GTM signal enrichment,
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GTM enrichment data comes back nested, inconsistent, and expensive to normalize. Mamba Labs tools fix that: every actor and server returns one flat row per company, priced per result, with no subscription and no API keys required. Run them from Clay, call them from an AI agent, or hit the API directly.

Apify Actors

Web scraping and data enrichment tools that run on Apify. Call them from Clay, the Apify API, or any HTTP client.

57 actors · $0.002 to $0.085 per result · no API keys · flat Clay-ready JSON

Signal Detection Actors

Real-time intent and activity signals scraped from public sources. Detect GTM hiring from Greenhouse, Lever, and Ashby career pages, fingerprint a company tech stack, scan job boards by configurable role category, map a company social footprint across platforms, and capture funding and press events.

GTM Hiring Signal ScraperGreenhouse, Lever and Ashby scraped for Sales, RevOps and Growth roles$0.05/resultTech Stack Signal DetectorWhich GTM tools a company uses, as CRM, sequencer and automation flags$0.015/resultJob Board Keyword Signal ScannerCustom or preset role keywords across Greenhouse, Lever and Ashby$0.05/resultFunding & Press Signal ScannerGoogle News and PR wires for funding rounds, exec moves, launches and acquisitions$0.03/resultCompany Change-Event FeedOnly the deltas across hiring, tech stack, funding, firmographics and social$0.01/resultJob Posting MonitorCompanies hiring for any role, with firmographics and a LinkedIn URL per posting$0.02/resultAI Tooling DetectorWhether a company declares, deploys or charges for AI, with a maturity tier$0.003/resultPublishing Frequency TrackerHow much long form work a company publishes, and whether the rate is rising$0.004/resultWorkplace Program DetectorWhich people programs a company publishes, from resource groups to parental leave$0.008/resultEvent Presence IndexThe third party conferences and trade shows a company says it attends$0.005/resultGovernment Contract Award MonitorWinners of US federal contracts and grants, NIH SBIR awards and UK public contracts$0.005/resultLinkedIn Post TrackerIndexed posts from profiles and company pages, with no request to LinkedIn$0.002/postReporting Window FinderFiscal year end, next reporting date and the open and close of the outreach window$0.006/companyCompany Funding RecordSEC EDGAR Form D, UK Companies House and press, each labeled with its source$0.0045/companyGitHub Organization Signal ScannerDomain to GitHub org with repository count, stars, languages and recent push activity$0.003/companyMeta Ad Library MonitorA company active Meta ads, one row per ad with creative text, platforms and start date$0.004/advertiserInfluencer Change MonitorRechecks a saved creator list and returns one row per change since the last run: follower milestone, newsletter added, new product, new bio link, new manager$0.008/creatorAccount Hiring WatchWatch company domains and get only what changed since the last run: new, closed, and reposted job postings$0.01/posting change

Enrichment Actors

Turn a domain into structured company data. Resolve LinkedIn URLs, check email deliverability with a full DNS audit, enrich firmographics from public sources, and reconcile any name or domain to one canonical company identity.

