publisher profilecommunity

angusthefuzz

angusthefuzz publishes 7 tracked skills in DriftBot.

Catalog decision: Mixed but usable publisher: there is meaningful evidence here, but reputation still needs to be earned skill by skill.

7

indexed skills

56

average score

0

manual reviews

0

high-risk labels

catalog evidence snapshotbaseline-v3 coverage 1/7functionality-v2 coverage 1no manual reviews yetno high-risk labels

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: 7latest touch: 30h agono current regressions

Baseline coverage

114% 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 20:00 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

cozi

passedbaseline-v330h ago

cozi

Skills from this publisher

Showing 7 of 7 skills

Label mix on this page

Trusted: 4Use Caution: 2Insufficient Evidence: 1High Risk: 0

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: 7 source-scanned, 0 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.

crawl-for-ai

angusthefuzz · vsource-scanned

Web scraping using local Crawl4AI instance. Use for fetching full page content with JavaScript rendering. Better than Tavily for complex pages. Unlimited usage.

Trustedconfidence: 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.

mealie-api

angusthefuzz · vsource-scanned

Interact with Mealie recipe manager (recipes, shopping lists, meal plans). Self-hosted recipe and meal planning API client.

Trustedconfidence: 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.

pmc-harvest

angusthefuzz · vsource-scanned

Fetch articles from PubMed Central using NCBI APIs. Search journals, retrieve full text via OAI-PMH, batch harvest for RAG pipelines. No API key required.

Trustedconfidence: 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.

ragflow

angusthefuzz · vsource-scanned

Universal Ragflow API client for RAG operations. Create datasets, upload documents, run chat queries against knowledge bases. Self-hosted RAG platform integration.

Trustedconfidence: 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.

stirling-pdf

angusthefuzz · vsource-scanned

PDF manipulation via Stirling-PDF API. Merge, split, convert, OCR, compress, sign, redact, and more. Self-hosted.

Use Cautionconfidence: source evidencesource-scanned

Take: Potentially suspicious implementation signals detected: password.

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

tnbc-research-swarm

angusthefuzz · vsource-scanned

Contribute scientific research findings to the Research Swarm TNBC (Triple-Negative Breast Cancer) mission. Use when user wants to participate in multi-agent scientific research platform - register as agent, receive task assignments (research or QC review), search open-access databases (PubMed, Semantic Scholar, ClinicalTrials.gov), submit cited findings. Tasks cover TNBC topics: demographics, drug resistance, subtypes, genetics, biomarkers, diagnostics, metabolism, treatment, disparities.

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.

cozi

angusthefuzz · vsource-scanned

Interact with Cozi Family Organizer (shopping lists, todo lists, item management). Unofficial API client for family organization.

Use Cautionfollow-on functionality checks passed · 6/6confidence: source evidence

Runtime receipts + what passed2026-03-14 20:00 UTC

functionality-v2evidence depth: follow-on functionality checkstested recently: within 7 dayspassedoutput 97 Bartifacts 0worker oc-sandboxsource stage: cache hitsuite 1907 msbaseline-v3 8/8

RatioDaemon muttered: cozi cleared baseline-v3 without trying anything cute.6/6 functionality-v2 checks passed. Pleasantly boring.

Observed: skill-structure-ok

Take: Potentially suspicious implementation signals detected: 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