Github Trends®
893 findingsmedian surprise 0.00048window 180 days
UNIT / TREND-MONITOR · REV 2.6
[ 180 days window ]
SOURCE: gharchive
FINDING #798 · UNIT ID 1197002442
FlowElement-xinliuyuansu/m_flow
A bio-inspired cognitive memory engine — a new paradigm for Graph RAG.
[ PYTHON ][ ORG ][ GITHUB ↗ ]
SURPRISE SCORE
0.00

Score Breakdown

SURPRISE0.00224
ENGAGEMENT0.35
FRESHNESS1.27
SCORE = SURPRISE × ENGAGEMENT^0.7 × FRESHNESS × VISIBILITY × CONFIDENCE
SURPRISE = WINDOW STARS / DAYS / (AUDIENCE + FLOOR)
9% OF STARS IN ARCHIVE
[BOT] SUSPECTED STAR BOT — SCORE PENALIZED. SIGNATURES:
S1b · REPO PREDATES ITS OWNER ACCOUNT (TRANSFERRED / RE-CREATED)
S7 · THIS REPO IS ~ALL OF THE OWNER'S STARS
S9 · CREATED JUST BEFORE WINDOW, STARS INVISIBLE IN ARCHIVE

Growth Telemetry

VELOCITY /D
2.14
ACCEL
-0.06
RETENTION
7.7%
PEAK 2026-04-26 · FORK-RETENTION 46.7% · 385 STARS / WINDOW

Author Audience

AUDIENCE
914
FOLLOWERS
4
OWNER ★
4,529

Engagement Signals

FORKS
269
ISSUE AUTH
0
PR AUTH
5
UNIQUE STARGAZERS 384 / 385 (DIVERSITY 1.00)

Why This Is A Finding

FlowElement-xinliuyuansu/m_flow собрал 385 звёзд за окно, тогда как у автора всего 4 подписчиков — эффективная аудитория ≈ 914. Это даёт surprise-индекс 0.00224 (звёзды относительно охвата автора, а не в абсолюте). Удержание форков 46.7% и 5 внешних контрибьюторов отделяют реальный инструмент от разовой вспышки. Акселерация отрицательная — внимание остывает после пика.

METRICS IN CONTEXT

MEDIAN ACROSS ALL 893 FINDINGS · Δ vs MEDIAN · PERCENTILE = SHARE RANKED BELOW
METRICVALUEMEDIANΔ MEDPERCENTILE
SCORE0.000.00-0.00ABOVE 11%
VELOCITY2.142.63-0.49ABOVE 34%
RETENTION7.7%5.4%+2.4 PPABOVE 69%
FORKS2692,546-2,277ABOVE 4%
SURPRISE0.000.00+0.00ABOVE 92%