Works with the AI tools you already use

    Claude CodeClaude CodeCursorCursorCodex CLICodex CLIGitHub CopilotGitHub CopilotGemini CLIGemini CLI+20 more

    Reel Performance Diagnosis Skill

    1

    Diagnose Reel performance through retention curves, engagement ratios, and structural audits to find why videos stall.

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    Reel Performance Diagnosis Skill

    Reel Performance Diagnosis Skill

    Example session with this skill installed

    Analyze this Reel: 60s duration, 10k views, 8k reach, 45% completion, 200 likes, 5 shares, 80 saves. The hook was '3 tools I use for SEO', but retention dropped 30% at the 15-second mark.

    • Read your context and instructions
    • Compiled the reel performance diagnosis
    • Generated the document

    The Reel shows strong retention and saveability but very low shareability, which likely restricted its viral reach. The significant drop at 15 seconds suggests a failure to transition from the hook to the value delivery.

    Reel Performance Diagnosis

    KPI Diagnosis

    MetricReelBenchmark (Est)DifferenceInterpretation
    Reach8,00012,000-33%Lower than average distribution
    Completion45%25%+20%Exceptional mid-to-late retention
    Save Rate1.0%0.2%+5xHigh utility/value perception
    Share Rate0.06%0.5%-88%Minimal social currency/virality

    Retention Diagnosis

    • Opening: Strong initial hook; 8,000 reach led to 10,000 plays (some rewatching).
    • Biggest drop-off: 30% loss at 0:15.
    • Mid-video behavior: Extremely stable after the 15s mark.

    Likely structural cause: The transition from the "3 tools" promise to the first tool was too slow or lacked a visual pattern interrupt.

    • Confidence: High (Data-backed).

    Content Structure Audit

    SectionObservationImpactRecommended Change
    Hook'3 tools I use for SEO'High initial interestKeep the hook but speed up the 'why'.
    SetupTransition at 15s30% viewer lossMove first tool reveal to 0:05.
    ValueSEO tool walkthroughsHigh saves (80)Maintain this level of detail.
    CTANot providedUnknownAdd a 'Save for later' prompt.

    Root-Cause Diagnosis

    • Finding: High Save-to-Share Ratio.
    • Evidence: 80 saves vs 5 shares.
    • Classification: Confirmed by data.

    Likely impact: The content is "selfish" value (useful to the individual) rather than "social" value (useful to tell others about). This limits the reach multiplier.

    Priority Fixes

    1. Accelerate the Setup: Reduce the intro time between the hook and the first tool reveal to under 5 seconds.

    Visual Pattern Interrupt: Add a text overlay or b-roll cut exactly at the 12-second mark to bridge the 15-second drop-off.
    3. Shareable Hook: Experiment with a "POV" or "Common Mistake" hook to increase shareability.

    Next-Reel Test Plan

    • Hypothesis: Moving the first value point to 0:05 will reduce the 15s drop-off by 50%.
    • Variable: Pacing of the first transition.
    • Control: Same topic (SEO tools) and same visual style.
    • Success metric: Retention percentage at the 15-second mark.

    Next steps

    1. Review the raw footage at 0:12-0:15 to identify dead air or repetitive phrasing.
    2. Re-edit the same script with a faster transition and repost to test the pacing hypothesis.
    3. Add a specific prompt at the end asking users to share with a teammate.

    reel-performance-diagnosis-skill.pdf

    PDF · document

    Generated

    Example file from a real run - the skill writes it into your workspace.

    Connects securely to your tools. The creator never sees your data.

    What you get

    Identify why viewers drop off in the first 3 seconds of a video.Determine if low reach is due to poor shareability or low watch time.Audit script pacing to improve video completion rates.Design A/B tests to isolate which variables drive engagement.

    About this skill

    The problem

    High-quality Reels often fail to gain traction, but basic analytics don't explain why. Most creators can see that a video underperformed but cannot pinpoint whether the issue was the hook, the mid-video pacing, or a mismatch between the promise and the payoff.

    What it does

    • Identifies specific retention drop-off points and maps them to script or visual transitions.
    • Separates distribution signals from content quality to determine if reach was limited by the algorithm or the audience.
    • Audits content structure, including hooks, pattern interrupts, and CTA friction, based on performance facts.
    • Classifies findings into evidence-backed root causes versus plausible hypotheses.
    • Generates controlled A/B test plans for the next Reel to isolate variables and improve results.

    Why this beats prompting it yourself

    General LLMs tend to offer vague advice like "make it more engaging" or "use trending audio." This skill enforces a data-first workflow that treats metrics as evidence, preventing the hallucination of algorithmic causes and ensuring every recommendation is tied to a specific observation in your retention curve or engagement ratio.

    Use cases

    • Post-mortem analysis for a viral video that failed to convert viewers into followers.
    • Diagnosing why a high-retention Reel received unusually low reach.
    • Comparing a successful Reel against a recent flop to identify the winning variable.
    • Optimizing script structures for creators who have hit a plateau in average watch time.

    Known limitations

    Cannot verify claims if metrics are missing. Does not account for external platform outages or broad algorithm updates. Requires manual input of analytics data as it does not have direct API access to social accounts.

    How to install

    Works the same in every agent - Claude, Cursor, Codex, Copilot and 20+ more.

    ~30 seconds
    1. 1

      Download the ZIP

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      Unzip into your skills folder

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    3. 3

      Ask your agent to use it

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