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About & disclaimer

tulip is developed 100% by tuliplabs, an independent AI-security research group. No third party contributed to its development. It is built for independent, open-source AI-security research.

Organizations and corporations are welcome to use tulip at production grade, at no cost, under the Apache License, Version 2.0.

Disclaimer of warranty and liability

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 non-infringement. tuliplabs accepts no liability for any claim, damages, or other consequence arising from the software or its use. Use is entirely at your own risk. You are solely responsible for ensuring that your use is lawful, authorized, and compliant with all applicable obligations — including security, privacy, export-control, and any policies that govern the systems and data you touch.

Responsible use

tulip ships offensive-capable security tooling — red-team agents, model and hardware fingerprinting, and similar reconnaissance capabilities. Use it only against systems you own or are explicitly authorized to test. Running these capabilities against systems you do not own or have not been authorized to assess may be unlawful.

This page is not legal advice. Consult your own counsel.

License

tulip is released under the Apache License, Version 2.0.

Copyright 2026 tuliplabs.

Licensed under the Apache License, Version 2.0 (the "License"); you may not use this software except in compliance with the License. You may obtain a copy of the License at https://www.apache.org/licenses/LICENSE-2.0.

Unless required by applicable law or agreed to in writing, software distributed under the License is distributed on an "AS IS" BASIS, WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. See the License for the specific language governing permissions and limitations under the License.

Provenance

Tulip began as a fork of an earlier project released under the Universal Permissive License v1.0 (UPL-1.0). Those original portions remain available under the UPL-1.0; all new contributions are licensed under the Apache License, Version 2.0. See the NOTICE file for attribution details.

Full text: LICENSE · NOTICE


Third-party components

tulip uses the following open-source libraries. Their licenses are reproduced below and in full in THIRD_PARTY_LICENSES.txt.

Core dependencies

Package License Copyright
httpx BSD-3-Clause © 2019 Encode OSS Ltd.
pydantic MIT © Pydantic Services Inc. and contributors
pydantic-settings MIT © 2022 Samuel Colvin and contributors
typing-extensions PSF © Python Software Foundation

Model providers (optional)

Package License Copyright
openai MIT © OpenAI
anthropic MIT © Anthropic
cohere MIT © Cohere

Observability (optional)

Package License Copyright
opentelemetry-api Apache-2.0 © The OpenTelemetry Authors
opentelemetry-sdk Apache-2.0 © The OpenTelemetry Authors
opentelemetry-exporter-otlp Apache-2.0 © The OpenTelemetry Authors

MCP integration (optional)

Package License Copyright
mcp MIT © Anthropic, PBC

Checkpoint / memory backends (optional)

Package License Copyright
redis MIT © Redis Inc.
asyncpg Apache-2.0 © MagicStack Inc.
opensearch-py Apache-2.0 © OpenSearch Contributors