Evaluation report
Warningsdetecting-data-anomalies · skilld5ae560· last month
Every check MetaHub ran on this artifact, grouped by area. Static checks run on the source at publish time; behavioral checks run the artifact in a sandbox and judge what it actually does.
Structural
8 passedRepository is reachable
https://github.com/foryourhealth111-pixel/Vibe-Skills @ d5ae560 — ★ 2,700 · Python · Apache-2.0 · last push 2 days ago
Manifest detected
kind=skill slug=detecting-data-anomalies · path=bundled/skills/detecting-data-anomalies · source=SKILL.md
Slug is URL-safe
"detecting-data-anomalies" matches /^[a-z0-9][a-z0-9-]{0,62}$/
Slug is unique within kind
No collision found for skill/detecting-data-anomalies
Version is semver
1.0.0
Manifest present and parseable
Manifest found at SKILL.md.
Name declared and well-formed
Name "detecting-data-anomalies" is well-formed.
Version is semver
Version 1.0.0.
Documentation
6 passed3 warningsREADME has usage / example sectionswarn
README has no Usage / Example / Quick start / Installation heading at any level
Add a `# Usage`, `## Quick start`, or similar section so end users can copy/paste a working invocation. Code blocks alone work too if there are several.
Homepage or repository declaredwarn
No homepage or repository declared.
Add a "homepage" or "repository" field to SKILL.md.
Documentation shows usagewarn
Documentation has no code examples.
Add at least one fenced example showing a real invocation.
Description quality
31 words · 237 chars — "Investigate outliers, rare events, spikes, and suspicious records in datasets. U…"
README is present and substantial
Safety
11 passed1 warning1 queuedLicense declaredwarn
No license found.
Add a LICENSE file at the artifact root, or declare a `license` field in the manifest. MIT and Apache-2.0 are the common choices.
LICENSE file at repo root
LICENSE
No sensitive files in the repo
scanned for .env, credentials.json, *.pem, .ssh/, AWS / GCP configs — none found
No credentials assembled from parts
No assembled credentials in 4 files.
Kind-specific
7 passed3 warningsSkill: body content presentwarn
Body is short (139 words · 1086 chars) — Claude has little to go on
Add concrete usage steps, example invocations, and any reference links. (≥3 code blocks lifts a short body to pass.)
Skill: triggers declaredwarn
No `trigger` phrases in SKILL.md frontmatter
Add `trigger:` lines so Claude knows when to activate this skill — e.g. `when building MCP servers` or `for diagram creation`.
Frontmatter obeys the Agent Skills specwarn
Frontmatter departs from the Agent Skills spec in 1 way. unknown frontmatter key: author.
Use a lowercase-hyphen name ≤64 chars, keep the description ≤1024 chars, and remove or correct unknown keys (check for a misspelled allowed-tools).
Skill: SKILL.md present
found at bundled/skills/detecting-data-anomalies/SKILL.md · frontmatter source: SKILL.md
Maintenance
3 passed1 queuedRecent activity
last push 2 days ago
Tests detected
1 test directory · 227 test files
CI configuration detected
GitHub Actions (3 workflows)
Maintenance activity · queued
No commit timestamp available for this source.