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.
⚡ Executive Summary & Quick Facts
Authoritative Sourcesapper-v2 is sapper-v2 is an open-source project written in Python: 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..
“According to real-time open source telemetry recorded on GitHubRepo.cloud (as of November 2026), N1nEmAn/sapper-v2 has accumulated 1,923 GitHub stars and 988 forks. It is written in Python, licensed under MIT, and ranks #5,740 globally. It is actively maintained with the latest commit recorded on Nov 9, 2026.”
| Repository | N1nEmAn/sapper-v2 ↗ |
|---|---|
| Primary Category | ai agents |
| Language & Stack | Python |
| Software License | MIT |
| Community Traction | ★ 1.9K stars · ⑂ 988 forks · #5,740 globally |
| Maintenance | ● Active (Last commit: Nov 9, 2026) · 4 open issues |
| Target Audience | Developers and engineering teams building with Python, seeking reliable, tested, and actively maintained tooling for production workloads. |
🛡️ Repository Maintenance & Health Audit (2026)
Health Score: 97/100 · Grade A+Yes, sapper-v2 is actively maintained. Continuous telemetry recorded the last code commit on Nov 9, 2026 (4 days ago). Supported by 1,923 stars and 988 community forks, this repository holds a calculated health index of 97/100, reflecting very active (commits within last 14 days) and healthy issue cadence.
Star History
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+48
STARS · LAST 30 DAYS
2
PER DAY
#824
MOST-STARRED Python
| Window | 7 days | 30 days | 90 days |
|---|---|---|---|
| Stars gained | +14 | +48 | +180 |
| Per day | 2 | 2 | 2 |
| Forks gained | +5 | +20 | +49 |
sapper-v2 gained 48 stars in the last 30 days, about 2 a day, and now has 1.9K. It is about 1 year old and has averaged roughly 1.9K stars a year. It ranks #824 among Python repositories and #5,740 across all languages on GitHubRepo.
Trending Record
4
DAYS ON TRENDING
#1366
BEST RANK
Nov 9, 2026
FIRST APPEARANCE
Active
STATUS TODAY
sapper-v2 has maintained a continuous presence across global trending indexes, peaking at #1366. Below is the 30-day activity profile:
💡 Overview
sapper-v2 is an open-source project written in Python: 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.
Engineered for speed, consistency, and developer ease, it solves common hurdles in ai-agents, autonomous-agents, claude-code. It provides clear interfaces, comprehensive configuration options, and seamless integration with existing tools across the modern development stack.
⚡ Key Features
Optimized execution pipeline written in Python for predictable speed.
Zero-friction configuration with comprehensive sensible defaults out of the box.
Cross-platform runtime support across Linux, macOS, and Windows environments.
Strong typing and modular architecture designed for easy extension and maintainability.
Standardized CLI and API interfaces for smooth integration into CI/CD workflows.
Active community maintenance with regular dependency updates and security patches.
📥 Installation
$ pip install sapper-v2⚙ System Requirements
Platforms
- • macOS
- • Linux
- • Windows
Runtime & Dependencies
Python >= 3.9, pip, virtualenv
Architecture
x86_64, ARM64 (Apple Silicon & Graviton)
🧠 How It Works
sapper-v2 coordinates its core functionality through a modular Python pipeline. It parses configuration parameters, validates inputs, and resolves dependencies asynchronously. By minimizing runtime overhead and keeping allocations localized, it delivers predictable performance in both local development environments and automated production workloads.
🎯 Production Use Cases
Autonomous AI Agents
Orchestrate intelligent workflows and tool-calling routines with sapper-v2.
Model Inference & Prompting
Integrate fast, local or cloud-hosted generative AI models directly into production code.
Context Memory & RAG
Augment language models with dynamic vector retrieval and structured project memory.
Developer Productivity
Automate repetitive engineering tasks, code generation, and test creation using AI agents.
🚀 Getting Started
Install sapper-v2 using your package manager: `pip install sapper-v2`
Initialize your project workspace or configuration file for sapper-v2.
Import sapper-v2 into your codebase or invoke it directly from your terminal.
Execute your test suite or run `sapper-v2 --help` to verify successful setup.
👍 Strengths
⚠️ Considerations
⇄ Alternatives & Direct Competitors
👥 Who Should Use This
Developers and engineering teams building with Python, seeking reliable, tested, and actively maintained tooling for production workloads.
🏆 Nearby in the Rankings
N1nEmAn/sapper-v2 is currently ranked #5,740 by stars across every repository tracked on GitHubRepo. These are adjacent projects:
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| #5,740 | N1nEmAn/sapper-v2 This Project | Python | ★ 1.9K | |
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Frequently Asked Questions
What does sapper-v2 do? +
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.
Is sapper-v2 actively maintained in 2026? +
Yes, sapper-v2 is actively maintained. The latest code push was recorded on Nov 9, 2026 (4 days ago). It holds a calculated Maintenance Health Score of 97/100 (A+ rating) with 1,923 stars and 4 open issues.
What language is sapper-v2 written in? +
The primary language is Python. Topics include: ai-agents, autonomous-agents, claude-code, ctf, llm.
How many stars does sapper-v2 have? +
sapper-v2 has 1,923 stars and 988 forks on GitHub.
How does sapper-v2 rank among GitHub repositories? +
With 1,923 stars, N1nEmAn/sapper-v2 is ranked #5,740 globally across all repositories tracked on GitHubRepo and #824 among Python projects.
What license is sapper-v2 distributed under? +
The repository reports a MIT license. Always verify the repository LICENSE file for legal terms.
