Lookalike Company Finder

v1.0.0$0.005/lookalike companyContact Discovery

Last updated October 24, 2026

Find companies similar to your best customers or a competitor. Enter seed domains and get lookalike companies ranked by a 0 to 100 similarity score, with the evidence: shared keywords, search mentions, comparison pages, tools, and optional business model, Reddit, and marketplace checks.

Install

bash
npx @mambalabsdev/mcp-lookalike-company-finder

Every tool here also runs hosted, with no install at all, through Apify's MCP endpoint.

Features

  • Find companies similar to your best customers or a competitor.
  • Enter seed domains and get lookalike companies ranked by a 0 to 100 similarity score, with the evidence: shared keywords, search mentions, comparison pages, tools, and optional business model, Reddit, and marketplace checks.
  • Pay per event: Lookalike company at $0.005.

Input

seed_domainsarrayoptional

Seed company domains. One to ten company domains to find lookalikes for, for example smartlead.ai. Several seeds from one market sharpen the ranking.

seed_domainstringoptional

Seed company domain. One seed domain, for a Clay column. Used together with Seed company domains when both are given.

max_resultsstringoptional

Max lookalike companies. Companies returned, best first, 1 to 100. Each one is billed.

min_scorestringoptional

Minimum similarity score. Only return companies scoring at least this, 0 to 100.

use_classifierstringoptional

Compare business models. Yes: run Mamba Labs Website Phrase and Business Model Classifier on the seeds and the top candidates, and score a match on business model and B2B or B2C side. Apify charges that actor's own per domain price to your account.

classify_top_nstringoptional

Candidates to classify. How many top candidates the business model check reads, 1 to 50.

use_redditstringoptional

Add Reddit co-mentions. Yes: run Mamba Labs B2B Reddit Conversation Monitor on each seed (25 threads) and score candidates that Reddit threads name as competitors. Apify charges that actor's own per row prices to your account.

use_marketplacesstringoptional

Add marketplace overlap. Yes: run Mamba Labs Integration and Marketplace Presence Mapper on the seeds and the top candidates, and score shared app marketplace listings. Apify charges that actor's own per listing price to your account.

exclude_domainsarrayoptional

Exclude domains. Domains never to return, for example your own and your current customers.

max_charge_usdstringoptional

Max charge per run (USD). Stop before a row would push this run past this amount. Empty: no limit beyond the one you set in Apify. Child runs are billed by their own actors.

Output schema

json
{
  "row_type": "string",
  "input_key": "string",
  "seed_domains": "array",
  "rank": "integer",
  "company_domain": "string",
  "company_name": "string",
  "homepage_title": "string",
  "homepage_description": "string",
  "similarity_score": "integer",
  "score_breakdown_json": "string",
  "found_via": "array",
  "search_mentions": "integer",
  "named_in_comparison": "boolean",
  "shared_keywords": "array",
  "shared_tech": "array",
  "tech_detected": "array",
  "has_pricing_page": "boolean",
  "has_demo_or_trial": "boolean",
  "business_model": "string",
  "b2b_or_b2c": "string",
  "business_model_match": "null",
  "reddit_comention": "null",
  "marketplaces": "null",
  "shared_marketplaces": "null",
  "candidates_found": "null",
  "candidates_scored": "null",
  "evidence_used": "null",
  "child_runs_json": "null",
  "row_status": "string",
  "error_reason": "null",
  "billable_events_json": "string",
  "checked_at": "string"
}

Pricing

$0.005per lookalike company

Pay-per-event billing on the Apify platform. You are charged only when the actor returns a result. No subscription, no seat license.

Free-tier Apify accounts include monthly free compute. Upgrade for higher concurrency and volume.