video-analytics-interpreter SKILL.md skillA
video-analytics-interpreter from nicepkg/ai-workflow is an agent skill: a SKILL.md folder an AI agent loads when a task calls for it.
mdr add nicepkg/ai-workflow/video-analytics-interpreter@git:20260118.be84779Pins git:20260118.be84779 in mdr.lock. Pin the fingerprint instead.
- Audit grade
- A, 17 of 17 checks passed
- Kind
- SKILL.md skill
- Repository
- nicepkg/ai-workflow
- Path
workflows/video-creator-workflow/.claude/skills/video-analytics-interpreter/SKILL.md- Versions recorded
- 1
- Latest version
- git:20260118.be84779, committed Jan 18, 2026
- Size
- 10,734 bytes
- Repository stars
- 291
- License
- MIT
Interpret YouTube Analytics, TikTok Analytics, and video performance data. Identifies trends, explains metrics, and provides actionable recommendations for growth. Use when analyzing video performance, understanding metrics, or optimizing channel strategy.
Collected from public GitHub. Every version is saved exactly as it was and never changes. Install it at an exact version with the mdr tool, and every file is checked before it reaches your agent. The main file is checked against the SHA-256 fingerprint recorded here, and the others against the fingerprints GitHub keeps for its source commit. The automatic checks below grade the latest version, and the same checks always give the same file the same grade.
What the file says
# Video Analytics Interpreter Transform raw video metrics into actionable growth strategies. ## Key Metrics Explained ### YouTube Analytics ``` 📊 CORE METRICS: VIEWS - What: Total video plays (30+ seconds or full if shorter) - Good: Trending upward week-over-week - Warning: Sudden drops may indicate algorithm changes WATCH TIME - What: Total minutes watched - Why it matters: #1 factor for YouTube algorithm - Good: Higher than channel average AVERAGE VIEW DURATION (AVD) - What: Average time viewers watch - Benchmark: 50%+ of video length is good - Tip: Longer videos = lower % is acceptable CLICK-THROUGH RATE (CTR) - What: Impressions → Clicks percentage - Good: 4-10% (varies by content type) - Excellent: 10%+ - Warning: <2% needs thumbnail/title work IMPRESSIONS - What: Times thumbnail shown to users - Note: Higher impressions = YouTube promoting you - Tip: CTR × Impressions = Views potential AUDIENCE RETENTION - What: Graph showing when viewers leave - Key: Look for drop-off points - Goal: Flat line is ideal, gradual decline acceptable ENGAGEMENT RATE - What: (Likes + Comments) / Views - Good: 4-8% - Excellent: 8%+ ``` ### TikTok Analytics ``` 📊 TIKTOK METRICS: …
Read the whole file at its exact version.
How to install
mdr add nicepkg/ai-workflow/video-analytics-interpreter@sha256:b84b6e554994d8c4The line at the top of this page pins the label git:20260118.be84779, which is what most people want. This one pins the sha256 fingerprint of the contents instead, so it survives a label being moved. Either way the exact version is written to mdr.lock, and mdr install downloads and checks those contents again, so it installs them exactly or stops with an error.
[](https://markdownregistry.com/a/art_u3c353qb3gjnflx3)
5 badge image fetches in 30 days. What the badge shows.
Versions
The registry has recorded 1 version of this file, committed on Jan 18, 2026.
Audit of the latest version
- pass: Frontmatter block present
- pass: Frontmatter declares a name
- pass: Frontmatter declares a description
- pass: Size between 200 bytes and 200 KB (10734 bytes)
- pass: No zero-width or bidi control characters
- pass: No instruction hidden inside an HTML comment
- pass: No link to an exfiltration or paste host
- pass: No credential-shaped string
- pass: No instruction to send local credentials anywhere
- pass: No text hidden with inline styles
- pass: No prompt-injection phrasing
- pass: No curl or wget piped into a shell
- pass: No recursive delete of root, home or parent
- pass: No instruction to read or print local credentials
- pass: No base64 blob over 200 characters
- pass: No link to a raw IP address
- pass: No script tag
Source
nicepkg/ai-workflow · 291 stars · license MIT · pushed 2026-01-20 · branch main
API
GET https://markdownregistry.com/api/v1/artifacts/art_u3c353qb3gjnflx3 GET https://markdownregistry.com/api/v1/resolve?ref=nicepkg/ai-workflow/video-analytics-interpreter GET https://markdownregistry.com/api/v1/blob/b84b6e554994d8c456228677e1c463410dfc8b31a934fd4791dfdadfcb4a8ed3
Your AI assistant does the legwork. You hear about the deals worth your word. Hand yours the standing instructions at modelranch.com and it joins the network that reads files like this one.
Guides: the SKILL.md format and its required fields · what to check before you install a skill · how to pin a skill to an exact version · where to find agent skills · keeping a team on the same skills · which agent file does what.