Autonomous penetration testing using a swarm of AI agents. Orchestrates recon, classification, exploitation, and reporting specialists with ReAct reasoning — supports bug bounty, continuous monitoring, and CTF modes. Built with Go and 7+ native security tools.
⚡ Executive Summary & Quick Facts
Authoritative SourcePentest-Swarm-AI is Pentest-Swarm-AI is an open-source project written in Go: Autonomous penetration testing using a swarm of AI agents. Orchestrates recon, classification, exploitation, and reporting specialists with ReAct reasoning — supports bug bounty, continuous monitoring, and CTF modes. Built with Go and 7+ native security tools..
“According to real-time open source telemetry recorded on GitHubRepo.cloud (as of October 2026), Armur-Ai/Pentest-Swarm-AI has accumulated 2,739 GitHub stars and 499 forks. It is written in Go, licensed under AGPL-3.0, and ranks #3,964 globally. It is actively maintained with the latest commit recorded on Oct 1, 2026.”
| Repository | Armur-Ai/Pentest-Swarm-AI ↗ |
|---|---|
| Primary Category | ai agents |
| Language & Stack | Go |
| Software License | AGPL-3.0 |
| Community Traction | ★ 2.7K stars · ⑂ 499 forks · #3,964 globally |
| Maintenance | ● Active (Last commit: Oct 1, 2026) · 19 open issues |
| Target Audience | Developers and engineering teams building with Go, seeking reliable, tested, and actively maintained tooling for production workloads. |
🛡️ Repository Maintenance & Health Audit (2026)
Health Score: 92/100 · Grade AYes, Pentest-Swarm-AI is actively maintained. Continuous telemetry recorded the last code commit on Oct 1, 2026 (30 days ago). Supported by 2,739 stars and 499 community forks, this repository holds a calculated health index of 92/100, reflecting regular maintenance (30 days ago) and healthy issue cadence.
Star History
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+73
STARS · LAST 30 DAYS
2
PER DAY
#512
MOST-STARRED Go
| Window | 7 days | 30 days | 90 days |
|---|---|---|---|
| Stars gained | +0 | +73 | +180 |
| Per day | 1 | 2 | 2 |
| Forks gained | +0 | +10 | +25 |
Pentest-Swarm-AI gained 73 stars in the last 30 days, about 2 a day, and now has 2.7K. It is about 3 years old and has averaged roughly 913 stars a year. It ranks #512 among Go repositories and #3,964 across all languages on GitHubRepo.
Trending Record
30
DAYS ON TRENDING
#369
BEST RANK
Sep 29, 2026
FIRST APPEARANCE
Active
STATUS TODAY
Pentest-Swarm-AI has maintained a continuous presence across global trending indexes, peaking at #369. Below is the 30-day activity profile:
💡 Overview
Pentest-Swarm-AI is an open-source project written in Go: Autonomous penetration testing using a swarm of AI agents. Orchestrates recon, classification, exploitation, and reporting specialists with ReAct reasoning — supports bug bounty, continuous monitoring, and CTF modes. Built with Go and 7+ native security tools.
Engineered for speed, consistency, and developer ease, it solves common hurdles in ai-agents, bug-bounty, cybersecurity. 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 Go 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
$ go install github.com/Armur-Ai/Pentest-Swarm-AI@latest⚙ System Requirements
Platforms
- • macOS
- • Linux
- • Windows
Runtime & Dependencies
Go >= 1.21 runtime environment
Architecture
x86_64, ARM64 (Apple Silicon & Graviton)
🧠 How It Works
Pentest-Swarm-AI coordinates its core functionality through a modular Go 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 Pentest-Swarm-AI.
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 Pentest-Swarm-AI using your package manager: `go install github.com/Armur-Ai/Pentest-Swarm-AI@latest`
Initialize your project workspace or configuration file for Pentest-Swarm-AI.
Import Pentest-Swarm-AI into your codebase or invoke it directly from your terminal.
Execute your test suite or run `Pentest-Swarm-AI --help` to verify successful setup.
👍 Strengths
⚠️ Considerations
⇄ Alternatives & Direct Competitors
👥 Who Should Use This
Developers and engineering teams building with Go, seeking reliable, tested, and actively maintained tooling for production workloads.
🏆 Nearby in the Rankings
Armur-Ai/Pentest-Swarm-AI is currently ranked #3,964 by stars across every repository tracked on GitHubRepo. These are adjacent projects:
| Rank | Repository | Language | Stars | Action |
|---|---|---|---|---|
| #3,958 | kuberay-project/kuberay | Go | ★ 2.8K | Compare ↗ |
| #3,960 | connorgallopo/Tracearr | TypeScript | ★ 2.7K | Compare ↗ |
| #3,961 | getnikola/nikola | Python | ★ 2.7K | Compare ↗ |
| #3,962 | open-telemetry/opentelemetry-rust | Rust | ★ 2.7K | Compare ↗ |
| #3,963 | rails/bootsnap | Ruby | ★ 2.7K | Compare ↗ |
| #3,964 | Armur-Ai/Pentest-Swarm-AI This Project | Go | ★ 2.7K | |
| #3,964 | mattermost/mattermost-mobile | TypeScript | ★ 2.7K | Compare ↗ |
| #3,964 | Dictionarry-Hub/profilarr | TypeScript | ★ 2.7K | Compare ↗ |
| #3,967 | medplum/medplum | TypeScript | ★ 2.7K | Compare ↗ |
| #3,968 | driceroland/Search | Swift | ★ 2.7K | Compare ↗ |
| #3,969 | xdit-project/xDiT | Python | ★ 2.7K | Compare ↗ |
Frequently Asked Questions
What does Pentest-Swarm-AI do? +
Autonomous penetration testing using a swarm of AI agents. Orchestrates recon, classification, exploitation, and reporting specialists with ReAct reasoning — supports bug bounty, continuous monitoring, and CTF modes. Built with Go and 7+ native security tools.
Is Pentest-Swarm-AI actively maintained in 2026? +
Yes, Pentest-Swarm-AI is actively maintained. The latest code push was recorded on Oct 1, 2026 (30 days ago). It holds a calculated Maintenance Health Score of 92/100 (A rating) with 2,739 stars and 19 open issues.
What language is Pentest-Swarm-AI written in? +
The primary language is Go. Topics include: ai-agents, bug-bounty, cybersecurity, offensive-security, penetration-testing.
How many stars does Pentest-Swarm-AI have? +
Pentest-Swarm-AI has 2,739 stars and 499 forks on GitHub.
How does Pentest-Swarm-AI rank among GitHub repositories? +
With 2,739 stars, Armur-Ai/Pentest-Swarm-AI is ranked #3,964 globally across all repositories tracked on GitHubRepo and #512 among Go projects.
What license is Pentest-Swarm-AI distributed under? +
The repository reports a AGPL-3.0 license. Always verify the repository LICENSE file for legal terms.
