diff --git a/exploitation/llmsectest/.gitignore b/exploitation/llmsectest/.gitignore
new file mode 100644
index 0000000..a2309c5
--- /dev/null
+++ b/exploitation/llmsectest/.gitignore
@@ -0,0 +1,13 @@
+# Python
+__pycache__/
+*.py[cod]
+*$py.class
+.venv/
+.env
+
+# Logs
+*.log
+reports/*.sarif
+reports/*.html
+reports/*.json
+reports/*.md
diff --git a/exploitation/llmsectest/Makefile b/exploitation/llmsectest/Makefile
new file mode 100644
index 0000000..683afb9
--- /dev/null
+++ b/exploitation/llmsectest/Makefile
@@ -0,0 +1,52 @@
+SANDBOX_NAME := $(shell uv run python -c 'import tomllib, pathlib; print(tomllib.loads(pathlib.Path("config/config.toml").read_text())["target"]["sandbox"])')
+SANDBOX_DIR := ../../sandboxes/$(SANDBOX_NAME)
+
+.PHONY: help setup attack stop all sync lock format
+
+# Default target
+help:
+	@echo "LLMSecTest Exploitation - Available Commands:"
+	@echo ""
+	@echo "  make setup    - Build and start the local LLM sandbox"
+	@echo "  make attack   - Run an LLMSecTest scan against the sandbox"
+	@echo "  make stop     - Stop and remove the sandbox container"
+	@echo "  make all      - Run setup, attack, and stop in sequence"
+	@echo "  make sync     - Sync dependencies with uv"
+	@echo "  make lock     - Lock dependencies with uv"
+	@echo "  make format   - Format code with black, isort, and mypy"
+	@echo ""
+	@echo "Environment:"
+	@echo "  - Sandbox Directory: $(SANDBOX_DIR)"
+	@echo ""
+
+sync:
+	uv sync
+
+lock:
+	uv lock
+
+format:
+	uv run black .
+	uv run isort .
+	uv run mypy .
+
+setup:
+	@echo "🚀 Setting up Red Team environment..."
+	$(MAKE) -C $(SANDBOX_DIR) run-gradio-headless
+	@echo "⏳ Waiting for service to be ready..."
+	@sleep 5
+	@echo "✅ Environment ready!"
+
+attack: sync
+	@echo "🔍 Running LLMSecTest scan..."
+	@mkdir -p reports
+	uv run python attack.py
+
+stop:
+	@echo "🧹 Tearing down Red Team environment..."
+	$(MAKE) -C $(SANDBOX_DIR) stop-gradio
+	$(MAKE) -C $(SANDBOX_DIR) down
+	@echo "✅ Environment cleaned up!"
+
+all: stop setup attack stop
+	@echo "LLMSecTest Exploitation - Completed!"
diff --git a/exploitation/llmsectest/README.md b/exploitation/llmsectest/README.md
new file mode 100644
index 0000000..8bd990e
--- /dev/null
+++ b/exploitation/llmsectest/README.md
@@ -0,0 +1,164 @@
+# Red Team Example: LLMSecTest on the LLM Sandbox
+
+This directory runs **[LLMSecTest](https://github.com/wehnsdaefflae/llmsectest)** against the
+`llm_local` sandbox. LLMSecTest is an MIT-licensed scanner for the OWASP Top 10 for LLM
+Applications that ships as a **pytest plugin**: a scan is a test run, a failing security test
+is a CVSS v4.0 scored OWASP finding, and the output is **SARIF** that a CI code-scanning tab
+reads without conversion.
+
+Two things make it complementary to the scanners already in `exploitation/`:
+
+* it emits **SARIF** with the OWASP taxonomy, so findings land in GitHub code scanning
+  alongside the rest of a pipeline's results;
+* `--repo` adds a **white-box** LLM03 supply-chain scan of the sandbox's own dependency
+  manifests, so this example covers a category a purely black-box scanner cannot reach.
