| --- |
| license: "mit" |
| pretty_name: "OpenSkillRisk" |
| language: |
| - en |
| tags: |
| - agent-safety |
| - coding-agents |
| - skills |
| - benchmark |
| gated: true |
|
|
| extra_gated_heading: "Dataset Access Request" |
| extra_gated_description: "Access requests are reviewed by the dataset maintainers. Please allow several business days for review." |
| extra_gated_button_content: "Submit access request" |
|
|
| extra_gated_fields: |
| "Full Name": text |
| "Affiliation": text |
| "Institutional or Work Email": text |
| "Intended Use": |
| type: select |
| options: |
| - "Academic research" |
| - "Safety evaluation" |
| - "Education or teaching" |
| - "Other" |
| "I will not attempt to identify original skill authors or related organizations": checkbox |
| "I will not redistribute the raw skill files": checkbox |
| --- |
| |
| # OpenSkillRisk Dataset |
|
|
| ## Dataset Description |
|
|
| OpenSkillRisk is a benchmark for evaluating whether CLI agents can safely handle risky third-party skills in open skill ecosystems. |
|
|
| This dataset contains the skill files and task specifications used by OpenSkillRisk. The code for building sandboxes and running evaluations is released separately at: |
|
|
| - **Repository:** [Miaow-Lab/OpenSkillRisk](https://github.com/Miaow-Lab/OpenSkillRisk) |
| - **Paper:** [OpenSkillRisk: Benchmarking Agent Safety When Using Real-World Risky Third-Party Skills](https://arxiv.org/abs/2607.20121) |
|
|
| ## Dataset Structure |
|
|
| This dataset contains two top-level folders: |
|
|
| - `skills/` contains the third-party skill files used in the benchmark. |
| - `tasks/` contains the task specification files that define benchmark instances. |
|
|
| ## Dataset Size |
|
|
| | Split | Number of skills and tasks | |
| | --- | ---: | |
| | Obviously malicious | 139 | |
| | Contextually risky | 124 | |
| | Total | 263 | |
|
|
|
|
| | Risk category | Total number of skills and tasks | |
| | --- | ---: | |
| | Control-Plane Hijacking | 13 | |
| | Authority Expansion | 38 | |
| | Data Harvesting | 27 | |
| | Execution Bootstrapping | 30 | |
| | Persistence Implantation | 24 | |
| | Outbound Exfiltration | 96 | |
| | External State Manipulation | 35 | |
|
|
|
|
| ## Usage |
|
|
| Please refer to the GitHub repository for instructions on downloading this dataset and running OpenSkillRisk. |
|
|
|
|
| ## Important Notice |
|
|
| The third-party skills in this repository contains high-risk skills collected for controlled safety research and benchmark evaluation. These skills should not be redistributed, copied into other agent environments, or used outside the intended benchmark context. |
|
|
| The benchmark is designed for sandboxed evaluation, but users should still run it only in controlled, security-conscious environments and avoid exposing sensitive credentials or personal data. |
|
|
| ## License |
|
|
| MIT License. See `LICENSE`. |
|
|
| ## Citation |
|
|
| If you use OpenSkillRisk in your research, please cite: |
|
|
| ```bibtex |
| @article{liu2026openskillrisk, |
| title={OpenSkillRisk: Benchmarking Agent Safety When Using Real-World Risky Third-Party Skills}, |
| author={Liu, Qiyuan and Hui, Tingfeng and Zhan, Kun and Zhang, Kaike and Miao, Ning}, |
| journal={arXiv preprint arXiv:2607.20121}, |
| year={2026} |
| } |
| ``` |
|
|
| ## Takedown and Removal Requests |
|
|
| If any skill, file, or derived content in this dataset belongs to you and you would like it removed, please provide a brief description of your ownership or rights claim and contact us. We will review valid requests and update the dataset as appropriate. |
|
|
|
|
