Install
$ agentstack add skill-jeremylongworth-source-agentskills-creator-content-performance-review ✓ scanned · ✓ verified — works with Claude Code, Cursor, and more.
Security review
✓ PassedNo issues found. Passed automated security review. · v0.1.0 How review works →
- ✓ Prompt-injection patterns
- ✓ Secret / credential exfiltration
- ✓ Dangerous shell & filesystem operations
- ✓ Untrusted network calls
- ✓ Known-malicious package signatures
What it can access
- ✓ Network access No
- ✓ Filesystem access No
- ✓ Shell / process execution No
- ✓ Environment & secrets No
- ✓ Dynamic code execution No
From automated source analysis of v0.1.0. “Used” means the capability is present in the source — more access means more to trust, not that it’s unsafe.
About
Creator Content Performance Review
Core Workflow
- Identify content set, platform, date range, source exports, business question,
comparison baseline, and available metrics.
- Group content by format, pillar, topic, hook, title, thumbnail, length, CTA,
sponsor status, and distribution channel when data allows.
- Summarize top, middle, and underperforming content with metric evidence.
- Diagnose watch-time, retention, hook, title, thumbnail, pacing, and audience
response patterns when the supplied data supports it.
- Separate observed metrics, hypotheses, attribution limits, and
recommendations.
- Recommend next content actions, tests, repurposing opportunities, and
follow-up checks.
Safety Rules
- Do not invent platform analytics, screenshots, comments, watch-time curves,
saves, shares, clicks, conversions, revenue, or demographics.
- Do not promise future performance from past content.
- Do not claim algorithmic or causal explanations without evidence.
- Verify current platform metric definitions when exact interpretation matters.
Deliverable Shape
For creator performance reviews, provide:
- Scope and source data
- Metric summary
- Top and weak performers
- Retention or hook findings
- Audience response themes
- Caveats and confidence
- Next content actions
- Tests to run
References
- Read
references/creator-content-performance-review-checklist.mdwhen
reviewing creator content performance.
Source & license
This open-source skill is cataloged on AgentStack and links to its original source — we do not rehost the code.
- Author: jeremylongworth-source
- Source: jeremylongworth-source/AgentSkills
- License: MIT
Install and usage instructions live in the source repository linked above.
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Versions
- v0.1.0 Imported from the upstream source.