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@mambalabsdev/gtm-core
Advanced tools
Shared runtime for the Mamba Labs GTM actor fleet: domain and slug normalization, output validation, free-tier metering, SERP and HTTP layers, LinkedIn and social resolution, ATS scrapers, and the merge and provenance engine.
Shared runtime for the Mamba Labs GTM actor fleet. Domain and slug normalization, output validation, free-tier metering, HTTP and SERP layers, LinkedIn and social resolution, ATS scrapers, employer resolution, and the merge and provenance engine.
Fourteen actors carried their own copy of most of this. 81 symbol names appeared in two or more actors, 33 of them byte-identical and 48 divergent. This package is the one copy.
npm install @mambalabsdev/gtm-core@0.1.0
Pin an exact version. No carets. A package publish must not be able to reach every actor on its next build.
Import by subpath so an actor pulls in only what it uses:
// CommonJS actors
const { cleanDomain } = require('@mambalabsdev/gtm-core/domain');
// ESM actors
import { toBool } from '@mambalabsdev/gtm-core/coerce';
The package is CommonJS on purpose. Eleven fleet actors are ESM and three are CommonJS; Node's named-export detection for CommonJS serves both natively from one build, with no dual-package hazard and no build step.
| Subpath | What it owns |
|---|---|
/coerce | toBool, toInt, toBoundedInt, toStringArray, currentMonthKey, sleep, unique, withTimeout, mapWithConcurrency, safePreview |
/output | makeValidator(fields) producing validate, coerce and buildEmptyRecord |
/domain | cleanDomain, stripTld, domainToSlug(Candidates), levenshtein, slugCloselyMatches, normalizeName, namesMatch, normalizeLinkedIn, isAggregatorDomain, isJobAggregatorDomain, isAtsHostDomain, hostFromUrl |
/metering | createMeter, free-tier gate, monthly usage, fail-open named-KVS wrapper, cross-run cache, charge-on-output |
/proxy | buildResidentialProxy, buildDatacenterProxy, proxyUrlGetter, maskProxyUrl |
/http | fetchPage, headPage, getJson, postJson |
/serp | duckDuckGoSearch, braveSearch, parseResultBlocks, provider registry, resolveApiKey |
/social | platform regexes and extract*Url for LinkedIn, Facebook, Instagram, X, YouTube |
/linkedin | validateLinkedInUrl, resolveByPatternMatch, resolveWithMethod |
/jsonld | findOrganizationNode (subtypes included), parseLdBlocks(Detailed), collectSameAs, formatHqLocation, companyNameFromPage |
/schema-org | organizationDepth, isOrganizationNode, the Organization subtype hierarchy as a child-to-parent map |
/phone | extractCompanyPhone, normalizePhone, resolveCountry, organizationDepth, company main line scanned from every JSON-LD block on a page, Organization subtypes included; findCompanyMainLine widens it to the contact page, the about page and a search lookup through an injected fetcher and search function |
/ats | detectATS, discoverBoard (override, then slug variants, then probe), deriveSlugVariants, and fetchers for Greenhouse, Lever, Ashby, Workday, Rippling. Pass withContent: true to keep job bodies |
/render-mode | computeRenderMode(pages) and the exported ratio thresholds plus READABILITY_FLOOR_CHARS |
/sensitive-terms | PROTECTED_CHARACTERISTIC_PATTERN, scrubEvidencePhrase(phrase, maxChars) |
/provenance | runSource, mergeSources, field, flattenProvenance |
/employer | resolveEmployer, employer extraction from a job description |
/employment | resolveEmployment, current employer and title from a HeyReach lead's experiences (current, between roles, or unknown), monthYearLabel |
No apify import, anywhere. The two runtime-coupled modules take their
runtime surface as an argument:
const meter = await createMeter(
{ openStore: (n) => Actor.openKeyValueStore(n), charge: Actor.charge, setStatus: Actor.setStatusMessage, log },
{ limit: FREE_TIER.ASSISTED, usageStoreName: 'my-actor-usage', cacheStoreName: 'my-actor-cache' },
);
That is what makes the metering code, which is exactly the code Apify's QA gate
exercises under a restricted token, testable under plain node --test.
No vendor credential is ever read from the environment. Different clients
supply different keys for the same provider, so resolveApiKey(provider, keys, env) takes an explicit key bag, and env defaults to an empty object. An actor
that wants an environment fallback passes process.env in itself.
