Lead Scorer — Ai Endpoint Template for Extractor
AI Endpoint
Score leads 0-100 based on fit, intent, and budget signals. AI-powered lead qualification with reasoning.
Template Lead Scorer bundles a ready-to-deploy workspace for extractor workflows. Install in one click from the Aerostack dashboard or via aerostack init --template=lead-scorer.
What It Does
Send a lead description — get back a score (0-100), a tier (hot/warm/cold), detailed reasoning, and a recommended next action. Uses HubSpot MCP to pull existing CRM data for context-aware scoring.
Example
Input: "Jane Park, CTO at CloudBase (Series B, 120 employees). Reached out asking about migrating their AI pipeline. Mentioned $50K annual budget approved. Timeline: this quarter."
Output:
{
"score": 91,
"tier": "hot",
"reasoning": "Senior technical decision-maker at a well-funded company. Budget pre-approved and timeline is urgent. AI pipeline migration is a core use case. Strong fit.",
"next_action": "Schedule same-day demo with solutions engineer. Prepare enterprise pricing and migration plan."
}
When To Use This
- Sales pipeline management — auto-score every inbound lead so reps focus on the highest-value prospects first
- Marketing handoff — define the threshold (e.g., 70+) where marketing-qualified leads become sales-qualified
- Reporting — track lead quality trends over time to evaluate which channels generate the best-fit prospects
Metadata
What's Included
Required MCPs
MCP servers this template connects to.
Deploy this ai endpoint in minutes
Score leads 0-100 based on fit, intent, and budget signals. AI-powered lead qualification with reasoning.
More extractor Templates
Browse extractor Templates →Invoice Parser
by @aerostack
Extract vendor, amount, due date, and line items from invoices. Structured JSON output from any invoice format.
Support Ticket Classifier
by @aerostack
Classify support messages by category, urgency, and sentiment. Route tickets to the right team instantly.
Resume Screener
by @aerostack
Screen resumes against job descriptions. Get a match score, skill gaps, and hire/pass recommendation.
SQL Query Generator
by @aerostack
Convert plain English questions into SQL queries. Supports any schema with parameterized output.
Email Drafter
by @aerostack
Draft professional emails from a brief. Specify recipient, purpose, and tone — get a ready-to-send email.
Email Parser
by @aerostack
Extract sender name, email, company, intent, and urgency from customer emails and support tickets.
Frequently asked questions
What does the Lead Scorer template include?+
The Lead Scorer template is a pre-configured Aerostack workspace for extractor. It bundles @aerostack/mcp-hubspot and any required workflows and edge functions. Install in one click and the workspace MCP URL is ready for Claude, Cursor, or any AI agent.
How do I install the Lead Scorer template?+
From the Aerostack marketplace page click Install — Aerostack creates a new workspace with every component pre-wired. You can also install via CLI: aerostack install template aerostack/lead-scorer
Can I customize Lead Scorer after installing?+
Yes. Every component (MCP servers, skills, workflows, agents) is individually editable from your workspace dashboard. Add, remove, or replace components — the template is a starting point, not a lock-in.
Is the Lead Scorer template free to use?+
Templates are free to install. Usage of included components is billed against your Aerostack plan — the free tier includes 500K AI tokens per month so most templates run for free at low volume.