Company Social Presence MapperLinkedIn, X, Instagram, Facebook and YouTube URLs plus public follower counts$0.015/resultDomain to LinkedIn URL ResolverThe LinkedIn company URL with resolution method, confidence and a slug mismatch flag$0.006/resultDomain Deliverability CheckerSPF, DKIM, DMARC, MX, catch all and blacklist checks with a 0 to 100 health score$0.005/resultCompany Firmographic EnricherEmployee band, industry, HQ, founded year and revenue estimate from public markup$0.004/resultCompany Identity ResolverName, domain or LinkedIn URL into one canonical identity with a match method$0.007/resultOutbound Stack DetectorWhether a company runs cold email, on what stack, and from which sending domains$0.004/resultLegal Entity ResolverLegal name, company number, jurisdiction, status, LEI and VAT behind a domain$0.007/resultTeam Page People ExtractorExecutives and staff published on a company's own team or leadership page$0.006/resultAgent Accessibility AuditorWhether an AI agent can read a site, checked against llms.txt and robots rules$0.005/resultTikTok Brand Presence MapperA brand's official TikTok account with follower, like and video counts$0.004/companyInstagram Facebook Brand Presence MapperInstagram, Threads and Facebook accounts in one call, with follower and post counts$0.005/companyLinkedIn Company Page MapperFree. The LinkedIn company page, verified against the company site, with name and tagline, and a follower count on somefreeYouTube Channel Stats ExtractorThe channel with subscriber count, stable channel id, creation date and description$0.0035/companyPinterest Brand Presence MapperThe Pinterest business account with follower, pin and board counts and activity recency$0.0035/companyPage Finder and ExtractorPricing, careers, investor relations and 40 more page types on a company's own site$0.004/resultReddit Brand Presence MapperThe official subreddit from a domain, with posting cadence, recency and mentions$0.0095/companyTrustpilot Reputation EnricherTrustpilot TrustScore, review count and the full one to five star breakdown$0.003/companyWebsite Traffic Rank EstimatorA Tranco popularity rank for any domain, with a 40 day trend and an honest band$0.0025/companyBluesky Brand Presence MapperThe official Bluesky account from a domain, with exact follower, following and post counts$0.0035/companyEcommerce Platform ProfilerThe storefront platform, payment providers, catalog size, currencies and shipping reach$0.0035/companyX Brand Presence MapperThe official X handle from a domain, with profile URL, follower count, bio and account age$0.0035/companyInfluencer Profile ScraperReads public creator profiles from handles or URLs$0.006/profileLink in Bio Scraper and Newsletter DetectorFollows a creator's link-in-bio page and website$0.008/creatorInfluencer Talent Agency LookupMatches a creator to the talent agency that represents them, or an agency to its public roster$0.008/lookup

Contact Discovery Actors

Find and qualify the people behind an account. Search named contacts at a company with a verified work email, run a multi-provider email waterfall with per-provider cost attribution, and classify any job title into a department and seniority rank.

People Finder & Email VerifierPeople by seniority and department, with an email waterfall and catch all verification$0.02/resultWork Email WaterfallWork emails through your own provider keys, with real per provider spend returned$0.02/resultContact ClassifierTitle in, department and seniority out, on a deterministic ladder with no API key$0.003/resultCompany Contact Details ExtractorRole email addresses, a main phone number and a postal address from a company domain$0.0035/companyInfluencer FinderFinds creators by keyword and niche across TikTok, Instagram, YouTube, Pinterest, Twitch, Threads, and podcasts$0.007/creatorInfluencer Lead List BuilderRuns discovery, profile read, and link-in-bio check in one run, from keywords or a handle list$0.007/creatorExpert Witness DirectoryExpert witness and medico-legal directory records for the United States and Australia from 18 public sources, deduped into one record per person, mapped to one specialty taxonomy, with each source's terms posture disclosed$0.004/recordJob Change TrackerChecks whether your contacts still work where your CRM says$0.025/personNew Hire FinderFind people who started a role at a company in the last few months$0.085/new hireCareer Change Signal EngineSend the contacts you watch and get back only what changed: who left, who landed where, who replaced them, and who started after a role closed$0.02/contact

Scoring and Intelligence Actors

Combine raw signals into a decision. Aggregate hiring and tech stack data into one company intelligence brief, score any company against your weighted ICP criteria from 0 to 100 with a full signal breakdown, chain enrichment and scoring and contact discovery in one call, or build a target list from scratch.

GTM Signals AggregatorHiring and tech stack folded into one composite score and recommended action$0.055/resultICP Fit ScorerA 0 to 100 fit score and A to D tier against your weighted ICP, with the breakdown$0.05/resultProspect EngineA domain or hiring keyword into enriched records and verified contacts, with provenance$0.015/resultCompany Discovery List BuilderJob role keywords and a location into companies currently hiring, from a live index$0.004/result

Outbound Actors

Move a finished list into the tool that sends. Push enriched leads into an Instantly or Smartlead campaign with an ICP score gate, campaign deduplication, and a dry run that returns the exact payload without sending it.

Sequencer Lead PushLeads into Instantly or Smartlead, gated on ICP score and deduplicated, with a dry run$0.01/result

MCP Servers

The same tools, wrapped for AI agents. Install via npx and call from Claude, Cursor, Windsurf, or any MCP-compatible client.

