--- title: "awesome-ai-safety vs whistleblower" type: "comparison" canonical_url: "https://www.graphcanon.com/compare/giskard-ai-awesome-ai-safety-vs-repello-ai-whistleblower" tools: ["giskard-ai-awesome-ai-safety", "repello-ai-whistleblower"] --- # awesome-ai-safety vs whistleblower *GraphCanon updated Oct 6, 2026* ## Verdict Pick awesome-ai-safety if awesome-ai-safety is a curated list of papers and technical articles focused on ensuring AI quality and safety across various machine learning domains including CV and NLP; pick whistleblower if whistleblower is an offensive security tool for AI applications to detect prompt leakage and capability flaws via malicious API probing. [awesome-ai-safety](https://giskard.ai) reports 222 GitHub stars, 43 forks, and 21 open issues, last pushed Apr 14, 2025. [whistleblower](https://repello.ai/product) has 178 stars, 30 forks, and 13 open issues, last pushed Oct 31, 2025. Figures are from public GitHub metadata via [awesome-ai-safety's repository](https://github.com/Giskard-AI/awesome-ai-safety) and [whistleblower's repository](https://github.com/Repello-AI/whistleblower). | | [awesome-ai-safety](/tools/giskard-ai-awesome-ai-safety.md) | [whistleblower](/tools/repello-ai-whistleblower.md) | | --- | --- | --- | | Tagline | A curated list of papers and technical articles on AI Quality & Safety | A security testing tool for AI applications to uncover prompt leakage and capability flaws via API interactions. | | Stars | 222 | 178 | | Forks | 43 | 30 | | Open issues | 21 | 13 | | Language | - | Python | | Adopt for | awesome-ai-safety is a curated list of papers and technical articles focused on ensuring AI quality and safety across various machine learning domains including CV and NLP. | Whistleblower is an offensive security tool for AI applications to detect prompt leakage and capability flaws via malicious API probing. | | Persona | - | - | | Runtime | - | - | | License | Apache-2.0 | - | | Categories | Evaluation & Observability | Evaluation & Observability | ## Trust and health _Sourced signals - not a safety guarantee. No winner column._ | | [awesome-ai-safety](/tools/giskard-ai-awesome-ai-safety.md) | [whistleblower](/tools/repello-ai-whistleblower.md) | | --- | --- | --- | | Maintenance | Dormant (18%) | Slowing (36%) | | Days since push | 528d | 339d | | Open issues (now) | 21 | 13 | | Stars delta | +2 (30d) | +1 (30d) | | Open issues delta | +4 (30d) | 0 (30d) | | Full report | [trust report](/tools/giskard-ai-awesome-ai-safety/trust.md) | [trust report](/tools/repello-ai-whistleblower/trust.md) | ## Decision facts: awesome-ai-safety - **Pricing:** freemium - The repository is free to use under the Apache-2.0 license. However, external resources linked might have their own licensing terms or costs. - **Adopt for:** awesome-ai-safety is a curated list of papers and technical articles focused on ensuring AI quality and safety across various machine learning domains including CV and NLP. ## Decision facts: whistleblower - **Adopt for:** Whistleblower is an offensive security tool for AI applications to detect prompt leakage and capability flaws via malicious API probing. ## Choose when ### Choose awesome-ai-safety if… - Pricing: The repository is free to use under the Apache-2.0 license. However, external resources linked might have their own licensing terms or costs.. - Tags unique to awesome-ai-safety: ai, ai-alignment, ai-quality, ai-safety. - When you need an aggregated source to explore topics such as AI alignment, robustness, fairness in ML models. ### Choose whistleblower if… - Tags unique to whistleblower: ai-red-teaming, ai-security, hacktoberfest, llm-security. - When performing ethical hacking on LLM-based apps for security testing - More recently updated (last pushed Oct 31, 2025). ## When NOT to use awesome-ai-safety - Not suitable if your requirement is a repository with hands-on coding examples rather than research papers and articles. - Avoid this resource if you are searching for datasets or tools that are not in the form of academic literature but practical utilities. - This