AIRTA Red Team vs InjectLab

AIRTA Red Team is a self-hosted tool for authorized adversarial security assessments of LLMs and LLM-driven applications. It builds test suites from security playbooks, discovers target components and authentication, runs attacks, assesses outcomes, and exports reports. Listed playbooks include OWASP LLM, OWASP Agent, MITRE ATLAS, jailbreak, system prompt exfiltration, and custom scenarios. Strategies include zero-shot, multi-shot, few-shot, iterative, multimodal, jailbreak, and chain-of-thought testing. Targets can be reached through a Playwright browser runner or direct HTTP API transports, including file uploads and tool calls. It can run locally in Docker, behind a firewall, in CI, or against external endpoints for authorized black-box assessments. Runs record prompts, uploads, responses, and tool calls in attack_log.json; pipeline_report.json summarizes categories and severity. Results can be exported to AIRTA Systems for review and regression tracking. The free plan has no license fee or subscription, but users must supply an LLM API key. Assessments focus on observable runtime behavior, not source-code static analysis. The repository says the tool is deprecated and no longer maintained.

InjectLab has no write-up on Specifiction yet; its figures are above.