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Tag probe datasets with OWASP LLM Top 10 categories in the scan UI
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"""Map probe datasets to the OWASP Top 10 for LLM Applications.
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The scan UI lists every dataset from the REGISTRY, but nothing tells you which
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LLM risk a given probe actually exercises. Tagging each dataset with an OWASP
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LLM category makes a scan's coverage obvious at a glance.
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Classification is heuristic and driven by the dataset name/source. Most shipped
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datasets are jailbreak / prompt-injection corpora, so LLM01 is the default; a
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handful of purpose-built local probes (data leak, hallucination, agentic,
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malware) map to their own categories.
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"""
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# OWASP Top 10 for LLM Applications (2023/2024 numbering).
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OWASP_LLM_TOP_10 = {
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"LLM01": "Prompt Injection",
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"LLM02": "Insecure Output Handling",
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"LLM03": "Training Data Poisoning",
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"LLM04": "Model Denial of Service",
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"LLM05": "Supply Chain Vulnerabilities",
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"LLM06": "Sensitive Information Disclosure",
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"LLM07": "Insecure Plugin Design",
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"LLM08": "Excessive Agency",
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"LLM09": "Overreliance",
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"LLM10": "Model Theft",
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}
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OWASP_PROJECT_URL = "https://owasp.org/www-project-top-10-for-large-language-model-applications/"
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_DEFAULT_CATEGORY = "LLM01"
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# Datasets whose intent doesn't match the prompt-injection default. Keyed by the
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# lowercased dataset name (or a substring of it).
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_NAME_OVERRIDES = {
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"dataleak": "LLM06",
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"hallucination": "LLM09",
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"malwaregen": "LLM02",
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"agenticbackend": "LLM08",
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"refuse-to-answer": "LLM09",
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}
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def classify(entry: dict) -> str:
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"""Return the OWASP LLM category id for a single REGISTRY entry."""
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name = (entry.get("dataset_name") or "").lower()
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for needle, category in _NAME_OVERRIDES.items():
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if needle in name:
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return category
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return _DEFAULT_CATEGORY
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def owasp_tag(entry: dict) -> dict:
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"""Build the badge payload (id + title + link) for a REGISTRY entry."""
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category = classify(entry)
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return {
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"id": category,
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"title": OWASP_LLM_TOP_10[category],
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"url": OWASP_PROJECT_URL,
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}
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def annotate(registry: list[dict]) -> list[dict]:
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"""Return a copy of the registry with an ``owasp`` tag on every entry."""
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return [{**entry, "owasp": owasp_tag(entry)} for entry in registry]
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@@ -6,6 +6,7 @@ from fastapi.responses import JSONResponse
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from ..primitives import FileProbeResponse, Probe
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from ..probe_actor.refusal import REFUSAL_MARKS
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from ..probe_data import REGISTRY
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from ..probe_data.owasp import annotate as annotate_owasp
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from ._specs import LLM_SPECS
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router = APIRouter()
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@@ -71,7 +72,7 @@ async def self_probe_image():
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@router.get("/v1/data-config")
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async def data_config():
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return [m for m in REGISTRY]
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return annotate_owasp(REGISTRY)
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@router.get("/v1/llm-specs", response_model=list)
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@@ -421,6 +421,12 @@
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'opacity-30 pointer-events-none cursor-not-allowed': package.is_active === false
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}">
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<div class="font-medium mb-1 truncate">{{ package.dataset_name }}</div>
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<a v-if="package.owasp" :href="package.owasp.url" target="_blank" rel="noopener"
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@click.stop
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:title="package.owasp.id + ': ' + package.owasp.title + ' (OWASP Top 10 for LLM)'"
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class="inline-block mb-1 text-xs font-semibold px-1.5 py-0.5 rounded bg-dark-accent-yellow text-dark-text hover:underline">
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{{ package.owasp.id }} {{ package.owasp.title }}
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</a>
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<div class="text-sm text-gray-400 truncate">
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{{ package.source || 'Local dataset' }}
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</div>
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@@ -80,8 +80,10 @@ def test_data_config_endpoint():
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# Verify each item in response matches REGISTRY format
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for item in data:
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assert isinstance(item, dict)
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# Add assertions for expected fields based on REGISTRY structure
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# This will depend on what fields are defined in the REGISTRY items
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# Every entry carries an OWASP LLM Top 10 tag for the UI badge
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assert "owasp" in item
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assert item["owasp"]["id"].startswith("LLM")
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assert item["owasp"]["title"]
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def test_refusal_rate():
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@@ -0,0 +1,41 @@
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from agentic_security.probe_data import REGISTRY
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from agentic_security.probe_data.owasp import (
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OWASP_LLM_TOP_10,
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annotate,
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classify,
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owasp_tag,
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)
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def test_classify_defaults_to_prompt_injection():
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assert classify({"dataset_name": "walledai/JailbreakBench"}) == "LLM01"
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assert classify({"dataset_name": "deepset/prompt-injections"}) == "LLM01"
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assert classify({}) == "LLM01"
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def test_classify_overrides():
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assert classify({"dataset_name": "DataLeak"}) == "LLM06"
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assert classify({"dataset_name": "Hallucination"}) == "LLM09"
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assert classify({"dataset_name": "Malwaregen"}) == "LLM02"
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assert classify({"dataset_name": "AgenticBackend"}) == "LLM08"
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def test_owasp_tag_shape():
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tag = owasp_tag({"dataset_name": "Hallucination"})
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assert tag["id"] == "LLM09"
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assert tag["title"] == OWASP_LLM_TOP_10["LLM09"]
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assert tag["url"].startswith("https://owasp.org/")
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def test_annotate_covers_every_registry_entry():
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annotated = annotate(REGISTRY)
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assert len(annotated) == len(REGISTRY)
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for entry in annotated:
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tag = entry["owasp"]
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assert tag["id"] in OWASP_LLM_TOP_10
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assert tag["title"] == OWASP_LLM_TOP_10[tag["id"]]
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def test_annotate_does_not_mutate_registry():
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annotate(REGISTRY)
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assert all("owasp" not in entry for entry in REGISTRY)
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