FINDING #7861 · 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)
14% 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
3.67
ACCEL
+0.62
RETENTION
60.0%
PEAK 2026-08-21 · FORK-RETENTION 25.0% · 110 STARS / WINDOW
Author Audience
AUDIENCE
106
FOLLOWERS
27
OWNER ★
794
Engagement Signals
FORKS
70
ISSUE AUTH
0
PR AUTH
0
UNIQUE STARGAZERS 110 / 110 (DIVERSITY 1.00)
Why This Is A Finding
juanceresa/sift-kg собрал 110 звёзд за окно, тогда как у автора всего 27 подписчиков — эффективная аудитория ≈ 106. Это даёт surprise-индекс 0.025 (звёзды относительно охвата автора, а не в абсолюте). Удержание форков 25.0% и 0 внешних контрибьюторов отделяют реальный инструмент от разовой вспышки. Акселерация положительная — рост ещё не выдохся.
Related Findings
RANKS ABOVE 18% OF 9594 FINDINGS
METRICS IN CONTEXT
MEDIAN ACROSS ALL 9594 FINDINGS · Δ vs MEDIAN · PERCENTILE = SHARE RANKED BELOW
METRICVALUEMEDIANΔ MEDPERCENTILE
SCORE0.000.00-0.00ABOVE 18%
VELOCITY3.673.57+0.10ABOVE 51%
RETENTION60.0%23.8%+36.3 PPABOVE 97%
FORKS70144-74ABOVE 33%
SURPRISE0.030.01+0.02ABOVE 81%