platform may not provide sufficient guidance on hardware-specific testing, where practical constraints diverge from theoretical models. ## When NOT to use whistleblower - If the focus is on non-API interaction based security vulnerabilities - When working with proprietary or restricted AI models that prohibit external probing ## Common questions ### What is the difference between awesome-ai-safety and whistleblower? awesome-ai-safety: A curated list of papers and technical articles on AI Quality & Safety. whistleblower: A security testing tool for AI applications to uncover prompt leakage and capability flaws via API interactions.. See the comparison table for live GitHub stats and shared categories. ### When should I choose awesome-ai-safety over whistleblower? Choose awesome-ai-safety over whistleblower when Pricing: The repository is free to use under the Apache-2.0 license. However, external resources linked might have their own licensing terms or costs.; Tags unique to awesome-ai-safety: ai, ai-alignment, ai-quality, ai-safety; When you need an aggregated source to explore topics such as AI alignment, robustness, fairness in ML models. ### When should I choose whistleblower over awesome-ai-safety? Choose whistleblower over awesome-ai-safety when Tags unique to whistleblower: ai-red-teaming, ai-security, hacktoberfest, llm-security; When performing ethical hacking on LLM-based apps for security testing; More recently updated (last pushed Oct 31, 2025). ### When should I avoid awesome-ai-safety? Not suitable if your requirement is a repository with hands-on coding examples rather than research papers and articles. Avoid this resource if you are searching for datasets or tools that are not in the form of academic literature but practical utilities. This platform may not provide sufficient guidance on hardware-specific testing, where practical constraints diverge from theoretical models. ### When should I avoid whistleblower? If the focus is on non-API interaction based security vulnerabilities When working with proprietary or restricted AI models that prohibit external probing ### Is awesome-ai-safety or whistleblower more popular on GitHub? awesome-ai-safety has more GitHub stars (222 vs 178). Stars measure visibility, not whether either tool fits your constraints. ### Are awesome-ai-safety and whistleblower open source? Yes - both are open-source projects on GitHub. ### Where can I find alternatives to awesome-ai-safety or whistleblower? GraphCanon lists graph-backed alternatives at [awesome-ai-safety alternatives](/tools/giskard-ai-awesome-ai-safety/alternatives) and [whistleblower alternatives](/tools/repello-ai-whistleblower/alternatives) ([awesome-ai-safety markdown twin](/tools/giskard-ai-awesome-ai-safety/alternatives.md), [whistleblower markdown twin](/tools/repello-ai-whistleblower/alternatives.md)), ranked by typed relationship edges rather than popularity votes. ### Is there a machine-readable version of this comparison? Yes. The markdown twin at [this comparison](/compare/giskard-ai-awesome-ai-safety-vs-repello-ai-whistleblower.md) mirrors this page for agents and LLM crawlers, with the same stats table and FAQ answers. ### Which is better maintained, awesome-ai-safety or whistleblower? awesome-ai-safety: Dormant. whistleblower: Slowing. Compare maintenance labels, days since push, and release cadence in the trust section below - stars alone do not measure maintenance. ### Where are the full trust reports for awesome-ai-safety and whistleblower? GraphCanon publishes per-repo trust reports with dated maintenance, provenance, and scan summaries: [awesome-ai-safety trust report](/tools/giskard-ai-awesome-ai-safety/trust); [whistleblower trust report](/tools/repello-ai-whistleblower/trust). --- **Machine-readable endpoints** - JSON: [`/api/graphcanon/graph?tool=giskard-ai-awesome-ai-safety`](/api/graphcanon/graph?tool=giskard-ai-awesome-ai-safety) - LLM index: [/llms.txt](/llms.txt) - Full corpus: [/llms-full.txt](/llms-full.txt) _GraphCanon - The knowledge graph for AI development. https://www.graphcanon.com/_