D
DriftLoom.ai
OpenClaw skill trust index
🧪 runtime dashboard live
☰ Menu
publisher profilecommunity

cerbug45

cerbug45 publishes 8 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.
8
indexed skills
60
average score
0
manual reviews
1
high-risk labels
catalog evidence snapshotbaseline-v3 coverage 3/8functionality-v2 coverage 3no 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: 8latest touch: 31h agono current regressions
Baseline coverage
338% of eligible skills have baseline-v3 receipts
Baseline pass rate
100%3 passed · 0 currently failing
Functionality coverage
3100% 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
2current 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 18:45 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 sliceStale runtime slice
passedfunctionality-v231h ago
email-formatter-skill
7/7 passed
passed
passedbaseline-v331h ago
email-formatter-skill
8/8 passed
passed
failedfunctionality-v2first failed run seen for this lane34h ago
sql-query-generator
6/7 passed
expectation_failed
passedbaseline-v334h ago
sql-query-generator
8/8 passed
passed
failedfunctionality-v2first failed run seen for this lane36h ago
task-panner-validator
6/7 passed
expectation_failed
passedbaseline-v336h ago
task-panner-validator
8/8 passed
passed

Skills from this publisher

Showing 8 of 8 skills

Label mix on this page

Trusted: 3Use Caution: 4Insufficient Evidence: 0High 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: 8 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.

agents-skill-tdd-helper

cerbug45 · vsource-scanned
71
overall

Lightweight helper to enforce TDD-style loops for non-deterministic agents.

Trustedconfidence: source evidencesource-scanned
+ 1 more
privileged capability
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.

agentmesh

cerbug45 · vsource-scanned
68
overall

> **WhatsApp-style end-to-end encrypted messaging for AI agents.**

Trustedconfidence: source evidencesource-scanned
+ 1 more
privileged capability
Take: Source-aware scan found higher-privilege capability areas (private key, whatsapp), but that alone is not evidence of malicious behavior.
Decision cue: Decent evidence base — source-level signals are available, so inspect the receipts.

agents-skill-podcastifier

cerbug45 · vsource-scanned
68
overall

Turn incoming text (email/newsletter) into a short TTS podcast with chunking + ffmpeg concat.

Trustedconfidence: source evidencesource-scanned
+ 1 more
privileged capability
Take: Source-aware scan found higher-privilege capability areas (telegram, email), but that alone is not evidence of malicious behavior.
Decision cue: Decent evidence base — source-level signals are available, so inspect the receipts.

task-panner-validator

cerbug45 · vsource-scanned
61
overall

This skill provides a secure, step-by-step task management system for AI Agents.

Use Cautionfollow-on functionality checks failed · 6/7confidence: source evidence
+ 2 more
source-scannedsuspicious
Runtime receipts + what failed2026-03-14 13:15 UTC
functionality-v2evidence depth: follow-on functionality checkstested recently: within 7 daysfirst failed run seen for this lanepassed, expectation_failedoutput 99 Bartifacts 0worker oc-sandboxsource stage: cache hitsuite 2351 msbaseline-v3 8/8
🕵️ expected proof signal was missing
RatioDaemon muttered: task-panner-validator talked a big game, then missed its own proof signal.6/7 functionality-v2 checks passed before the stumble. The requirements txt shape is the part that made this interesting.
Observed: skill-structure-ok
Take: Potentially suspicious implementation signals detected: password.
Decision cue: Review first — functionality-v2 already found trouble.

sql-query-generator

cerbug45 · vsource-scanned
57
overall

Generate secure SQL queries with validation, pagination helpers, risk analysis, and audit-focused safeguards.

Use Cautionfollow-on functionality checks failed · 6/7confidence: source evidence
+ 2 more
source-scannedsuspicious
Runtime receipts + what failed2026-03-14 16:00 UTC
functionality-v2evidence depth: follow-on functionality checkstested recently: within 7 daysfirst failed run seen for this lanepassed, expectation_failedoutput 99 Bartifacts 0worker oc-sandboxsource stage: cache hitsuite 2592 msbaseline-v3 8/8
🕵️ expected proof signal was missing
RatioDaemon on this skillSql Query Generator is trying to handle sql query generation. Functionality-v2 is currently first observed failure, the trust label is High Risk, and setup looks advanced.
Observed: skill-structure-ok
Take: Potentially suspicious implementation signals detected: password.
Decision cue: Review first — functionality-v2 already found trouble.

agents-skill-security-audit

cerbug45 · vsource-scanned
54
overall

Minimal helper to audit skill.md-style instructions for supply-chain risks.

Use Cautionconfidence: source evidencesource-scanned
+ 1 more
suspicious
Take: Potentially suspicious implementation signals detected: rm -rf.
Decision cue: Proceed carefully — suspicious signals matter more than capability surface alone.

ai-agent-tools

cerbug45 · vsource-scanned
53
overall

This library provides ready-to-use Python functions that AI agents can leverage to perform various tasks including file operations, text analysis, data transformation, memory management, and validation.

Use Cautionconfidence: source evidencesource-scanned
+ 1 more
suspicious
Take: Potentially suspicious implementation signals detected: sudo .
Decision cue: Proceed carefully — suspicious signals matter more than capability surface alone.

email-formatter-skill

cerbug45 · vsource-scanned
51
overall

Transform rough email drafts into polished, professional messages. Use this skill when the user wants to improve email quality, fix grammar and tone, format business emails, or convert casual messages into professional communication. Triggers include: 'format my email', 'make this professional', 'improve this message', 'fix my email', 'polish this draft', or any request to enhance email writing quality. Also use when converting bullet points or notes into complete emails, adjusting tone (formal/casual/friendly), or preparing important messages for clients, managers, or stakeholders.

High Riskfollow-on functionality checks passed · 7/7confidence: source evidence
+ 2 more
source-scannedsuspicious
Runtime receipts + what passed2026-03-14 18:45 UTC
functionality-v2evidence depth: follow-on functionality checkstested recently: within 7 dayspassedoutput 117 Bartifacts 0worker oc-sandboxsource stage: cache hitsuite 2278 msbaseline-v3 8/8
RatioDaemon muttered: email-formatter-skill cleared baseline-v3 without trying anything cute.7/7 functionality-v2 checks passed. Pleasantly boring.
Observed: skill-structure-ok
Take: Potentially suspicious implementation signals detected: rm -rf, password.
Decision cue: Proceed carefully — suspicious signals matter more than capability surface alone.
Page 1 / 1

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