FINDING #7158 · UNIT ID 1154675385
juanceresa/sift-kg
Turn any collection of documents into a knowledge graph. Extract entities and relationships via LLM, deduplicate with your approval. Map domains, find hidden connections, spot patterns across documents — knowledge that persists and compounds, for you and your AI agents. All from the CLI.
SURPRISE SCORE
0.00
Score Breakdown
SCORE = SURPRISE × ENGAGEMENT^0.7 × FRESHNESS × VISIBILITY × CONFIDENCE
SURPRISE = WINDOW STARS / DAYS / (AUDIENCE + FLOOR)
13% OF STARS IN ARCHIVE
[BOT] SUSPECTED STAR BOT — SCORE PENALIZED. SIGNATURES:
S2 · NO EXTERNAL ISSUE/PR AUTHORS DESPITE 100+ STARS
S7 · THIS REPO IS ~ALL OF THE OWNER'S STARS
S10 · DEAD CODE, ZERO CONTRIBUTORS, YET STARS KEEP DRIPPING
Growth Telemetry
VELOCITY /D
14.86
ACCEL
+7.50
RETENTION
60.0%
PEAK 2026-08-21 · FORK-RETENTION 27.3% · 104 STARS / WINDOW
Author Audience
AUDIENCE
106
FOLLOWERS
27
OWNER ★
794
Engagement Signals
FORKS
70
ISSUE AUTH
0
PR AUTH
0
UNIQUE STARGAZERS 104 / 104 (DIVERSITY 1.00)
Why This Is A Finding
juanceresa/sift-kg собрал 104 звёзд за окно, тогда как у автора всего 27 подписчиков — эффективная аудитория ≈ 106. Это даёт surprise-индекс 0.10 (звёзды относительно охвата автора, а не в абсолюте). Удержание форков 27.3% и 0 внешних контрибьюторов отделяют реальный инструмент от разовой вспышки. Акселерация положительная — рост ещё не выдохся.
Related Findings
RANKS ABOVE 26% OF 9733 FINDINGS
METRICS IN CONTEXT
MEDIAN ACROSS ALL 9733 FINDINGS · Δ vs MEDIAN · PERCENTILE = SHARE RANKED BELOW
METRICVALUEMEDIANΔ MEDPERCENTILE
SCORE0.000.00-0.00ABOVE 26%
VELOCITY14.863.57+11.29ABOVE 85%
RETENTION60.0%34.4%+25.6 PPABOVE 83%
FORKS7098-28ABOVE 41%
SURPRISE0.100.01+0.09ABOVE 95%