Comparison
latent-jailbreak vs AutoDefense
Verdict
Pick latent-jailbreak if evaluation & Observability tool for assessing latent jailbreak phenomena in large language models; pick AutoDefense if autoDefense uses a multi-agent framework to mitigate jailbreak attacks on LLMs, installed via Python.
Markdown twin · latent-jailbreak alternatives · AutoDefense alternatives
GraphCanon updated 2w
vs
Trust & integrity
| Signal | latent-jailbreak | AutoDefense |
|---|---|---|
| Maintenance | Dormant (805d since push) As of 2w · github_public_v1 | Slowing (201d since push) As of 2w · github_public_v1 |
| Provenance | Not a fork · Personal account As of 2w · github_public_v1 | Not a fork · Personal account As of 2w · github_public_v1 |
| OSV dependency advisories | No lockfile (source not queried) As of 1mo · osv@v1 | No lockfile (source not queried) As of 1mo · osv@v1 |
| deps.dev advisories | Not queried deps.dev@v1 | Not queried deps.dev@v1 |
| OpenSSF Scorecard | Not queried openssf-scorecard@v1 | Not queried openssf-scorecard@v1 |
Tagline
- latent-jailbreak
- Repository for evaluating text safety and output robustness of large language models
- AutoDefense
- Multi-Agent LLM Defense against Jailbreak Attacks
Stars
- latent-jailbreak
- 39
- AutoDefense
- 68
Forks
- latent-jailbreak
- 2
- AutoDefense
- 20
Open issues
- latent-jailbreak
- 1
- AutoDefense
- 1
Language
- latent-jailbreak
- Python
- AutoDefense
- Python
Adopt for
- latent-jailbreak
- Evaluation & Observability tool for assessing latent jailbreak phenomena in large language models
- AutoDefense
- AutoDefense uses a multi-agent framework to mitigate jailbreak attacks on LLMs, installed via Python.
Persona
- latent-jailbreak
- -
- AutoDefense
- -
Runtime
- latent-jailbreak
- -
- AutoDefense
- -
License
- latent-jailbreak
- MIT
- AutoDefense
- MIT
Last pushed
- latent-jailbreak
- May 21, 2024
- AutoDefense
- Jan 15, 2026
Categories
- latent-jailbreak
- Evaluation & Observability
- AutoDefense
- AI Agents, Evaluation & Observability
Trust and health
Maintenance
- latent-jailbreak
- Dormant (18%)
- AutoDefense
- Slowing (36%)
Days since push
- latent-jailbreak
- 805d
- AutoDefense
- 201d
Full report
- latent-jailbreak
- Trust report
- AutoDefense
- Trust report
Shared compatibility
- Python · latent-jailbreak: Python runtime · AutoDefense: Python runtime
Choose latent-jailbreak if…
- Tags unique to latent-jailbreak: latent jailbreak, output robustness, text safety.
- When conducting detailed safety assessments of text generation from LLMs like BELLE, ChatGLM2, and ChatGPT
When NOT to use latent-jailbreak
- If quick performance testing without in-depth safety analysis is the priority
- When working exclusively with smaller or less complex models that do not exhibit latent jailbreak behavior
Choose AutoDefense if…
- Tags unique to AutoDefense: defense-mechanism, jailbreak prevention, llm-defense, multi-agent.
- Also covers AI Agents.
- Implementing robust defenses for enterprise-level AI projects with high-security requirements
When NOT to use AutoDefense
- Projects requiring light-weight solutions where multi-agent systems might introduce complexity overhead
- Environments without access to Python and its ecosystem, as AutoDefense depends on specific Python packages
Explore
Sources
Every stat on this page traces to a dated GitHub sync, license file, enrichment field, or trust scan.
- GitHub stars (qiuhuachuan/latent-jailbreak) · observed Aug 5, 2026
- GitHub forks (qiuhuachuan/latent-jailbreak) · observed Aug 5, 2026
- Last push (qiuhuachuan/latent-jailbreak) · observed May 21, 2024
- License file (MIT) · observed Aug 5, 2026
- Decision facts (enrichment) · observed Jul 16, 2026
- Trust scan (lockfile / OSV) · observed Jul 11, 2026
- GitHub stars (XHMY/AutoDefense) · observed Aug 5, 2026
- GitHub forks (XHMY/AutoDefense) · observed Aug 5, 2026
- Last push (XHMY/AutoDefense) · observed Jan 15, 2026
- License file (MIT) · observed Aug 5, 2026
- Decision facts (enrichment) · observed Jul 12, 2026
- Trust scan (lockfile / OSV) · observed Jul 11, 2026
GitHub stars on cards: latent-jailbreak 39 · AutoDefense 68 (synced Aug 5, 2026).
Common questions
- What is the difference between latent-jailbreak and AutoDefense?
- latent-jailbreak: Repository for evaluating text safety and output robustness of large language models. AutoDefense: Multi-Agent LLM Defense against Jailbreak Attacks. See the comparison table for live GitHub stats and shared categories.
- When should I choose latent-jailbreak over AutoDefense?
- Choose latent-jailbreak over AutoDefense when Tags unique to latent-jailbreak: latent jailbreak, output robustness, text safety; When conducting detailed safety assessments of text generation from LLMs like BELLE, ChatGLM2, and ChatGPT.
- When should I choose AutoDefense over latent-jailbreak?
- Choose AutoDefense over latent-jailbreak when Tags unique to AutoDefense: defense-mechanism, jailbreak prevention, llm-defense, multi-agent; Also covers AI Agents; Implementing robust defenses for enterprise-level AI projects with high-security requirements.
- When should I avoid latent-jailbreak?
- If quick performance testing without in-depth safety analysis is the priority When working exclusively with smaller or less complex models that do not exhibit latent jailbreak behavior
- When should I avoid AutoDefense?
- Projects requiring light-weight solutions where multi-agent systems might introduce complexity overhead Environments without access to Python and its ecosystem, as AutoDefense depends on specific Python packages
- Is latent-jailbreak or AutoDefense more popular on GitHub?
- AutoDefense has more GitHub stars (68 vs 39). Stars measure visibility, not whether either tool fits your constraints.
- Are latent-jailbreak and AutoDefense open source?
- Yes - both are open-source projects on GitHub (latent-jailbreak: MIT, AutoDefense: MIT).
- Where can I find alternatives to latent-jailbreak or AutoDefense?
- GraphCanon lists graph-backed alternatives at latent-jailbreak alternatives and AutoDefense alternatives (latent-jailbreak markdown twin, AutoDefense 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, latent-jailbreak or AutoDefense?
- latent-jailbreak: Dormant. AutoDefense: 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 latent-jailbreak and AutoDefense?
- GraphCanon publishes per-repo trust reports with dated maintenance, provenance, and scan summaries: latent-jailbreak trust report; AutoDefense trust report.