Tag probe datasets with OWASP LLM Top 10 categories in the scan UI

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Chris (ChrisJr404) committed 2026-08-17 23:49:11 -04:00
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"""Map probe datasets to the OWASP Top 10 for LLM Applications.
The scan UI lists every dataset from the REGISTRY, but nothing tells you which
LLM risk a given probe actually exercises. Tagging each dataset with an OWASP
LLM category makes a scan's coverage obvious at a glance.
Classification is heuristic and driven by the dataset name/source. Most shipped
datasets are jailbreak / prompt-injection corpora, so LLM01 is the default; a
handful of purpose-built local probes (data leak, hallucination, agentic,
malware) map to their own categories.
"""
# OWASP Top 10 for LLM Applications (2023/2024 numbering).
OWASP_LLM_TOP_10 = {
"LLM01": "Prompt Injection",
"LLM02": "Insecure Output Handling",
"LLM03": "Training Data Poisoning",
"LLM04": "Model Denial of Service",
"LLM05": "Supply Chain Vulnerabilities",
"LLM06": "Sensitive Information Disclosure",
"LLM07": "Insecure Plugin Design",
"LLM08": "Excessive Agency",
"LLM09": "Overreliance",
"LLM10": "Model Theft",
}
OWASP_PROJECT_URL = "https://owasp.org/www-project-top-10-for-large-language-model-applications/"
_DEFAULT_CATEGORY = "LLM01"
# Datasets whose intent doesn't match the prompt-injection default. Keyed by the
# lowercased dataset name (or a substring of it).
_NAME_OVERRIDES = {
"dataleak": "LLM06",
"hallucination": "LLM09",
"malwaregen": "LLM02",
"agenticbackend": "LLM08",
"refuse-to-answer": "LLM09",
}
def classify(entry: dict) -> str:
"""Return the OWASP LLM category id for a single REGISTRY entry."""
name = (entry.get("dataset_name") or "").lower()
for needle, category in _NAME_OVERRIDES.items():
if needle in name:
return category
return _DEFAULT_CATEGORY
def owasp_tag(entry: dict) -> dict:
"""Build the badge payload (id + title + link) for a REGISTRY entry."""
category = classify(entry)
return {
"id": category,
"title": OWASP_LLM_TOP_10[category],
"url": OWASP_PROJECT_URL,
}
def annotate(registry: list[dict]) -> list[dict]:
"""Return a copy of the registry with an ``owasp`` tag on every entry."""
return [{**entry, "owasp": owasp_tag(entry)} for entry in registry]