GitNova

GitHub seismograph — discoveries and growing interest

N1nEmAn/sapper-v2

SecurityPython#ai-agents#autonomous-agents#claude-code#ctf#llm
Total stars
136
Today
+21since 00:27 UTC
Open on GitHub My finds →
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Autonomous pentest legion — AI commander + worker swarm + layered fact-intent graph. 3rd Tencent Intelligent Attack-Defense online champion (634 teams · 8h unattended · 1B tokens beat 4.5B). The Nüwa Test: give AIs Create/Language/History, let a civilization grow.

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About the project

An autonomous multi-agent system for authorized penetration testing: an AI commander dispatches general and soldier agents in parallel, while a layered fact-intent graph preserves knowledge across agent generations.

Useful for
  • Run an unattended multi-agent pentest campaign against a CTF or lab range.
  • Coordinate parallel exploitation tasks with a commander and worker agents.
  • Preserve findings across agent restarts using a layered fact-intent graph.

README summarized by DeepSeek V4.1 Flash. Details may be inaccurate. Read the original README →

6.4 Early signal Magnitude out of 10 — how fast interest is growing, not a quality score.

Star growth looks organic. Data as of October 31, 2026, 01:21 UTC.

The star-growth assessment does not verify whether the project is safe to run.

Stars per day

075150October 30, 2026October 31, 2026

Bars show stars per UTC day; the line is a moving average of available history. Gaps mean missing data, not zero growth. Today's bar is incomplete. Red marks spike days.

Why it’s trending

  • Star-counter measurements on 2026-10-31 (UTC), 00:27–01:10: 115 → 136 stars (+21). This is the change over that interval.
  • Estimated end-of-day forecast: about +164 stars, using observed gains and the previous day.
  • The repository is 1 day old and already has 136 stars. With less than two weeks of history, there's no usual pace to compare the spike against yet.
  • Top new repositories this week: #135.
  • About 280 forks a day — people are taking the code.

Measured growth: the last 7 completed days

The full 7-day window is unavailable; no weekly total or comparison is calculated.

Daily measurements · UTC
October 24, 2026
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October 25, 2026
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October 26, 2026
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October 27, 2026
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October 28, 2026
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October 29, 2026
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October 30, 2026
138

Largest measured day in the last 30 days: 138 · October 30, 2026. Days with data: 1.

Completed days come from GitHub star history; today and forecasts are excluded from this comparison. History checked: October 31, 2026, 01:20 UTC. Sources and measurement limits →

Three GitHub discoveries in each edition

What they do, why they are gaining interest, and what to check before using them.

Editions at 10:00, 16:00, 22:00 MSK.

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Numbers

Total stars
136
Today
+21 stars measured 2026-10-31, 00:27–01:10 UTC, ≈ 164 by evening
Forks
111
Issues and pull requests
0
Watchers
1
Language
Python
License
MIT
Created
October 30, 2026
Last push
October 30, 2026

Star trust

Growth looks organic: forks and discussion are in line with active projects, and stars arrive unevenly, the way people give them.

These are heuristics, not a verdict: we judge by the repository’s behavior, not by a list of stargazers.

Spotted in
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