# N1nEmAn/sapper-v2

> 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.

- Magnitude: 6.6 out of 10 — Early signal
- Stars: 158 total · +43 stars measured 2026-10-31, 00:27–02:33 UTC, ≈ 208 by evening
- Star trust: star growth looks organic
- Category: Security · Language: Python · License: MIT · Created: 2026-10-30 · Last push: 2026-10-30
- GitHub: https://github.com/N1nEmAn/sapper-v2 · Page: https://gitnova.dev/en/r/N1nEmAn/sapper-v2

## 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.

## Why it’s here

- Star-counter measurements on 2026-10-31 (UTC), 00:27–02:33: 115 → 158 stars (+43). This is the change over that interval.
- Estimated end-of-day forecast: about +208 stars, using observed gains and the previous day.
- The repository is 1 day old and already has 158 stars. With less than two weeks of history, there's no usual pace to compare the spike against yet.
- Top new repositories this week: #118.
- About 280 forks a day — people are taking the code.

## Star trust

Star growth looks organic.

Star-trust labels are heuristics based on the repository’s behavior, not a check of every stargazer.

## Numbers

- Forks: 129
- Issues and pull requests: 0
- Watchers: 2
- Average over the last week: 185 per day
- Usual pace: too little history (under two weeks)
- Stars in the last hour (measured): 16

## Stars per day, last 2 days (oldest → newest, today is partial)

2026-10-30 … 2026-10-31: 162, 43

## Spotted in now

- Top new repositories this week: #118

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Magnitude (0–10) measures how fast and how unusually interest in a repository is growing right now. It is not a quality score.
Days are UTC. “So far today” is a fact; “expected by the end of the day” is a forecast.
Summaries and use cases are written by an LLM (DeepSeek V4.1 Flash) from the README and may be inaccurate: verify specific claims (benchmarks, speed, hardware) in the repository itself.
Data as of 2026-10-31 02:43 UTC, updated every 30 minutes.