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SecProbe is in a private preview. Access is granted manually by the authors to invited collaborators. The bundles contain hidden grader tests and reference solutions: do not train on them or redistribute them.
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SecProbe
SecProbe is a benchmark of 353 repository-scale vulnerability-repair tasks. Each task is a working software project (Python, Go, C++, TypeScript, Java or Rust) into which several plausible, CWE-specific security defects were seeded. The agent must audit the repository, patch the root causes without breaking documented behaviour, and is graded by hidden functional and adversarial tests (score 0-100; a task is passed only at 100).
Do not train on this dataset. Every bundle contains the hidden grader tests (
tests/) and the reference repair (solution/). Using it for training or fine-tuning contaminates the benchmark. Please also avoid publishing the hidden tests or solutions elsewhere.
Layout
index.json # task index (id, CWE, category, language, level, sizes, ...)
tasks/<task_id>.tar.gz # one Harbor task per archive; extracts to <task_id>/
Each archive extracts to a Harbor task directory:
<task_id>/
task.toml # metadata, timeouts, resources
instruction.md # the prompt given to the agent
environment/ # Dockerfile + the vulnerable repository (copied to /app)
tests/ # hidden verifier (grader + hidden tests) <- do not show to agents
solution/ # reference repair <- do not show to agents
Running one task
TASK=patch-cwe94-0012
curl -L -o $TASK.tar.gz https://huggingface.co/datasets/<HF_DATASET>/resolve/main/tasks/$TASK.tar.gz
tar xzf $TASK.tar.gz
harbor run -p $TASK -a terminus-2 -m <model>
<model> is a LiteLLM-style provider/model id (e.g. anthropic/claude-opus-4-8). Any Harbor agent
(terminus-2, mini-swe-agent, claude-code, codex, openhands, ...) can be used with -a.
The verifier writes a 0/1 reward (pass = score 100) and the 0-100 score.
Citation
Please cite the SecProbe paper if you use this benchmark.
Links
- Paper: https://arxiv.org/abs/2609.33763
- Project page (browse every task, evaluate agents, generate new tasks): https://xiaonan-debug.github.io/secprobe-page/
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