guy-hartstein/company-research-agent — GitHub trend

FINDING #1936 · UNIT ID 931705070

guy-hartstein/company-research-agent

An agentic company research tool powered by LangGraph and Tavily that conducts deep diligence on companies using a multi-agent framework. It leverages Google's Gemini 2.5 Flash and OpenAI's GPT-5.1 on the backend for inference.

[ PYTHON ][ GITHUB ↗ ]

SURPRISE SCORE

0.00

Score Breakdown

SURPRISE0.0166

ENGAGEMENT0.20

FRESHNESS1.36

SCORE = SURPRISE × ENGAGEMENT^0.7 × FRESHNESS × VISIBILITY × CONFIDENCE

SURPRISE = WINDOW STARS / DAYS / (AUDIENCE + FLOOR)

7% OF STARS IN ARCHIVE

Growth Telemetry

VELOCITY /D

5.30

ACCEL

+0.66

RETENTION

27.8%

PEAK 2026-07-20 · FORK-RETENTION 0.0% · 159 STARS / WINDOW

Author Audience

AUDIENCE

280

FOLLOWERS

OWNER ★

2,186

Engagement Signals

FORKS

299

ISSUE AUTH

PR AUTH

UNIQUE STARGAZERS 159 / 159 (DIVERSITY 1.00)

Why This Is A Finding

guy-hartstein/company-research-agent собрал 159 звёзд за окно, тогда как у автора всего 61 подписчиков — эффективная аудитория ≈ 280. Это даёт surprise-индекс 0.0166 (звёзды относительно охвата автора, а не в абсолюте). Удержание форков 0.0% и 0 внешних контрибьюторов отделяют реальный инструмент от разовой вспышки. Акселерация положительная — рост ещё не выдохся.

Related Findings

RANKS ABOVE 77% OF 8395 FINDINGS

#08HUANGCHIHHUNGLeo/claude-real-video[ PYTHON ]0.27 #09MDX-Tom/gpt-5.6-instruct[ PYTHON ]0.24 #14Git-creat7/grokRegister-cpa[ PYTHON ]0.22 #15Cjbuilds/Codex-Orchestration[ PYTHON ]0.22 #16Panniantong/Agent-Reach[ PYTHON ]0.22

METRICS IN CONTEXT

MEDIAN ACROSS ALL 8395 FINDINGS · Δ vs MEDIAN · PERCENTILE = SHARE RANKED BELOW

METRICVALUEMEDIANΔ MEDPERCENTILE

SCORE0.010.00+0.01ABOVE 77%

VELOCITY5.303.83+1.47ABOVE 62%

RETENTION27.8%24.7%+3.1 PPABOVE 56%

FORKS299109+190ABOVE 74%

SURPRISE0.020.01+0.01ABOVE 66%