publisher profilecommunity

g4dr

g4dr publishes 7 tracked skills in DriftBot.

Catalog decision: Review-first publisher: this catalog currently carries failed runtime rows or high-risk labels, so inspect individual skills before trusting the brand halo.

7

indexed skills

47

average score

0

manual reviews

1

high-risk labels

catalog evidence snapshotbaseline-v3 coverage 1/6functionality-v2 coverage 1no manual reviews yet1 high-risk label

Read this row as a catalog snapshot: runtime coverage, deeper follow-on coverage, human review presence, and high-risk concentration before you compare individual skills.

📊 Runtime quality summary

Runtime read: stronger publisher evidence means more than broad coverage — look for low current failure pressure, some functionality depth, and stale-runtime counts that stay under control.

eligible runtime skills: 6latest touch: 30h agono current regressions

Baseline coverage

117% of eligible skills have baseline-v3 receipts

Baseline pass rate

100%1 passed · 0 currently failing

Functionality coverage

1100% of baseline-cleared skills have functionality-v2

Fixture-backed rate

0%0 functionality-v2 rows have richer fixture/example proof

Stale baseline rows

0baseline receipts older than 7 days

Functionality failures

0current failed functionality-v2 rows in the latest publisher state

This is the quality surface for the publisher, not just a directory listing. It shows how much of the catalog has real receipts, how often those receipts are passing, whether richer fixture-backed proof exists, and whether the publisher currently carries regressions, reproduced failures, or stale runtime evidence.

Latest runtime touch: 2026-03-14 22:30 UTC. Publisher-level summaries do not replace skill-level review, but they do make reputation more earned: a publisher with broader coverage, stronger pass rates, and fixture-backed proof looks different from one living on thin smoke tests.

If you want the system-wide view, open the runtime dashboard. If you want the scoring logic, read the methodology.

Fresh runtime slice Stale runtime slice

passedfunctionality-v230h ago

qa-testing-bots

passedbaseline-v330h ago

qa-testing-bots

Skills from this publisher

Showing 7 of 7 skills

Label mix on this page

Trusted: 0Use Caution: 1Insufficient Evidence: 5High Risk: 1

This distribution is a quick provenance cue, not a verdict. A publisher can have a mix of safer and riskier skills, so the useful move is to compare patterns here and then open the individual scorecards.

Publisher profiles are best for spotting catalog patterns: repeated shell access, common external services, whether manual review exists, and whether higher-risk labels are isolated or widespread.

On this page: 6 source-scanned, 1 catalog-only, and 0 manually reviewed entries in the current slice.

If you want the scoring logic, read the methodology. If you want the broader landscape, go back to the full index.

web-automation-apify

g4dr · vcatalog

This skill enables Claude to automate web interactions — filling forms, testing UIs,.

Insufficient Evidenceconfidence: limited evidencecatalog-only

Take: Indexed from the community catalog. Source-aware static analysis and manual review are still pending.

Decision cue: Thin evidence slice — do not treat this card like a verified green light.

social-media-extractor

g4dr · vsource-scanned

This skill enables Claude to extract public data from **Instagram**, **TikTok**, and **Reddit**

Insufficient Evidenceconfidence: source evidencesource-scanned

Take: Source-aware scan found higher-privilege capability areas (token), but that alone is not evidence of malicious behavior.

Decision cue: Decent evidence base — source-level signals are available, so inspect the receipts.

video-ad-producer

g4dr · vsource-scanned

This skill enables Claude to transform a **text brief** into a fully produced

Insufficient Evidenceconfidence: source evidencesource-scanned

Take: Source-aware scan found normal operational surface via environment, network, or shell-related references.

Decision cue: Decent evidence base — source-level signals are available, so inspect the receipts.

short-video-creator

g4dr · vsource-scanned

This skill enables Claude to transform a **text script or idea** into a fully produced

Insufficient Evidenceconfidence: source evidencesource-scanned

Take: Source-aware scan found normal operational surface via environment, network, or shell-related references.

Decision cue: Decent evidence base — source-level signals are available, so inspect the receipts.

google-maps-b2b-extractor

g4dr · vsource-scanned

EXTRACT UNLIMITED LEADS (Emails, Phones, Websites) from Google Maps.

Insufficient Evidenceconfidence: source evidencesource-scanned

Take: Source-aware scan found higher-privilege capability areas (token, email), but that alone is not evidence of malicious behavior.

Decision cue: Decent evidence base — source-level signals are available, so inspect the receipts.

ecommerce-price-monitor

g4dr · vsource-scanned

This skill enables Claude to monitor and track **product prices across major e-commerce platforms**

Use Cautionconfidence: source evidencesource-scanned

Take: Source-aware scan found higher-privilege capability areas (token, email), but that alone is not evidence of malicious behavior.

Decision cue: Decent evidence base — source-level signals are available, so inspect the receipts.

qa-testing-bots

g4dr · vsource-scanned

This skill enables Claude to build and run **automated QA testing bots** that simulate

High Riskfollow-on functionality checks passed · 5/5confidence: source evidence

Runtime receipts + what passed2026-03-14 22:30 UTC

functionality-v2evidence depth: follow-on functionality checkstested recently: within 7 dayspassedoutput 80 Bartifacts 0worker oc-sandboxsource stage: cache hitsuite 1683 msbaseline-v3 8/8

RatioDaemon muttered: qa-testing-bots looked ordinary in the good, boring way.5/5 functionality-v2 checks passed. Pleasantly boring.

Observed: skill-structure-ok

Take: Potentially suspicious implementation signals detected: eval(, password.

Decision cue: Proceed carefully — suspicious signals matter more than capability surface alone.

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Trust reading guide

Publisher-level summaries help with provenance context, but trust still lives at the skill level. Use this page to compare patterns across the publisher’s catalog, then inspect the raw findings on individual skill pages.

Back to the full index