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GenAI-LLM-Top10

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OWASP Top 10 for Large Language Model Applications

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- - config.yml
  - release-errata.yml
  - release-feedback.yml
- CODEOWNERS
- - OWASP Top 10 for LLM Applications and Generative AI 2025 v0.1 - LLM Application Architecture and Threat Modeling.png
  - OWASP_Top_10_LLM_Applications_Architecture_2025.pdf
- _template.md
- LLM00_Preface.md
- LLM01_PromptInjection.md
- LLM02_SensitiveInformationDisclosure.md
- LLM03_SupplyChain.md
- LLM04_DataModelPoisoning.md
- LLM05_ImproperOutputHandling.md
- LLM06_ExcessiveAgency.md
- LLM07_SystemPromptLeakage.md
- LLM08_VectorAndEmbeddingWeaknesses.md
- LLM09_Misinformation.md
- LLM10_UnboundedConsumption.md
- - Appendix_A_Related_Framework_Mappings.md
  - Appendix_B_LLM_Application_Architecture_and_Threat_Modeling.md
  - LLM00_Preface.md
  - LLM01_PromptInjection.md
  - LLM02_SensitiveInformationDisclosure.md
  - LLM03_ExcessiveAgency.md
  - LLM04_SupplyChain.md
  - LLM05_DataModelPoisoning.md
  - LLM06_UnboundedConsumption.md
  - LLM07_Misinformation.md
  - LLM08_HiddenContextExposure.md
  - LLM09_VectorAndEmbeddingWeaknesses.md
  - LLM10_ImproperOutputHandling.md
  - LLMZZ_Appendix_AISVS_Mapping.md
  - references.md
- - CONTRIBUTING.md
  - LLM00_Preface.md
  - LLM01_PromptInjection.md
  - LLM02_SensitiveInformationDisclosure.md
  - LLM03_SupplyChain.md
  - LLM04_DataModelPoisoning.md
  - LLM05_ImproperOutputHandling.md
  - LLM06_ExcessiveAgency.md
  - LLM07_HiddenContextExposure.md
  - LLM08_VectorAndEmbeddingWeaknesses.md
  - LLM09_Misinformation.md
  - LLM10_UnboundedConsumption.md
- _template.md
- README.md
- owasp_top10_wasp.jpeg
- - branding.md
  - entries.md
  - general.md
  - README.md
.gitignore
OWASP Top 10 for LLM Applications Charter.md
README.md
Sprint Plan and Project Timeline OWASP Top 10 for LLM (2026).md

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<p align="center">
  <img src="./assets/owasp_top10_wasp.jpeg" alt="OWASP Top 10 for LLM Applications and Generative AI" width="100%">
</p>

> [!IMPORTANT]
> **Current release: 2026 — published August 4, 2026.**
>
> [Get the 2026 publication](https://genai.owasp.org/resource/owasp-genai-llm-top-10-2026/) · [Read the canonical source](./2026/final/) · [Report a correction](https://github.com/GenAI-Security-Project/GenAI-LLM-Top10/issues/new?template=release-errata.yml)

[![Current release](https://img.shields.io/badge/current_release-2026-purple)](https://genai.owasp.org/resource/owasp-genai-llm-top-10-2026/)
[![OWASP Flagship Status project](https://img.shields.io/badge/owasp-flagship-blue.svg)](https://owasp.org/projects/)
[![License: CC BY-SA 4.0](https://img.shields.io/badge/License-CC%20BY--SA%204.0-lightgrey.svg)](https://creativecommons.org/licenses/by-sa/4.0/)
[![Official site](https://img.shields.io/badge/official_publication-genai.owasp.org-032CFA.svg)](https://genai.owasp.org/resource/owasp-genai-llm-top-10-2026/)

This is the official source repository for the **OWASP Top 10 for Large Language Model Applications**, maintained as a core initiative of the [OWASP GenAI Security Project](https://genai.owasp.org/).

The Top 10 is a community-developed awareness document for developers, architects, data scientists, security practitioners, and organizations building or operating applications that use large language models.

## 2026 Release

The 2026 release is complete. The publication combines community judgment with analysis of real-world incidents and updates the ordering, scope, examples, mitigations, and framework mappings across the list.

| Resource | Location |
|---|---|
| Official publication | [Get the OWASP GenAI LLM Top 10 2026](https://genai.owasp.org/resource/owasp-genai-llm-top-10-2026/) |
| Canonical Markdown source | [`2026/final/`](./2026/final/) |
| Release overview | [`2026/README.md`](./2026/README.md) |
| Previous release | [`2025/`](./2025/) |

### OWASP GenAI LLM Top 10 2026

1. **LLM01:2026 Prompt Injection**
2. **LLM02:2026 Sensitive Information Disclosure**
3. **LLM03:2026 Excessive Agency**
4. **LLM04:2026 Supply Chain**
5. **LLM05:2026 Data and Model Poisoning**
6. **LLM06:2026 Unbounded Consumption**
7. **LLM07:2026 Misinformation**
8. **LLM08:2026 Hidden Context Exposure**
9. **LLM09:2026 Vector and Embedding Weaknesses**
10. **LLM10:2026 Improper Output Handling**

## Repository Layout

* [`2026/final/`](./2026/final/) — canonical source for the published 2026 release
* [`2026/working/`](./2026/working/) — historical working files and release-cycle tooling
* [`2025/`](./2025/) — source for the previous release
* [`documentation/style/`](./documentation/style/) — editorial and branding guidance
* [Project charter](./OWASP%20Top%2010%20for%20LLM%20Applications%20Charter.md) — mission, scope, governance, and operating principles

The [2026 sprint plan](./Sprint%20Plan%20and%20Project%20Timeline%20OWASP%20Top%2010%20for%20LLM%20%282026%29.md) and [`2026/working/CONTRIBUTING.md`](./2026/working/CONTRIBUTING.md) are retained as records of the completed release process. They are not the current contribution workflow.

## Contributing

Post-release corrections and improvements are welcome. Use the [2026 release errata form](https://github.com/GenAI-Security-Project/GenAI-LLM-Top10/issues/new?template=release-errata.yml) for specific errors, broken links, or source/publication mismatches. Use the [release feedback form](https://github.com/GenAI-Security-Project/GenAI-LLM-Top10/issues/new?template=release-feedback.yml) for broader feedback or proposals for a future cycle.

> [!IMPORTANT]
> All changes to this repository must be made through a pull request. Direct pushes to `main` are blocked by branch protection.

We have a working group channel on [OWASP Slack](https://owasp.org/slack/invite): `#team-genai-top-10-llm`.

For the broader project contribution process, visit [genai.owasp.org/contribute](https://genai.owasp.org/contribute/).

## License

This project is licensed under the [Creative Commons Attribution-ShareAlike 4.0 International License](https://creativecommons.org/licenses/by-sa/4.0/).

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