58 servers · install via npx · works with Claude, Cursor, Windsurf · flat JSON output

All-in-One

GTM Suite

v1.14.0

The complete account-intelligence layer for your GTM stack. Twenty one tools, one install. Covers the full workflow: resolve company identity and legal entity, enrich firmographics, map social presence and event presence, detect hiring, tech stack, and AI tooling signals, fingerprint outbound infrastructure, track publishing cadence, scan funding and press events, track company changes, monitor public awards, audit agent accessibility, capture LinkedIn posts, classify contacts, aggregate GTM signals, score ICP fit, and push the result to your sequencer.

bash
npx @mambalabsdev/mcp-gtm-suite

Signal Detection Servers

Real-time intent and activity signals scraped from public sources. Detect GTM hiring from Greenhouse, Lever, and Ashby career pages, fingerprint a company tech stack, scan job boards by configurable role category, map a company social footprint across platforms, and capture funding and press events.

GTM Hiring Signal ScraperGreenhouse, Lever and Ashby scraped for Sales, RevOps and Growth roles$0.05/resultTech Stack Signal DetectorWhich GTM tools a company uses, as CRM, sequencer and automation flags$0.015/resultJob Board Keyword Signal ScannerCustom or preset role keywords across Greenhouse, Lever and Ashby$0.05/resultFunding & Press Signal ScannerGoogle News and PR wires for funding rounds, exec moves, launches and acquisitions$0.03/resultCompany Change-Event FeedOnly the deltas across hiring, tech stack, funding, firmographics and social$0.01/resultJob Posting MonitorCompanies hiring for any role, with firmographics and a LinkedIn URL per posting$0.02/resultAI Tooling DetectorWhether a company declares, deploys or charges for AI, with a maturity tier$0.003/resultPublishing Frequency TrackerHow much long form work a company publishes, and whether the rate is rising$0.004/resultWorkplace Program DetectorWhich people programs a company publishes, from resource groups to parental leave$0.008/resultEvent Presence IndexThe third party conferences and trade shows a company says it attends$0.005/resultGovernment Contract Award MonitorWinners of US federal contracts and grants, NIH SBIR awards and UK public contracts$0.005/resultLinkedIn Post TrackerIndexed posts from profiles and company pages, with no request to LinkedIn$0.002/postReporting Window FinderFiscal year end, next reporting date and the open and close of the outreach window$0.006/companyCompany Funding RecordSEC EDGAR Form D, UK Companies House and press, each labeled with its source$0.0045/companyGitHub Organization Signal ScannerDomain to GitHub org with repository count, stars, languages and recent push activity$0.003/companyMeta Ad Library MonitorA company active Meta ads, one row per ad with creative text, platforms and start date$0.004/advertiserInfluencer Change MonitorRechecks a saved creator list and returns one row per change since the last run: follower milestone, newsletter added, new product, new bio link, new manager$0.008/creatorAccount Hiring WatchWatch company domains and get only what changed since the last run: new, closed, and reposted job postings$0.01/posting change

Enrichment Servers

Turn a domain into structured company data. Resolve LinkedIn URLs, check email deliverability with a full DNS audit, enrich firmographics from public sources, and reconcile any name or domain to one canonical company identity.

Company Social Presence MapperLinkedIn, X, Instagram, Facebook and YouTube URLs plus public follower counts$0.015/resultDomain to LinkedIn URL ResolverThe LinkedIn company URL with resolution method, confidence and a slug mismatch flag$0.006/resultDomain Deliverability CheckerSPF, DKIM, DMARC, MX, catch all and blacklist checks with a 0 to 100 health score$0.005/resultCompany Firmographic EnricherEmployee band, industry, HQ, founded year and revenue estimate from public markup$0.004/resultCompany Identity ResolverName, domain or LinkedIn URL into one canonical identity with a match method$0.007/resultOutbound Stack DetectorWhether a company runs cold email, on what stack, and from which sending domains$0.004/resultLegal Entity ResolverLegal name, company number, jurisdiction, status, LEI and VAT behind a domain$0.007/resultTeam Page People ExtractorExecutives and staff published on a company's own team or leadership page$0.006/resultAgent Accessibility AuditorWhether an AI agent can read a site, checked against llms.txt and robots rules$0.005/resultTikTok Brand Presence MapperA brand's official TikTok account with follower, like and video counts$0.004/companyInstagram Facebook Brand Presence MapperInstagram, Threads and Facebook accounts in one call, with follower and post counts$0.005/companyLinkedIn Company Page MapperFree. The LinkedIn company page, verified against the company site, with name and tagline, and a follower count on somefreeYouTube Channel Stats ExtractorThe channel with subscriber count, stable channel id, creation date and description$0.0035/companyPinterest Brand Presence MapperThe Pinterest business account with follower, pin and board counts and activity recency$0.0035/companyPage Finder and ExtractorPricing, careers, investor relations and 40 more page types on a company's own site$0.004/resultReddit Brand Presence MapperThe official subreddit from a domain, with posting cadence, recency and mentions$0.0095/companyTrustpilot Reputation EnricherTrustpilot TrustScore, review count and the full one to five star breakdown$0.003/companyWebsite Traffic Rank EstimatorA Tranco popularity rank for any domain, with a 40 day trend and an honest band$0.0025/companyBluesky Brand Presence MapperThe official Bluesky account from a domain, with exact follower, following and post counts$0.0035/companyEcommerce Platform ProfilerThe storefront platform, payment providers, catalog size, currencies and shipping reach$0.0035/companyX Brand Presence MapperThe official X handle from a domain, with profile URL, follower count, bio and account age$0.0035/companyInfluencer Profile ScraperReads public creator profiles from handles or URLs$0.006/profileLink in Bio Scraper and Newsletter DetectorFollows a creator's link-in-bio page and website$0.008/creatorInfluencer Talent Agency LookupMatches a creator to the talent agency that represents them, or an agency to its public roster$0.008/lookup

