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ml-vulnerabilities

OWASP Machine Learning Top 10 vulnerability knowledge base for identifying, assessing, and remediating security risks in machine learning systems.

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willvelida/biotrackr
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April 11, 2026 at 08:12
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name
ml-vulnerabilities
description
OWASP Machine Learning Top 10 vulnerability knowledge base for identifying, assessing, and remediating security risks in machine learning systems.
license
MIT
metadata
{"authors":"OWASP Machine Learning Security Project","spec_version":"1.0","framework_revision":"1.0.0","last_updated":"2026-02-16","skill_based_on":"https://github.com/chris-buckley/agnostic-prompt-standard","content_based_on":"https://owasp.org/www-project-machine-learning-security-top-10/"}
# ML Vulnerabilities — Skill Entry This `SKILL.md` is the **entrypoint** for the ML Vulnerabilities skill. The skill encodes the **OWASP Machine Learning Security Top 10** as structured, machine-readable references that an agent can query to identify, assess, and remediate machine learning security risks. ## Normative references (ML Top 10) 1. [00 Vulnerability Index](references/00-vulnerability-index.md) 2. [01 Input Manipulation Attack](references/01-input-manipulation-attack.md) 3. [02 Data Poisoning Attack](references/02-data-poisoning-attack.md) 4. [03 Model Inversion Attack](references/03-model-inversion-attack.md) 5. [04 Membership Inference Attack](references/04-membership-inference-attack.md) 6. [05 Model Theft](references/05-model-theft.md) 7. [06 AI Supply Chain Attacks](references/06-ai-supply-chain-attacks.md) 8. [07 Transfer Learning Attack](references/07-transfer-learning-attack.md) 9. [08 Model Skewing](references/08-model-skewing.md) 10. [09 Output Integrity Attack](references/09-output-integrity-attack.md) 11. [10 Model Poisoning](references/10-model-poisoning.md) ## Skill layout - `SKILL.md` — this file (skill entrypoint). - `references/` — the ML Top 10 normative documents. - `00-vulnerability-index.md` — master index of all vulnerability identifiers, categories, and cross-references. - `01` through `10` — one document per vulnerability aligned with OWASP ML Security Top 10 numbering. - `assets/` — reusable format and constants blocks. - `constants/` — vulnerability catalog and category definitions. - `constants-ml-catalog-v1.0.0.md` - `formats/` — output contract examples. - `format-vulnerability-assessment-v1.0.0.md` - `format-remediation-checklist-v1.0.0.md`
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