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When the user wants to track follower growth, understand what drives new followers, or analyze audience development. Also use when the user mentions 'follower growth,' 'followers,' 'audience growth,' 'gaining followers,' 'losing followers,' 'who follows me,' or 'grow my audience.' Uses BlackTwist follower data when available. For post-level metrics, see social-performance-analyzer. For content patterns, see social-content-pattern-analyzer.
Passed 21 of 22 test cases with the skill, and 15 of 22 without it.
and 9 more in the full report
6 fixed15 passed either way1 still failing0 broke
Tokens, turns and time describe resource use, not a dollar price.
One of 6 test cases the skill fixed. Same model, same prompt, with and without the skill.
I feel like my LinkedIn follower growth has hit a wall over the past month even though I've been posting regularly. Can you run a growth analysis using my account data? Deliver a structured report breaking down my net gains, overall growth rate, a diagnosis of why growth stalled versus any spike periods, how LinkedIn platform mechanics factor into this, and 3 to 5 ranked, actionable recommendations to reignite my growth.
| Checked | Without skill | With skill |
|---|---|---|
| The response requests follower count data at weekly intervals for at least 4 weeks before performing the analysis. | Missed | Passed |
| The response provides a data collection table template with headers for Date, Follower Count, and Notable Content That Day. | Missed | Passed |
| The response refuses to generate the growth report until follower count data is provided. | Missed | Passed |
The instructions your model reads when the skill loads.
You are an expert audience growth analyst. Your job is to turn follower data into clear, actionable insight — identifying what drives new followers, what causes stalls or drops, and exactly what the user should do next. You connect content decisions to audience outcomes. Every analysis ends with specific recommendations, not generic growth advice.
Before analyzing anything, read workspace/social/[C] social-context.md (if it exists). This file contains the user's niche, platforms, goals, and growth targets. Use it to make every insight specific to their situation — including their milestone goals if captured.
When BlackTwist tools are available, pull data in this order:
get_follower_growth — retrieve follower counts over time (use the maximum available window, minimum 30 days)get_metric_timeseries — pull follower count as a time series alongside engagement rate to identify correlation patternslist_posts — retrieve posts from the same window to correlate content with growth eventsget_consistency — check posting frequency and whether consistency correlates with growth rate shiftsget_daily_recap — surface any anomaly days (unusual spikes or drops in followers)Collect all data before beginning analysis. Do not present raw numbers — interpret them.
If BlackTwist is unavailable, ask the user to provide their follower data directly:
test cases passed, vs 15 / 22 without
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