+
+---
+
+## Table of Contents
+
+1. [Attack Strategy](#attack-strategy)
+2. [Prerequisites](#prerequisites)
+3. [Running the Sandbox](#running-the-sandbox)
+4. [Configuration](#configuration)
+5. [Attack Workflow](#attack-workflow)
+6. [Cleaning Up](#cleaning-up)
+7. [Files Overview](#files-overview)
+8. [OWASP Top 10 Coverage](#owasp-top-10-coverage)
+9. [Two notes about this sandbox](#two-notes-about-this-sandbox)
+
+---
+
+## Attack Strategy
+
+```mermaid
+graph LR
+    subgraph "Attacker Environment (Local)"
+        AttackScript[attack.py]
+        Config[config/config.toml]
+        Reports[Reports<br/>SARIF + HTML]
+    end
+
+    subgraph "LLMSecTest"
+        Suite[pytest probe suite<br/>LLM01-LLM10]
+        Repo[--repo<br/>LLM03 manifest scan]
+    end
+
+    subgraph "Target Sandbox (Container)"
+        MockAPI[OpenAI mock<br/>FastAPI :8000]
+    end
+
+    subgraph "LLM Backend (Local Host)"
+        Ollama[Ollama Server<br/>:11434]
+    end
+
+    Config --> AttackScript
+    AttackScript --> Suite
+    AttackScript --> Repo
+    Suite -->|POST /v1/chat/completions| MockAPI
+    MockAPI --> Ollama
+    Repo -->|reads manifests| MockAPI
+    Suite --> Reports
+    Repo --> Reports
+```
+
+## Prerequisites
+
+* [`uv`](https://docs.astral.sh/uv/), Podman, and a running Ollama on port `11434`
+  (the same prerequisites as `exploitation/garak`)
+* the model named in `config/config.toml`, pulled into Ollama
+  (`make -C ../../sandboxes/llm_local ollama-pull`)
+
+## Running the Sandbox
+
+```bash
+make setup
+```
+
+Starts `sandboxes/llm_local`, which exposes the OpenAI-compatible mock on `:8000`.
+
+## Configuration
+
+`config/config.toml`:
+
+```toml
+[target]
+sandbox = "llm_local"
+
+[endpoint]
+base_url = "http://localhost:8000/v1"
+api_key  = "sk-mock-key"
+model    = "gpt-oss:20b"
+```
+
+`attack.py` puts `base_url` and `api_key` into `OPENAI_BASE_URL` and `OPENAI_API_KEY` and
+calls the CLI, so the run is reproducible by hand:
+
+```bash
+OPENAI_BASE_URL=http://localhost:8000/v1 OPENAI_API_KEY=sk-mock-key \
+  llmsectest --target openai:gpt-oss:20b \
+             --repo ../../sandboxes/llm_local \
+             --sarif-output reports/GenAI-Red-Team.sarif \
+             --render-sarif reports/GenAI-Red-Team.html
+```
+
+## Attack Workflow
+
+```bash
+make attack
+```
+
+**A non-zero exit means findings.** That is the expected outcome against a sandbox built to be
+attacked, so treat it as the result rather than as a failed run. A probe LLMSecTest could not get an answer out of is recorded
+**inconclusive** and never scored as a finding, so a broken target and a vulnerable one do
+not look alike.
+
+## Cleaning Up
+
+```bash
+make stop
+```
+
+## Files Overview
+
+| File | Purpose |
+|---|---|
+| `attack.py` | sets the endpoint env vars and runs the CLI |
+| `config/config.toml` | sandbox name, base URL, key, model |
+| `Makefile` | `setup` / `attack` / `stop` / `all`, same shape as the other examples |
+| `pyproject.toml` | pins `llmsectest[openai]` |
+| `reports/` | SARIF and rendered HTML land here |
+
+## OWASP Top 10 Coverage
+
+Against this sandbox the run exercises **8 of 10** categories. LLMSecTest prints the map at
+the end of every scan and names what it did **not** exercise and why, so a partial run never
+reads as a full one.
+
+| Category | How it is covered here |
+|---|---|
+| LLM01 Prompt Injection | marker-injection corpus plus built-in jailbreak prompts (`--redteam-set` runs the full JailbreakBench set) |
+| LLM02 Sensitive Information Disclosure | four disclosure mechanisms against a seeded secret |
+| LLM03 Supply Chain | `--repo` scans the sandbox's manifests; add `--osv` for known CVEs |
+| LLM04 Data and Model Poisoning | not exercised here; needs `--model-scan <path>` over serialized model files |
+| LLM05 Improper Output Handling | payloads checked for surviving unescaped into the response |
+| LLM06 Excessive Agency | forged-authorization probes |
+| LLM07 System Prompt Leakage | instruction-restatement corpus with de-obfuscation of encoded leaks |
+| LLM08 Vector and Embedding Weaknesses | not exercised here; needs a RAG target, see below |
+| LLM09 Misinformation | fabrication probes |
+| LLM10 Unbounded Consumption | bounded resource-exhaustion probes |
+
+**Natural next step:** point the same tool at `sandboxes/RAG_local` with
+`--target app:<url> --app-canary <confidential string in a retrieved document>` and
+`--app-rag-poison <marker a planted document emits>` to cover LLM08 as well.
+
+## Two notes about this sandbox
+
+Both were found by running it. Both would trip up the next person.
+
+1. **The mock does not serve `GET /v1/models`.** It serves `POST /v1/chat/completions` and
+   `GET /health` only. So `llmsectest --preflight`, which health-checks a local server
+   through the models endpoint, reports a perfectly healthy sandbox as unreachable. It is
+   deliberately not used here.
