Notices

July 29, 2026 · View on GitHub

This project includes software developed by third parties. The following sets forth required attributions and copyright notices for these components.

Component 1: AgentDojo

Vendored under Detection/benchmark/agentdojo/ from github.com/ethz-spylab/agentdojo.

License Text: Permission is hereby granted, free of charge, to any person obtaining a copy of this software and associated documentation files (the "Software"), to deal in the Software without restriction, including without limitation the rights to use, copy, modify, merge, publish, distribute, sublicense, and/or sell copies of the Software, and to permit persons to whom the Software is furnished to do so, subject to the following conditions:

The above copyright notice and this permission notice shall be included in all copies or substantial portions of the Software.

THE SOFTWARE IS PROVIDED "AS IS", WITHOUT WARRANTY OF ANY KIND, EXPRESS OR IMPLIED, INCLUDING BUT NOT LIMITED TO THE WARRANTIES OF MERCHANTABILITY, FITNESS FOR A PARTICULAR PURPOSE AND NONINFRINGEMENT. IN NO EVENT SHALL THE AUTHORS OR COPYRIGHT HOLDERS BE LIABLE FOR ANY CLAIM, DAMAGES OR OTHER LIABILITY, WHETHER IN AN ACTION OF CONTRACT, TORT OR OTHERWISE, ARISING FROM, OUT OF OR IN CONNECTION WITH THE SOFTWARE OR THE USE OR OTHER DEALINGS IN THE SOFTWARE.

Component 6: "Got a Secret? LLM Agents Can't Keep It" (fixture document)

Bundled as a benchmark fixture document under Detection/context_providers/source_codes/mcp_servers_0/markdown_toolkit/environment/ (paper.md, paper.pdf, paper2405.md, paper2405.pdf) and Detection/context_providers/source_codes/mcp_servers_0/ppt_toolkit/environment/ (paper.pdf, paper2405.pdf). Used as a realistic sample document for benign document-conversion benchmark tasks.

Source: arXiv:2605.27766 (https://arxiv.org/abs/2605.27766) Authors: Aman Priyanshu, Supriti Vijay, Esha Pahwa License: Creative Commons Attribution 4.0 International (CC BY 4.0) — https://creativecommons.org/licenses/by/4.0/

Component 7: "ToolFailBench: Diagnosing Tool-Use Failures in LLM Agents" (fixture document)

Bundled as a benchmark fixture document under Detection/context_providers/source_codes/mcp_servers_0/markdown_toolkit/environment/ (paper2410.md, paper2410.pdf) and Detection/context_providers/source_codes/mcp_servers_0/ppt_toolkit/environment/ (paper2410.pdf). Used as a realistic sample document for benign document-conversion benchmark tasks.

Source: arXiv:2607.04686 (https://arxiv.org/abs/2607.04686) Authors: Harsh Soni License: Creative Commons Attribution 4.0 International (CC BY 4.0) — https://creativecommons.org/licenses/by/4.0/

Component 2: YAML `!include` loader

Embedded in Detection/benchmark/agentdojo/benchmarks/agentdojo/yaml_loader.py, from this gist.

License Text: Permission is hereby granted, free of charge, to any person obtaining a copy of this software and associated documentation files (the "Software"), to deal in the Software without restriction, including without limitation the rights to use, copy, modify, merge, publish, distribute, sublicense, and/or sell copies of the Software, and to permit persons to whom the Software is furnished to do so, subject to the following conditions:

The above copyright notice and this permission notice shall be included in all copies or substantial portions of the Software.

THE SOFTWARE IS PROVIDED "AS IS", WITHOUT WARRANTY OF ANY KIND, EXPRESS OR IMPLIED, INCLUDING BUT NOT LIMITED TO THE WARRANTIES OF MERCHANTABILITY, FITNESS FOR A PARTICULAR PURPOSE AND NONINFRINGEMENT. IN NO EVENT SHALL THE AUTHORS OR COPYRIGHT HOLDERS BE LIABLE FOR ANY CLAIM, DAMAGES OR OTHER LIABILITY, WHETHER IN AN ACTION OF CONTRACT, TORT OR OTHERWISE, ARISING FROM, OUT OF OR IN CONNECTION WITH THE SOFTWARE OR THE USE OR OTHER DEALINGS IN THE SOFTWARE.

Component 3: YAML string representer snippet

Embedded in Detection/benchmark/agentdojo/benchmarks/agentdojo/yaml_loader.py, from this Stack Overflow answer.

License: CC BY-SA 3.0 Copyright Notice: Copyright (c) Stack Overflow contributor, per Stack Overflow's content license

Component 4: OpenAI Python type re-definitions

Embedded in Detection/benchmark/agentdojo/benchmarks/agentdojo/agentdojo_types.py, re-derived from openai/openai-python.

License: Apache License 2.0 Copyright Notice: Copyright (c) OpenAI

License Text: See Apache License, Version 2.0.

Component 5: LlamaFirewall

Consumed as a pip dependency (llamafirewall package, declared in Detection/pyproject.toml) from meta-llama/PurpleLlama, called from Detection/guardrail/llamafirewall_agent/llamafirewall_baseline.py. Not vendored source.

License: MIT License Copyright Notice: Copyright (c) Meta Platforms, Inc. and affiliates.

License Text: Permission is hereby granted, free of charge, to any person obtaining a copy of this software and associated documentation files (the "Software"), to deal in the Software without restriction, including without limitation the rights to use, copy, modify, merge, publish, distribute, sublicense, and/or sell copies of the Software, and to permit persons to whom the Software is furnished to do so, subject to the following conditions:

The above copyright notice and this permission notice shall be included in all copies or substantial portions of the Software.

THE SOFTWARE IS PROVIDED "AS IS", WITHOUT WARRANTY OF ANY KIND, EXPRESS OR IMPLIED, INCLUDING BUT NOT LIMITED TO THE WARRANTIES OF MERCHANTABILITY, FITNESS FOR A PARTICULAR PURPOSE AND NONINFRINGEMENT. IN NO EVENT SHALL THE AUTHORS OR COPYRIGHT HOLDERS BE LIABLE FOR ANY CLAIM, DAMAGES OR OTHER LIABILITY, WHETHER IN AN ACTION OF CONTRACT, TORT OR OTHERWISE, ARISING FROM, OUT OF OR IN CONNECTION WITH THE SOFTWARE OR THE USE OR OTHER DEALINGS IN THE SOFTWARE.