FINDING #6523 · UNIT ID 979115477
bytedance/deer-flow
An open-source long-horizon SuperAgent harness that researches, codes, and creates. With the help of sandboxes, memories, tools, skill, subagents and message gateway, it handles different levels of tasks that could take minutes to hours.
SURPRISE SCORE
0.00
Score Breakdown
SCORE = SURPRISE × ENGAGEMENT^0.7 × FRESHNESS × VISIBILITY × CONFIDENCE
SURPRISE = WINDOW STARS / DAYS / (AUDIENCE + FLOOR)
3% OF STARS IN ARCHIVE
Growth Telemetry
VELOCITY /D
87.70
ACCEL
-2.79
RETENTION
19.0%
PEAK 2026-08-02 · FORK-RETENTION 76.8% · 2,631 STARS / WINDOW
Author Audience
AUDIENCE
99,508
FOLLOWERS
18,875
OWNER ★
308,847
Engagement Signals
FORKS
11,170
ISSUE AUTH
0
PR AUTH
0
UNIQUE STARGAZERS 2,631 / 2,631 (DIVERSITY 1.00)
Why This Is A Finding
bytedance/deer-flow собрал 2,631 звёзд за окно, тогда как у автора всего 18,875 подписчиков — эффективная аудитория ≈ 99,508. Это даёт surprise-индекс 0.000881 (звёзды относительно охвата автора, а не в абсолюте). Удержание форков 76.8% и 0 внешних контрибьюторов отделяют реальный инструмент от разовой вспышки. Акселерация отрицательная — внимание остывает после пика.
Related Findings
RANKS ABOVE 32% OF 9591 FINDINGS
METRICS IN CONTEXT
MEDIAN ACROSS ALL 9591 FINDINGS · Δ vs MEDIAN · PERCENTILE = SHARE RANKED BELOW
METRICVALUEMEDIANΔ MEDPERCENTILE
SCORE0.000.00-0.00ABOVE 32%
VELOCITY87.703.63+84.07ABOVE 98%
RETENTION19.0%24.8%-5.8 PPABOVE 39%
FORKS11,170120+11,050ABOVE 99%
SURPRISE0.000.01-0.01ABOVE 14%