Comparison
AutoAudit vs LlamaFactory
Verdict
Pick AutoAudit when autoAudit is primarily HTML; LlamaFactory is Python; pick LlamaFactory when llamaFactory is primarily Python; AutoAudit is HTML.
Markdown twin · AutoAudit alternatives · LlamaFactory alternatives
GraphCanon updated today
vs
Trust & integrity
| Signal | AutoAudit | LlamaFactory |
|---|---|---|
| Maintenance | Dormant (498d since push) As of today · github_public_v1 | Very active (0d since push) As of 1d · github_public_v1 |
| Provenance | Not a fork · Personal account As of today · github_public_v1 | Not a fork · Personal account As of 1d · github_public_v1 |
| Security (OSV) | No lockfile As of today · none | No lockfile As of 1d · none |
Tagline
- AutoAudit
- AutoAudit—— the LLM for Cyber Security 网络安全大语言模型
- LlamaFactory
- Unified Efficient Fine-Tuning of 100+ LLMs & VLMs
Stars
- AutoAudit
- 355
- LlamaFactory
- 73k
Forks
- AutoAudit
- 38
- LlamaFactory
- 8.9k
Open issues
- AutoAudit
- 4
- LlamaFactory
- 1.1k
Language
- AutoAudit
- HTML
- LlamaFactory
- Python
Adopt for
- AutoAudit
- -
- LlamaFactory
- LlamaFactory is a sophisticated tool for fine-tuning numerous large language models and visual language models efficiently using various methods such as LoRA, QLoRA, RLHF, and quantization.
Persona
- AutoAudit
- -
- LlamaFactory
- -
Runtime
- AutoAudit
- -
- LlamaFactory
- -
License
- AutoAudit
- MIT
- LlamaFactory
- Apache-2.0
Last pushed
- AutoAudit
- Feb 28, 2025
- LlamaFactory
- Jul 10, 2026
Categories
- AutoAudit
- LLM Frameworks, Model Training
- LlamaFactory
- LLM Frameworks, Model Training
Trust and health
Maintenance
- AutoAudit
- Dormant (18%)
- LlamaFactory
- Very active (96%)
Days since push
- AutoAudit
- 498d
- LlamaFactory
- 0d
Open issues (now)
- AutoAudit
- 4
- LlamaFactory
- 1.1k
Full report
- AutoAudit
- Trust report
- LlamaFactory
- Trust report
Choose AutoAudit if…
- AutoAudit is primarily HTML; LlamaFactory is Python.
- License: AutoAudit is MIT, LlamaFactory is Apache-2.0.
- Tags unique to AutoAudit: cyber-security, html, llama, lora.
When NOT to use AutoAudit
- Last GitHub push was 499 days ago (dormant maintenance, Feb 28, 2025). Validate activity before betting a new project on AutoAudit.
- LLM Frameworks: Avoid a framework for a single prompt-and-retrieve call; the abstraction can cost more than it saves.
- Model Training: Try prompting and RAG first; fine-tuning is the answer to style/format, not missing knowledge.
Choose LlamaFactory if…
- LlamaFactory is primarily Python; AutoAudit is HTML.
- License: LlamaFactory is Apache-2.0, AutoAudit is MIT.
- Tags unique to LlamaFactory: agent, ai, deepseek, gemma.
- When you need to fine-tune over 100 different LLMs or VLMs with efficient methods like LoRA or QLoRA.
When NOT to use LlamaFactory
- When you are looking to fine-tune less popular or niche models that are not supported within the 100+ models covered by LlamaFactory.
- If your project specifically requires custom fine-tuning methods not available in this repository, such as certain versions of PEFT (Parameter Efficient Fine-Tuning) techniques excluding LoRA and QLoa
Explore
Sources
Every stat on this page traces to a dated GitHub sync, license file, enrichment field, or trust scan.
- GitHub stars (ddzipp/AutoAudit) · observed Jul 11, 2026
- GitHub forks (ddzipp/AutoAudit) · observed Jul 11, 2026
- Last push (ddzipp/AutoAudit) · observed Feb 28, 2025
- License file (MIT) · observed Jul 11, 2026
- Trust scan (lockfile / OSV) · observed Jul 11, 2026
- GitHub stars (hiyouga/LlamaFactory) · observed Jul 11, 2026
- GitHub forks (hiyouga/LlamaFactory) · observed Jul 11, 2026
- Last push (hiyouga/LlamaFactory) · observed Jul 10, 2026
- License file (Apache-2.0) · observed Jul 11, 2026
- Decision facts (enrichment) · observed Jul 11, 2026
- Trust scan (lockfile / OSV) · observed Jul 11, 2026
GitHub stars on cards: AutoAudit 355 · LlamaFactory 73k (synced Jul 11, 2026).
Common questions
- What is the difference between AutoAudit and LlamaFactory?
- AutoAudit: AutoAudit—— the LLM for Cyber Security 网络安全大语言模型. LlamaFactory: Unified Efficient Fine-Tuning of 100+ LLMs & VLMs. See the comparison table for live GitHub stats and shared categories.
- When should I choose AutoAudit over LlamaFactory?
- Choose AutoAudit over LlamaFactory when AutoAudit is primarily HTML; LlamaFactory is Python; License: AutoAudit is MIT, LlamaFactory is Apache-2.0; Tags unique to AutoAudit: cyber-security, html, llama, lora.
- When should I choose LlamaFactory over AutoAudit?
- Choose LlamaFactory over AutoAudit when LlamaFactory is primarily Python; AutoAudit is HTML; License: LlamaFactory is Apache-2.0, AutoAudit is MIT; Tags unique to LlamaFactory: agent, ai, deepseek, gemma; When you need to fine-tune over 100 different LLMs or VLMs with efficient methods like LoRA or QLoRA.
- When should I avoid AutoAudit?
- Last GitHub push was 499 days ago (dormant maintenance, Feb 28, 2025). Validate activity before betting a new project on AutoAudit. LLM Frameworks: Avoid a framework for a single prompt-and-retrieve call; the abstraction can cost more than it saves. Model Training: Try prompting and RAG first; fine-tuning is the answer to style/format, not missing knowledge.
- When should I avoid LlamaFactory?
- When you are looking to fine-tune less popular or niche models that are not supported within the 100+ models covered by LlamaFactory. If your project specifically requires custom fine-tuning methods not available in this repository, such as certain versions of PEFT (Parameter Efficient Fine-Tuning) techniques excluding LoRA and QLoa
- Is AutoAudit or LlamaFactory more popular on GitHub?
- LlamaFactory has more GitHub stars (73,157 vs 355). Stars measure visibility, not whether either tool fits your constraints.
- Are AutoAudit and LlamaFactory open source?
- Yes - both are open-source projects on GitHub (AutoAudit: MIT, LlamaFactory: Apache-2.0).
- Where can I find alternatives to AutoAudit or LlamaFactory?
- GraphCanon lists graph-backed alternatives at AutoAudit alternatives and LlamaFactory alternatives (AutoAudit markdown twin, LlamaFactory markdown twin), 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 mirrors this page for agents and LLM crawlers, with the same stats table and FAQ answers.
- Which is better maintained, AutoAudit or LlamaFactory?
- AutoAudit: Dormant. LlamaFactory: 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 LlamaFactory?
- GraphCanon publishes per-repo trust reports with dated maintenance, provenance, and scan summaries: AutoAudit trust report; LlamaFactory trust report.