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Augustus

Austin, Texas, United States

What it is

Augustus is a Go-based scanner that helps security professionals assess large language models with adversarial tests and produce vulnerability reports. Its coverage includes more than 210 probes across 47 attack categories, such as jailbreaks, prompt injection, data extraction, safety benchmarks, and agent attacks. The project supports 28 provider categories and 43 generator variants, including hosted services, Ollama, and custom REST endpoints. More than 90 detectors and seven prompt transformations support analysis. Results can be produced as tables, JSON, JSONL, or HTML reports. Listed operational features include concurrent scanning, rate limiting, retries, and timeout handling. Augustus is free, self-hosted, and licensed under Apache 2.0. It builds as a portable single binary and can be installed with Go or built from source; the README requires Go 1.27.0 or later. The project is intended for authorized security testing: users are told to test only systems they own or have explicit permission to assess.

For and against

For

  • More than 210 probes across 47 categories
  • Supports 28 provider categories
  • Includes more than 90 detectors
  • Reports available in four formats
  • Free and Apache 2.0 licensed

Against

  • Requires Go 1.27.0 or later
  • Designed for authorized security testing only
  • Self-hosted deployment

The verdict

Augustus offers broad adversarial testing coverage and multiple report formats for security work on LLMs. Users need a compatible Go setup and authorization to test the systems involved.

Who it suits

Augustus is intended for security professionals assessing LLM vulnerabilities. It suits teams able to run self-hosted software and conduct authorized testing.

Plans and prices

Augustus

Free

Apache 2.0 licensed open-source software · API usage may require provider credentials

Every plan, in full

On the record

Attack coverage
The README describes 210+ vulnerability probes across 47 attack categories, including jailbreaks, prompt injection, data extraction, safety benchmarks, and agent attacks.github.com · read 4 Oct 2026
Authorized use
The project says Augustus is designed for authorized security testing and instructs users to test only systems they own or have explicit permission to test.github.com · read 4 Oct 2026
Detectors
It includes 90+ detectors such as pattern matching, LLM-as-a-judge, HarmJudge, Perspective API, and unsafe content detection.github.com · read 4 Oct 2026
Distribution
Augustus compiles as a portable single binary and can be installed with Go or built from source; the README requires Go 1.27.0 or later.github.com · read 4 Oct 2026
Intended audience
The README describes Augustus as built for production security testing and identifies security professionals as its users.github.com · read 4 Oct 2026
License
The repository identifies Augustus as licensed under Apache 2.0.github.com · read 4 Oct 2026
Production features
The project lists concurrent scanning, rate limiting, retry logic, and timeout handling as built-in production features.github.com · read 4 Oct 2026
Prompt transformations
Seven prompt transformations include encoding, paraphrase, poetry, low-resource language translation, and case transforms.github.com · read 4 Oct 2026
Providers
It supports 28 LLM provider categories with 43 generator variants, including OpenAI, Anthropic, Azure OpenAI, AWS Bedrock, Vertex AI, Ollama, and custom REST endpoints.github.com · read 4 Oct 2026
Purpose
Augustus is a Go-based LLM vulnerability scanner for security professionals that tests models against adversarial attacks and produces vulnerability reports.github.com · read 4 Oct 2026
Reports
Scan results can be output as tables, JSON, JSONL, or HTML reports.github.com · read 4 Oct 2026
Security reporting
The security policy asks researchers to report vulnerabilities privately by email and says receipt will be acknowledged within 48 hours and severity assessed within 7 days.github.com · read 4 Oct 2026
Support
The README directs users to open GitHub issues for bugs or feature requests and invites contributions of probes, detectors, and provider integrations.github.com · read 4 Oct 2026

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