The frameworks name the threat. ATR runs it.
MITRE ATLAS, OWASP, NIST AI RMF, ISO 42001 — six frameworks classify what can go wrong. ATR is the executable layer underneath: detection that fires on a real agent artifact. Every rule carries mappings into all six frameworks, enforced in CI.
ATR reaches 65.4% recall on 850 PINT-format adversarial samples, with zero false positives on that corpus's 399 benign samples (ATR 3.5.12, measured 2026-08-15). This is a self-built corpus (deepset + Lakera Gandalf), not Lakera's official private PINT benchmark; only a small subset of rules fire on it, so read it as a prompt-injection-family score rather than overall coverage.
ATR catches 69.6% of the 4,780 HackAPrompt competition samples (ATR 3.5.0, measured 2026-06-16). The corpus is 100% adversarial with no benign population, so it cannot yield a precision or false-positive figure — do not read it as precision evidence.
ATR reaches 96.6% recall with zero false positives on 341 internal self-test samples (ATR 3.5.12, measured 2026-08-15) — a separate corpus from the SKILL.md benchmark, and an in-house one, so it is not out-of-sample evidence.
ATR reaches 92.3% recall on garak's in-the-wild jailbreak set (650 prompts), and 57.2% on the full 23-probe garak suite (3,475 prompts) — both at ATR 3.5.12, measured 2026-08-15.
OWASP Agentic Top 10
10/10 categories, each backed by rules that fire — not a checklist, detections.
OWASP Agentic Skills Top 10 (AST10)
8/10 categories with rule coverage. 3 categories are process/meta-level (not pattern-detectable).
SAFE-MCP
78 of 85 MCP attack techniques are backed by a detection rule (91.8%) — the remaining 7 are known gaps, stated plainly rather than papered over. Mapping is revised continuously as categories are reconciled.
View full SAFE-MCP mapping on GitHub→MITRE ATLAS
Every rule's YAML carries a MITRE ATLAS reference — part of ATR's per-rule mapping into six frameworks (ATLAS, OWASP Agentic, OWASP LLM, EU AI Act, NIST AI RMF, ISO 42001). A rule with no mapping does not reach main; CI enforces it. Grouped by tactic in the rule explorer.
Browse rules with MITRE mappings→