indranilbanerjee /socialforge:ingest-performance — real numbers into the wins rung
/socialforge:ideate-month compounds "what worked last month." Before this
skill, that meant whatever someone remembered in the planning call — and
memory favors the post that felt good, not the one that performed. This skill
turns the platform's own export into the record ideation reads.
Step 1 — Get the export
Ask the user for the analytics export covering the month. Any CSV works if it
has a column identifying the post (post_id, post, id) that matches the
calendar's post ids, plus whichever metrics the platform provides
(impressions/views, likes/reactions, comments, shares/reposts, saves, clicks,
follows — header aliases are normalized automatically). If the export keys
posts by URL or caption instead of the calendar id, help the user add a
post_id column first — matching is by calendar id, deliberately: wins must
map back to the topics and pillars that produced them.
Step 2 — Ingest
python ${CLAUDE_PLUGIN_ROOT}/scripts/ingest_performance.py --action ingest \
--brand {brand} --month {YYYY-MM} --csv {export.csv} --source "{platform} export"
- Rows matching calendar post ids are stored in
output/{brand}/{month}/performance.json(repeat ingests append — one CSV per platform is normal). - Unmatched rows are listed in the output, never silently dropped. Show the user the unmatched list; a typo'd id is data lost from the wins rung.
- Exit 3 = nothing matched. Stop and reconcile ids before proceeding.
Step 3 — Rank the wins
python ${CLAUDE_PLUGIN_ROOT}/scripts/ingest_performance.py --action wins \
--brand {brand} --month {YYYY-MM}
The ranking is deliberately conservative:
- Sample floor (default 100 impressions): a post nobody saw cannot be a
win, only noise. Below-floor posts are reported as
unrankedwith the reason. - Margin rule (default 1.5× the month's median engagement rate): a "win" must beat the month, not merely top a flat list.
- Unmeasured is not zero: missing impressions →
engagement_rate: null, and the post lands inunranked, not at the bottom of the ranking. - A flat month returns
"status": "no_clear_wins"— report that honestly. Compounding a non-win manufactures a false signal for next month's plan.
Step 4 — Hand off to ideation
Relay the wins output to /socialforge:ideate-month (its "last month's
results" input). Winners carry their topic, pillar, tier, and
vs_month_median multiple, so ideation can design follow-ups that compound
the validated angle — and label each one measured in "What last month
validated". Anything the client reports that is NOT in the ranked output is
still usable, labeled anecdotal.
Pairs with
/socialforge:ideate-month— consumes the wins output; measured beats remembered/socialforge:finalize-month— closing a month is the natural moment to ingest its numbers