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PromptRAID

On the record

ATLAS coverage
Implemented mutation categories map to verified MITRE ATLAS technique IDs, while some listed categories remain unverified placeholders or have no generator yet.github.com · read 9 Oct 2026
Installation
The README recommends installing the CLI with pipx and also documents installation in a Python virtual environment.github.com · read 10 Oct 2026
Intended users
The project describes its intended use as systematic red-team testing and benchmarking of LLM-based agents across providers.github.com · read 10 Oct 2026
Interface
The project provides a command-line interface with commands for taxonomy, mutation, judging, running tests, demos, and reports.github.com · read 9 Oct 2026
License
PromptRAID is distributed under the MIT License, which permits use, copying, modification, distribution, sublicensing, and sale subject to its terms.github.com · read 10 Oct 2026
Limitations
The README says triggered prompt injection and data leakage appear in its taxonomy but do not yet have mutation generators.github.com · read 10 Oct 2026
Maintainer
The README identifies Shikhali Jamalzade (alisalive) as an independent offensive security researcher and the project author.github.com · read 10 Oct 2026
Maker
The repository names Shikhali Jamalzade (alisalive) as the author.github.com · read 9 Oct 2026
Model providers
The harness supports Anthropic, Gemini, Groq, Cerebras, and OpenRouter, including OpenAI-compatible endpoints.github.com · read 9 Oct 2026
Payloads
Its mutation engine generates prompt injection variants using encoding tricks, role-play framing, delimiter breaking, and indirect injection through tool or document output.github.com · read 10 Oct 2026
Payload testing
Its mutation engine generates prompt injection variants using encoding tricks, jailbreak framing, delimiter breaking, and indirect injection through tool or document output.github.com · read 9 Oct 2026
Provider credentials
Running tests requires at least one provider API key, with environment variables documented for Anthropic, Gemini, Groq, OpenRouter, and Cerebras.github.com · read 10 Oct 2026
Providers
The harness supports Anthropic, Gemini, Groq, Cerebras, and OpenRouter, including OpenAI-compatible endpoints.github.com · read 10 Oct 2026
Purpose
PromptRAID is an automated prompt injection red-teaming framework for LLM-based agents, mapped to MITRE ATLAS.github.com · read 10 Oct 2026
Reports and storage
PromptRAID exports JSON and HTML reports and stores runs and per-payload results in SQLite.github.com · read 10 Oct 2026
Requirements
The package requires Python 3.9 or later and asks users to configure at least one supported provider API key.github.com · read 9 Oct 2026
Security classification
The project maps prompt injection tests to MITRE ATLAS and describes them as red-team tests for LLM agents.github.com · read 10 Oct 2026
Taxonomy
Mutation categories map to MITRE ATLAS technique IDs, which the project says it checks against the live ATLAS matrix.github.com · read 10 Oct 2026

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