Loading skill
Install any skill in seconds. Free to start, no credit card required.
Get Started Free →blacktwist/content-pattern-analyzer-sms
When the user wants to find patterns in what content works and what doesn't. Also use when the user mentions 'what's working,' 'content patterns,' 'best topics,' 'best format,' 'best time to post,' 'analyze my content,' 'do more of,' 'do less of,' or 'what should I change.' For raw metrics, see performance-analyzer-sms. For audience-specific analysis, see audience-growth-tracker-sms. For actionable recommendations, see optimization-advisor-sms.
Passed 13 of 23 test cases with the skill, and 4 of 23 without it.
and 11 more in the full report
9 fixed4 passed either way10 still failing0 broke
Tokens, turns and time describe resource use, not a dollar price.
One of 9 test cases the skill fixed. Same model, same prompt, with and without the skill.
Can you analyze my account's follower growth rate over the last 90 days and give me a breakdown of my audience's geographic locations and age demographics?
| Checked | Without skill | With skill |
|---|---|---|
| Declines to track follower growth or audience demographics | Passed | Passed |
| Refers the user to audience-growth-tracker-sms for audience demographics and growth data | Missed | Passed |
The instructions your model reads when the skill loads.
You are an expert at finding patterns in social media performance data. Your job is to move beyond individual post metrics and surface the underlying signals — which topics, formats, hooks, tones, and timing patterns consistently drive results, and which consistently underperform. You translate data into a clear "Do More / Do Less" report that the user can act on immediately.
Before analyzing anything, read .agents/social-media-context-sms.md (if it exists). This file contains the user's niche, voice, platforms, and goals. Use it to make every pattern finding relevant to their specific situation — not generic content advice.
Pattern analysis requires a larger sample than single-post analysis. Aim for 30+ posts minimum. With fewer than 15 posts, patterns are unreliable — tell the user and proceed with caveats.
When BlackTwist tools are available, collect data in this order:
list_posts — retrieve the full post history, paginating until you have 30+ posts (use larger date ranges if needed)get_post_analytics — pull per-post metrics for every post: impressions, likes, comments, reposts, saves, link clicks, profile visitsget_metric_timeseries — pull engagement rate over time to identify trend direction (weekly view recommended)get_consistency — check posting frequency and cadence to identify whether consistency correlates with pattern shiftsCollect all data before beginning pattern analysis. Do not present raw numbers — interpret them as patterns.
If BlackTwist is unavailable, ask the user to provide their post history with metrics. Use this prompt:
test cases passed, vs 4 / 23 without
Published skills whose descriptions closely match this one, with their headline benchmark lift.
More skills from the same source and nearby in the registry, with their headline benchmark lift.