From 2f75794194209586d0b17d26e4e87d94d3e6aead Mon Sep 17 00:00:00 2001
From: Sam Scholten
Date: Wed, 7 Oct 2026 15:31:52 +1000
Subject: feeds: subscription audit command (per-feed volume + star stats)

GET /v1/feeds + feed_id entries filter in the client, one cheap volume
probe per feed over a --days window, star stats joined from labels.jsonl
by feed id, category column, --min-per-day/--min-seen filters. Read-only;
justfile recipe with one-line doc comments throughout.
---
 justfile | 20 +++++++++++++-------
 1 file changed, 13 insertions(+), 7 deletions(-)

(limited to 'justfile')

diff --git a/justfile b/justfile
index 666ed85..f9fb1bd 100644
--- a/justfile
+++ b/justfile
@@ -39,10 +39,15 @@ dump-fixtures DIR="testdata": check-auth
 retrostar LIMIT="50":
     go run . retrostar --limit {{LIMIT}}
 
+# Pruning audit: per-feed volume + star stats
+feeds DAYS="180" MIN_PER_DAY="0.05" MIN_SEEN="0": check-auth
+    go run . feeds --days 180 --min-per-day 0.05 --min-seen 0
+
 # ── retrain loop ──
-# Export new labels, train, print the report path. Eyeball report.json
-# (precision@15 >= 0.10) before `just ship SERVER` — retrain never deploys.
+# Eyeball report.json (precision@15 >= 0.10) before `just ship SERVER` —
+# retrain never deploys.
 
+# Export new labels, train, print the report path
 retrain: check-auth
     go run . export
     go run . train labels.jsonl
@@ -51,14 +56,15 @@ retrain: check-auth
 # ── deploy lane (local PC → server) ──
 # SERVER is an ssh config alias; the agent does auth. No hostnames in this
 # file. Run `ship` only after eyeballing report.json — retrain never deploys.
+# The server state dir is bind-mounted at /data (created once on the VPS;
+# see README "Deployment"); fluxrec runs under the compose stack at
+# ~/services on the server.
 
-# Ship a freshly trained model.json to the server state dir (bind-mounted
-# at /data; created once on the VPS: see README "Deployment")
+# Ship a freshly trained model.json to the server state dir
 deploy SERVER:
     scp model.json {{SERVER}}:~/fluxrec-data/
 
-# Bounce the serve container so it picks up the new model (fluxrec runs
-# under the compose stack at ~/services on the server)
+# Bounce the serve container so it picks up the new model
 restart SERVER:
     ssh {{SERVER}} 'cd ~/services && docker-compose restart fluxrec'
 
@@ -68,4 +74,4 @@ ship SERVER: (deploy SERVER) (restart SERVER)
 
 # Trigger an out-of-schedule poll (serialized + cooldown-gated server-side)
 poll-now URL:
-    curl -sS -X POST {{URL}}/api/poll
\ No newline at end of file
+    curl -sS -X POST {{URL}}/api/poll
-- 
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