Contact Discovery Servers

Find and qualify the people behind an account. Search named contacts at a company with a verified work email, run a multi-provider email waterfall with per-provider cost attribution, and classify any job title into a department and seniority rank.

People Finder & Email VerifierPeople by seniority and department, with an email waterfall and catch all verification$0.02/resultWork Email WaterfallWork emails through your own provider keys, with real per provider spend returned$0.02/resultContact ClassifierTitle in, department and seniority out, on a deterministic ladder with no API key$0.003/resultCompany Contact Details ExtractorRole email addresses, a main phone number and a postal address from a company domain$0.0035/companyInfluencer FinderFinds creators by keyword and niche across TikTok, Instagram, YouTube, Pinterest, Twitch, Threads, and podcasts$0.007/creatorInfluencer Lead List BuilderRuns discovery, profile read, and link-in-bio check in one run, from keywords or a handle list$0.007/creatorExpert Witness DirectoryExpert witness and medico-legal directory records for the United States and Australia from 18 public sources, deduped into one record per person, mapped to one specialty taxonomy, with each source's terms posture disclosed$0.004/recordJob Change TrackerChecks whether your contacts still work where your CRM says$0.025/personNew Hire FinderFind people who started a role at a company in the last few months$0.085/new hireCareer Change Signal EngineSend the contacts you watch and get back only what changed: who left, who landed where, who replaced them, and who started after a role closed$0.02/contact

Scoring and Intelligence Servers

Combine raw signals into a decision. Aggregate hiring and tech stack data into one company intelligence brief, score any company against your weighted ICP criteria from 0 to 100 with a full signal breakdown, chain enrichment and scoring and contact discovery in one call, or build a target list from scratch.

GTM Signals AggregatorHiring and tech stack folded into one composite score and recommended action$0.055/resultICP Fit ScorerA 0 to 100 fit score and A to D tier against your weighted ICP, with the breakdown$0.05/resultProspect EngineA domain or hiring keyword into enriched records and verified contacts, with provenance$0.015/resultCompany Discovery List BuilderJob role keywords and a location into companies currently hiring, from a live index$0.004/result

Outbound Servers

Move a finished list into the tool that sends. Push enriched leads into an Instantly or Smartlead campaign with an ICP score gate, campaign deduplication, and a dry run that returns the exact payload without sending it.

Sequencer Lead PushLeads into Instantly or Smartlead, gated on ICP score and deduplicated, with a dry run$0.01/result

Skills

Automation playbooks for AI coding agents. Packs, premium skills, and the free library from the public Mamba Labs skills repository.

10 packs · 35 premium · 56 free · install into Claude Code, Cursor, or any agent that reads skills

Browse skills101 in total

Guides

Two tools side by side on the same seven questions, and one page per job for the work people actually bring us. Neither is a listing and neither flatters us.

103 comparisons · 735 use cases · the same questions asked of every tool

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Built for you

Need a custom Apify actor, a private MCP server, or a Clay workflow engineered to your enrichment spec? Mamba Labs does contract builds for GTM teams, backed by 11 years of full-stack engineering and Clay Certified expertise.

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GTM Dashboards

A full GTM operating layer is in development. Campaign visibility, pipeline analytics, and signal monitoring in one place.