOUR_APIFY_TOKEN")
run = client.actor("ultra-liquid/reddit-buyer-intent-lead-radar").call(run_input={
  "items": [
    "r/devops: 'Our Datadog bill hit $14,200/mo mostly from custom metrics cardinality—what are teams migrating to in 2026?' -> Intent: 96/100 (Active Migration, $14.2K/mo budget). Reply explains VictoriaMetrics + OpenTelemetry collector drop-rules.",
    "HackerNews: 'We spend 6 hours a week fixing broken Playwright selectors whenever Shopify merchants change themes.' -> Intent: 92/100 (Engineering Pain). Reply details DOM-structural attribute anchoring + 0.3ms schema pre-gates.",
    "r/SaaS: 'Apollo email bounce rate jumped to 18% on EU domains this month—need a live signal verifier before pushing to Instantly.' -> Intent: 95/100 (Immediate Tool Replacement). Reply shares live MX/catch-all + tech-stack trigger workflow."
  ]
})
for item in client.dataset(run["defaultDatasetId"]).iterate_items():
    print(item)

2. n8n / Make.com / Clay HTTP Webhook

curl -X POST "https://api.apify.com/v2/acts/ultra-liquid~reddit-buyer-intent-lead-radar/run-sync-get-dataset-items?token=YOUR_APIFY_TOKEN" \
  -H "Content-Type: application/json" \
  -d '{
  "items": [
    "r/devops: 'Our Datadog bill hit $14,200/mo mostly from custom metrics cardinality—what are teams migrating to in 2026?' -> Intent: 96/100 (Active Migration, $14.2K/mo budget). Reply explains VictoriaMetrics + OpenTelemetry collector drop-rules.",
    "HackerNews: 'We spend 6 hours a week fixing broken Playwright selectors whenever Shopify merchants change themes.' -> Intent: 92/100 (Engineering Pain). Reply details DOM-structural attribute anchoring + 0.3ms schema pre-gates.",
    "r/SaaS: 'Apollo email bounce rate jumped to 18% on EU domains this month—need a live signal verifier before pushing to Instantly.' -> Intent: 95/100 (Immediate Tool Replacement). Reply shares live MX/catch-all + tech-stack trigger workflow."
  ]
}'