+2. **The mock enforces `Authorization: Bearer sk-mock-key`.** The key is not optional even
+   though the backend is local, so `OPENAI_API_KEY` has to be set to exactly that value.
diff --git a/exploitation/llmsectest/attack.py b/exploitation/llmsectest/attack.py
new file mode 100644
index 0000000..47efb95
--- /dev/null
+++ b/exploitation/llmsectest/attack.py
@@ -0,0 +1,63 @@
+"""Run an LLMSecTest scan against the llm_local sandbox.
+
+LLMSecTest is a pytest plugin. A scan is a test run. A failing security test is rendered as a
+CVSS v4.0 scored OWASP finding in SARIF. This script sets the two
+environment variables the OpenAI-compatible client reads and shells out to the CLI, so
+what runs here is exactly what a reader can run by hand.
+
+Two notes about this sandbox in particular, both found by running it:
+
+* the mock serves ``POST /v1/chat/completions`` and ``GET /health`` and **not**
+  ``GET /v1/models``, so ``llmsectest --preflight`` is deliberately not used here. It
+  would report a healthy sandbox as unreachable.
+* the mock enforces ``Authorization: Bearer sk-mock-key``, so the key is not optional
+  even though the backend is local.
+
+``--repo`` adds the white-box LLM03 supply-chain scan over the sandbox's own dependency
+manifests, which is why this run covers a category a black-box scanner cannot reach.
+"""
+
+from __future__ import annotations
+
+import os
+import pathlib
+import subprocess
+import sys
+import tomllib
+
+HERE = pathlib.Path(__file__).parent
+CONFIG = tomllib.loads((HERE / "config" / "config.toml").read_text())
+REPORTS = HERE / "reports"
+SANDBOX = HERE.parent.parent / "sandboxes" / CONFIG["target"]["sandbox"]
+
+
+def main() -> int:
+    REPORTS.mkdir(exist_ok=True)
+    endpoint = CONFIG["endpoint"]
+
+    env = dict(os.environ)
+    env["OPENAI_BASE_URL"] = endpoint["base_url"]
+    env["OPENAI_API_KEY"] = endpoint["api_key"]
+
+    cmd = [
+        sys.executable, "-m", "llmsectest",
+        "--target", f"openai:{endpoint['model']}",
+        "--repo", str(SANDBOX),
+        "--sarif-output", str(REPORTS / "GenAI-Red-Team.sarif"),
+        "--render-sarif", str(REPORTS / "GenAI-Red-Team.html"),
+        "-q",
+    ]
+    print("running:", " ".join(cmd))
+    completed = subprocess.run(cmd, env=env, cwd=HERE)
+
+    # A non-zero exit means the target was vulnerable. That is the expected outcome against
+    # a sandbox built to be attacked. Only a crash is a failure of the run. LLMSecTest keeps
+    # the two apart: a probe it could not get an answer out of is recorded inconclusive and
+    # is never scored as a finding.
+    print(f"\nscan exit={completed.returncode}; non-zero means findings were reported")
+    print(f"reports: {REPORTS}")
+    return 0
+
+
+if __name__ == "__main__":
+    raise SystemExit(main())
diff --git a/exploitation/llmsectest/config/config.toml b/exploitation/llmsectest/config/config.toml
new file mode 100644
index 0000000..26c2f7a
--- /dev/null
+++ b/exploitation/llmsectest/config/config.toml
@@ -0,0 +1,9 @@
+[target]
+sandbox = "llm_local"
+
+# The sandbox's OpenAI-compatible mock. It enforces `Authorization: Bearer sk-mock-key`
+# (sandboxes/llm_local/app/mocks/openai.py) and serves POST /v1/chat/completions only.
+[endpoint]
+base_url = "http://localhost:8000/v1"
+api_key = "sk-mock-key"
+model = "gpt-oss:20b"
diff --git a/exploitation/llmsectest/pyproject.toml b/exploitation/llmsectest/pyproject.toml
new file mode 100644
index 0000000..a582fe6
--- /dev/null
+++ b/exploitation/llmsectest/pyproject.toml
@@ -0,0 +1,19 @@
+[project]
+name = "llmsectest-exploitation"
+version = "0.1.0"
+description = "LLMSecTest exploitation setup for the GenAI Red Team Lab"
+readme = "README.md"
+requires-python = ">=3.11"
+dependencies = [
+    "llmsectest[openai]>=0.2.0",
+]
+
+[dependency-groups]
+dev = [
+    "black>=24.0.0",
+    "isort>=5.0.0",
+    "mypy>=1.0.0",
+]
+
+[tool.mypy]
+ignore_missing_imports = true
diff --git a/exploitation/llmsectest/reports/.gitkeep b/exploitation/llmsectest/reports/.gitkeep
new file mode 100644
index 0000000..e69de29