--- title: "AutoAudit vs iFixAi" type: "comparison" canonical_url: "https://www.graphcanon.com/compare/ddzipp-autoaudit-vs-ifixai-ai-ifixai" tools: ["ddzipp-autoaudit", "ifixai-ai-ifixai"] --- # AutoAudit vs iFixAi *GraphCanon updated Aug 24, 2026* ## Verdict Pick AutoAudit if autoAudit leverages LLMs specifically for cyber security tasks and supports custom fine-tuning through models such as GPT, LLAMA, LoRA, and QLORA; pick iFixAi if iFixAi assesses AI models using 45 inspections for safety and alignment, returning grades in minutes. [AutoAudit](https://github.com/ddzipp/AutoAudit) reports 354 GitHub stars, 38 forks, and 4 open issues, last pushed Feb 28, 2025. [iFixAi](https://www.ifixai.ai) has 3.3k stars, 300 forks, and 0 open issues, last pushed Jul 27, 2026. Figures are from public GitHub metadata via [AutoAudit's repository](https://github.com/ddzipp/AutoAudit) and [iFixAi's repository](https://github.com/ifixai-ai/iFixAi). | | [AutoAudit](/tools/ddzipp-autoaudit.md) | [iFixAi](/tools/ifixai-ai-ifixai.md) | | --- | --- | --- | | Tagline | LLM for Cyber Security | Tool for evaluating and grading AI models on safety and alignment metrics | | Stars | 354 | 3,272 | | Forks | 38 | 300 | | Open issues | 4 | 0 | | Language | HTML | Python | | Adopt for | AutoAudit leverages LLMs specifically for cyber security tasks and supports custom fine-tuning through models such as GPT, LLAMA, LoRA, and QLORA. | iFixAi assesses AI models using 45 inspections for safety and alignment, returning grades in minutes. | | Persona | - | - | | Runtime | - | - | | License | MIT | Apache-2.0 | | Categories | Evaluation & Observability, Model Training | Evaluation & Observability | ## Trust and health _Sourced signals - not a safety guarantee. No winner column._ | | [AutoAudit](/tools/ddzipp-autoaudit.md) | [iFixAi](/tools/ifixai-ai-ifixai.md) | | --- | --- | --- | | Maintenance | Dormant (18%) | Very active (96%) | | Days since push | 542d | 1d | | Open issues (now) | 4 | 0 | | Stars delta | -1 (30d) | Unknown | | Open issues delta | 0 (30d) | Unknown | | Owner type | User | Organization | | Full report | [trust report](/tools/ddzipp-autoaudit/trust.md) | [trust report](/tools/ifixai-ai-ifixai/trust.md) | ## Decision facts: AutoAudit - **Adopt for:** AutoAudit leverages LLMs specifically for cyber security tasks and supports custom fine-tuning through models such as GPT, LLAMA, LoRA, and QLORA. ## Decision facts: iFixAi - **Adopt for:** iFixAi assesses AI models using 45 inspections for safety and alignment, returning grades in minutes. ## Choose when ### Choose AutoAudit if… - AutoAudit is primarily HTML; iFixAi is Python. - License: AutoAudit is MIT, iFixAi is Apache-2.0. - Tags unique to AutoAudit: cyber-security, fine-tuning, gpt, llama. - Also covers Model Training. - When your project requires a language model focused on cyber security applications rather than general content generation. ### Choose iFixAi if… - iFixAi is primarily Python; AutoAudit is HTML. - License: iFixAi is Apache-2.0, AutoAudit is MIT. - Tags unique to iFixAi: agent-evaluation, ai safety, ai-alignment, ai-evaluation. - You need a quick evaluation of an AI model's safety and alignment across industry standards ## When NOT to use AutoAudit - For projects needing broad, general-purpose text generation that does not require cyber security expertise embedded in the model. - In scenarios where proprietary data privacy is a concern, given AutoAudit's nature as an LLM for cyber security may imply certain data processing policies could be less flexible. ## When NOT to use iFixAi - If real-time assessment is necessary since iFixAi takes up to five minutes to return results - When detailed customization of inspection criteria beyond predefined checks is required ## Common questions ### What is the difference between AutoAudit and iFixAi? AutoAudit: LLM for Cyber Security. iFixAi: Tool for evaluating and grading AI models on safety and alignment metrics. See the comparison table for live GitHub stats and shared categories. ### When should I choose AutoAudit over iFixAi? Choose AutoAudit over iFixAi when AutoAudit is primarily HTML; iFixAi is Python; License: AutoAudit is MIT, iFixAi is Apache-2.0; Tags unique to AutoAudit: cyber-security, fine-tuning, gpt, llama; Also covers Model Training; When your project requires a language model focused on cyber security applications rather than general content generation. ### When should I choose iFixAi over AutoAudit? Choose iFixAi over AutoAudit when iFixAi is primarily Python; AutoAudit is HTML; License: iFixAi is Apache-2.0, AutoAudit is MIT; Tags unique to iFixAi: agent-evaluation, ai safety, ai-alignment, ai-evaluation; You need a quick evaluation of an AI model's safety and alignment across industry standards. ### When should I avoid AutoAudit? For projects needing broad, general-purpose text generation that does not require cyber security expertise embedded in the model. In scenarios where proprietary data privacy is a concern, given AutoAudit's nature as an LLM for cyber security may imply certain data processing policies could be less flexible. ### When should I avoid iFixAi? If real-time assessment is necessary since iFixAi takes up to five minutes to return results When detailed customization of inspection criteria beyond predefined checks is required ### Is AutoAudit or iFixAi more popular on GitHub? iFixAi has more GitHub stars (3,272 vs 354). Stars measure visibility, not whether either tool fits your constraints. ### Are AutoAudit and iFixAi open source? Yes - both are open-source projects on GitHub (AutoAudit: MIT, iFixAi: Apache-2.0). ### Where can I find alternatives to AutoAudit or iFixAi? GraphCanon lists graph-backed alternatives at [AutoAudit alternatives](/tools/ddzipp-autoaudit/alternatives) and [iFixAi alternatives](/tools/ifixai-ai-ifixai/alternatives) ([AutoAudit markdown twin](/tools/ddzipp-autoaudit/alternatives.md), [iFixAi markdown twin](/tools/ifixai-ai-ifixai/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/ddzipp-autoaudit-vs-ifixai-ai-ifixai.md) mirrors this page for agents and LLM crawlers, with the same stats table and FAQ answers. ### Which is better maintained, AutoAudit or iFixAi? AutoAudit: Dormant. iFixAi: Very active. 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 AutoAudit and iFixAi? GraphCanon publishes per-repo trust reports with dated maintenance, provenance, and scan summaries: [AutoAudit trust report](/tools/ddzipp-autoaudit/trust); [iFixAi trust report](/tools/ifixai-ai-ifixai/trust). --- **Machine-readable endpoints** - JSON: [`/api/graphcanon/graph?tool=ddzipp-autoaudit`](/api/graphcanon/graph?tool=ddzipp-autoaudit) - 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/_