prospector

prospector

Enables AI assistants to run a GTM lead pipeline that scrapes sources, applies ICP gates to disqualify leads, checks email deliverability, and requires human approval before any lead is marked qualified.

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README

Prospector

A GTM lead pipeline you can fork. An augment: the pipeline plus the playbook that teaches an AI assistant to run it. Fork it, run /onboard in Claude Code, set your own ICP in the gates, drop in your key, and it finds qualified leads for YOUR customer profile.

The gates disqualify rather than score: dead site, info@ only, nobody who owns sales. A row that trips one is out, and the row says which gate killed it.

Provenance, stated plainly: extracted from a pipeline built in 48 hours for a real GTM trial task in August 2026. That run produced 100 leads with every email backed by a live DNS MX record, for $4.12 of new spend. The run was the proof; this pipeline is the product. No lead data ships here: lead lists are personal data, so you generate your own (see data/README.md).

Three design calls the first run forced

  1. Measure the source before building on it. The first Crunchbase scrape of 300 companies showed 74% had raised past the revenue ceiling and 7% fit the ICP, so Clutch became the primary source on day one. Agencies rarely raise venture capital; Clutch lists them by service.
  2. Fail loudly or you fail silently. An early run wrote a file and reported success while every row was null. The null-rate check in the Clutch scraper now runs before any file write.
  3. Never claim more than you checked. Emails pass syntax, live DNS MX, and a role-account check. No SMTP handshake runs, so email_status never says valid. A CAPTCHA ends a Crunchbase run instead of being routed around.

Pipeline

src/icp.ts                   The ICP as zod schemas: the company gate and the shape of a shipped lead.
src/scrapers/crunchbase.ts   Playwright. Logged-in saved search, real pagination, 2s between requests, stops on CAPTCHA.
src/scrapers/clutch.ts       Playwright. Category listings, null-rate check before it writes anything.
src/pipeline/normalize.ts    Merge both sources, normalize domains, ICP geo and headcount filter, dedupe by domain.
Apify actors                 LinkedIn jobs and posts for the intent signal.
Clay                         Decision maker, sales owner, work email, through Clay's MCP server.
src/pipeline/finalize.ts     Join Clay output, MX check, drop non-sales titles, rank by tier, validate every row.

src/mcp/server.ts exposes the pipeline as an MCP server with four tools. src/agent/qualify.ts drives it, scores each lead against the ICP, and stops at a human approval gate. No lead is marked qualified without a person saying so.

Run

pnpm install
npx playwright install chromium
pnpm test                                # 42 tests green before you trust anything
pnpm scrape:clutch
pnpm scrape:crunchbase                   # optional; needs .crunchbase.storageState.json from a logged-in session
pnpm normalize                           # writes data/companies.csv
pnpm finalize path/to/clay-export.csv    # writes data/leads_final.csv
pnpm mcp                                 # the pipeline as an MCP server
pnpm agent                               # reads data/companies.csv

Dry-run on a fresh clone: cp data/sample-companies.csv data/companies.csv gives pnpm agent three FICTIONAL rows to chew on before you scrape anything real.

The signal step needs APIFY_TOKEN (copy .env.example to .env). The Clay step runs through Clay's MCP server, configured in your agent host, not scripted here.

Fork it for your own ICP

/onboard in Claude Code walks the whole setup: your ICP into src/icp.ts, your key, the run order. About 15 minutes. Manual version: .claude/skills/onboard/SKILL.md.

A run costs about $4 in Apify credit. Scraping and filtering cost $0.

What it will not do

Send email, buy data, solve or bypass a CAPTCHA, mark a lead qualified without a human, or ship anyone's personal data in the repo.

License: MIT. LICENSE.md.

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