Every named key-value store open is fail-open. Apify's Store QA runs prefill under a LIMITED_PERMISSIONS token that 403s on named-store getOrCreate. An actor that crashes there is flagged Under Maintenance and pulled from discovery. That bug class took out three actors in June and July 2026.
The fleet's 10 / 15 / 25 / 50 spread tracked neither price nor volume nor cost.
FREE_TIER replaces it with three classes based on cost to serve, so a free row
costs Mamba Labs roughly the same whichever actor produced it:
| Class | Rows per month | Applies to |
|---|---|---|
SELF_SERVE | 50 | pure HTTP and regex, no vendor spend, no browser |
ASSISTED | 25 | SERP fetches, a headless browser, or many fetches per row |
VENDOR | 10 | a paid third-party API call per row, or a sub-actor fan-out |
npm test
test/fixtures/characterization.json freezes what the fleet did on 2026-08-03,
captured directly from the actor repos before any symbol moved. The tests assert
gtm-core against that frozen behavior. Where gtm-core deliberately differs, the
difference is declared in the test with its reason, and the test asserts the new
value. An undeclared difference fails the suite.
Regenerate the capture only when you intend to change the contract:
npm run capture
Three came from the audit and three were found during the characterization capture.
| Actor | Defect |
|---|---|
| gtm-tech-stack-signal-scraper | a null entry in domains[] normalized to the literal string "undefined", which is truthy, survived .filter(Boolean), and launched a Playwright crawl against the domain undefined |
| gtm-tech-stack-signal-scraper | never stripped paths, so stripe.com/pricing was crawled verbatim as a domain |
| gtm-signals-aggregator | never lowercased, so Stripe.COM and stripe.com were two different companies to the dedupe key and both were processed |
| gtm-signals-aggregator | normalizeDomain threw a TypeError on a numeric input, because (raw || '').trim() calls .trim on a number |
| identity-resolver, social-mapper, linkedin-resolver | validateOutput threw a TypeError on a record carrying an undefined field, inside the push path where nothing caught it, because JSON.stringify(undefined).slice(...) throws |
| Lever fetcher | the Lever posting API returns HTTP 200 with an empty array for a slug with no public board, so "not on Lever" read as "on Lever with zero openings"; now cross-verified against the public careers page |
New subpath /employment. resolveEmployment({ companyName, companyUrl, position, experiences }) reads a HeyReach lead's experiences and returns
the employment status. An experience with a null end is current, and the
latest start wins when several are open. No open experience means between
roles: current company and title are null, and the most recent role is kept
as the last known company, title, and end month (YYYY-MM). Missing or empty
experiences returns unknown with HeyReach's own companyName and
position kept. HeyReach sends experiences as a JSON string; both the
string and an array are accepted. HeyReach fills companyName from the
newest role with a company and ignores its end date, so a person on a career
break reads as still employed. Shared by the Proofed HeyReach import and the
Proofed reply card.
phone.findCompanyMainLine reads the main line from the homepage, then the
contact page, then the about page, then a search engine response, in that
order within each tier: structured data, then tel: links, then a number a
visible label names as a phone, then search. The homepage alone filled 6.7
percent of 30 domains on 2026-08-05. The module still opens no connection:
the caller passes fetchPage(url) and search(query). A hit on a secondary
page names the page in its source (contact_page_tel_link,
about_page_jsonld_organization); search hits are search_knowledge_graph,
search_place, and search_snippet. A .co.uk, .de or similar domain supplies
the country when the caller passes none. extractCompanyPhone and its output
shape are unchanged. A consumer that caches the new function's result puts
MAIN_LINE_SHAPE_VERSION (2) in its cache key.
linkedin.resolveByPatternMatch probes the variant slugs three at a time
(VARIANT_BATCH) instead of all at once, stopping at the first hit. With the
0.3.15 candidate list a single Promise.all over 8 variants pushed every HEAD
through the residential proxy together and 6 of 8 aborted at the 5 s ceiling
on the verification run (europascience.com, run rmpHQtMFk6gOlNa30), which
turned a real hit into a search fallback. Pin 0.3.16 with 0.3.15's candidates.
domain.domainToSlugCandidates(domain, { companyName }) adds hyphenated and
name derived LinkedIn slug candidates after the unchanged frozen block: the
slugified company name (orlando-weekly, 411-locals, retro-report,
ai-global-media), a dictionary split of a run together stem when no name is
passed, the name plus a legal suffix (europa-science-ltd), and the stem joined
to a word bearing top level domain (techbuzz.news to techbuzznews). Capped
at 12. linkedin.resolveByPatternMatch takes companyName in its options and
passes it through. The 2026-09-16 Proofed enrichment review found 25 of 33
company page misses were companies whose slug is one of these forms. New
exports companyNameToSlug and segmentStem. 43 dependent actor suites pass
against this build; the one failure (public-award-monitor, a prefill assertion
on its own input schema) is pre-existing and identical on 0.3.9.
Withdraws 0.3.13. linkedin.resolveByPatternMatch is back to the stem first,
variants on a miss, 5 s HEAD timeout form. On a 50 domain verification run
the 3 s ceiling lost 10 of 25 pattern match hits: a LinkedIn HEAD through
residential proxy measures 1.6 to 3.8 s. Pin 0.3.14; 0.3.13 is deprecated
on npm.
linkedin.resolveByPatternMatch checks every slug candidate at once, each
HEAD with a 3 s timeout (PATTERN_HEAD_TIMEOUT_MS, also accepted as the
timeout option). It checked the bare stem first with a 5 s timeout and only
then the variants, so a stem miss cost 7.2 s before any search started; the
phase was 26 percent of domain-to-linkedin-url-resolver run time. Candidate
order is still preference order: the stem wins when a variant also validates.
resolveWithMethod is unchanged in shape. Pin 0.3.13 on the two resolvers.
Closes the last known bare-Partner false positive. A digit after Partner is
now blocked: DevX Software Engineer (Partner 16, Partner 18), ASG is a real
title carried in the contact-classifier drift oracle, those are internal level
bands, and it was still classifying as c_level on 0.3.6.
0.3.7 is the version to pin. 0.3.5 and 0.3.6 are progressively weaker versions of the same fix.
Completes the 0.3.5 fix. 0.3.5 keyed the lookbehind on the word immediately
before Partner only, which missed Talent Acquisition Partner: the qualifier
sits one word back, and six people on premiertalentpartners.com/about carry
exactly that title. The lookbehind now allows a single intervening word, with
partner ranks (Managing, General, Founding, Senior, Equity,
Operating, Venture, Name) exempt so Technology Managing Partner stays
C-level. acquisition was added to the qualifier list from the same page.
Use 0.3.6, not 0.3.5. 0.3.5 is a strictly weaker version of the same fix.
seniority: Partner is no longer a bare token in the c_level rule. THIS
IS A BEHAVIOR CHANGE INSIDE A CLASSIFIER.
\bPartner\b answered "does this text contain the word Partner", not "is this
title a partner", so every ... Partner and Partner ... title classified as
C-suite. Benefits Partner, HR Business Partner, Channel Partner Manager
and Partner Sales Director were all c_level, and
team-page-people-extractor is public and filters on
seniority_filter: executive, so buyers were served HR business partners in
place of executives.
Partner now carries a negative lookbehind for qualifier words and a negative
lookahead for the function nouns it modifies, both derived from 3373 real ATS
job titles and the people-finder benchmark corpora. Partner,
Managing Partner, General Partner, Founding Partner and Senior Partner
are unchanged and still c_level.
Consumer impact. Titles previously classified c_level on a bare Partner
match now classify differently: other where the title has no other rank, or
the rank the rest of the title carries (Partner Sales Director is now
director, Channel Partner Manager is now manager). Any consumer that has
stored historical seniority values will see a discontinuity at this version,
and any count of executives taken before and after this release is not
comparable. Rows are not dropped; they move down the ladder, and rows sitting
behind seniority_filter: executive will disappear from that filter's output.
No other rule, level, filter or export changed.
Built by Mamba Labs
FAQs
Shared runtime for the Mamba Labs GTM actor fleet: domain and slug normalization, output validation, free-tier metering, SERP and HTTP layers, LinkedIn and social resolution, ATS scrapers, and the merge and provenance engine.
The npm package @mambalabsdev/gtm-core receives a total of 7 weekly downloads. As such, @mambalabsdev/gtm-core popularity was classified as not popular.
We found that @mambalabsdev/gtm-core demonstrated a healthy version release cadence and project activity because the last version was released less than a year ago. It has 1 open source maintainer collaborating on the project.

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