Comparison
stepshield vs AutoDefense
Verdict
Pick stepshield if stepShield aids in evaluating temporal guardrail effectiveness on AI agents through step-level annotations, ideal for ensuring security over time; pick AutoDefense if autoDefense uses a multi-agent framework to mitigate jailbreak attacks on LLMs, installed via Python.
Markdown twin · stepshield alternatives · AutoDefense alternatives
GraphCanon updated 1w
vs
Trust & integrity
| Signal | stepshield | AutoDefense |
|---|---|---|
| Maintenance | Steady (33d since push) As of 1w · github_public_v1 | Slowing (201d since push) As of 2w · github_public_v1 |
| Provenance | Not a fork · Personal account As of 1w · github_public_v1 | Not a fork · Personal account As of 2w · github_public_v1 |
| OSV dependency advisories | Published findings 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
- stepshield
- Temporal evaluation benchmark for AI agent guardrails
- AutoDefense
- Multi-Agent LLM Defense against Jailbreak Attacks
Stars
- stepshield
- 77
- AutoDefense
- 68
Forks
- stepshield
- 18
- AutoDefense
- 20
Open issues
- stepshield
- 16
- AutoDefense
- 1
Language
- stepshield
- Python
- AutoDefense
- Python
Adopt for
- stepshield
- StepShield aids in evaluating temporal guardrail effectiveness on AI agents through step-level annotations, ideal for ensuring security over time.
- AutoDefense
- AutoDefense uses a multi-agent framework to mitigate jailbreak attacks on LLMs, installed via Python.
Persona
- stepshield
- -
- AutoDefense
- -
Runtime
- stepshield
- -
- AutoDefense
- -
License
- stepshield
- Other
- AutoDefense
- MIT
Last pushed
- stepshield
- Jul 7, 2026
- AutoDefense
- Jan 15, 2026
Categories
- stepshield
- AI Agents, Evaluation & Observability
- AutoDefense
- AI Agents, Evaluation & Observability
Trust and health
Maintenance
- stepshield
- Steady (60%)
- AutoDefense
- Slowing (36%)
Days since push
- stepshield
- 33d
- AutoDefense
- 201d
Open issues (now)
- stepshield
- 16
- AutoDefense
- 1
OSV dependency advisories
- stepshield
- Published findings
- AutoDefense
- No lockfile (source not queried)
Full report
- stepshield
- Trust report
- AutoDefense
- Trust report
Shared compatibility
- Python · stepshield: Python runtime · AutoDefense: Python runtime
Choose stepshield if…
- License: stepshield is Other, AutoDefense is MIT.
- Tags unique to stepshield: agent-security, ai safety, benchmark, dataset.
- When you need to measure the timing of interventions rather than just if they occur
When NOT to use stepshield
- If your project does not require temporal analysis of guardrail performance
- When you seek real-time intervention and do not need pre-defined trajectory datasets
Choose AutoDefense if…
- License: AutoDefense is MIT, stepshield is Other.
- Tags unique to AutoDefense: defense-mechanism, jailbreak prevention, large language models, llm-defense.
- 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 (glo26/stepshield) · observed Aug 9, 2026
- GitHub forks (glo26/stepshield) · observed Aug 9, 2026
- Last push (glo26/stepshield) · observed Jul 7, 2026
- License file (Other) · observed Aug 9, 2026
- Decision facts (enrichment) · observed Jul 16, 2026
- Trust scan (lockfile / OSV) · observed Jul 15, 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: stepshield 77 · AutoDefense 68 (synced Aug 9, 2026).
Common questions
- What is the difference between stepshield and AutoDefense?
- stepshield: Temporal evaluation benchmark for AI agent guardrails. AutoDefense: Multi-Agent LLM Defense against Jailbreak Attacks. See the comparison table for live GitHub stats and shared categories.
- When should I choose stepshield over AutoDefense?
- Choose stepshield over AutoDefense when License: stepshield is Other, AutoDefense is MIT; Tags unique to stepshield: agent-security, ai safety, benchmark, dataset; When you need to measure the timing of interventions rather than just if they occur.
- When should I choose AutoDefense over stepshield?
- Choose AutoDefense over stepshield when License: AutoDefense is MIT, stepshield is Other; Tags unique to AutoDefense: defense-mechanism, jailbreak prevention, large language models, llm-defense; Implementing robust defenses for enterprise-level AI projects with high-security requirements.
- When should I avoid stepshield?
- If your project does not require temporal analysis of guardrail performance When you seek real-time intervention and do not need pre-defined trajectory datasets
- 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 stepshield or AutoDefense more popular on GitHub?
- stepshield has more GitHub stars (77 vs 68). Stars measure visibility, not whether either tool fits your constraints.
- Are stepshield and AutoDefense open source?
- Yes - both are open-source projects on GitHub (stepshield: Other, AutoDefense: MIT).
- Where can I find alternatives to stepshield or AutoDefense?
- GraphCanon lists graph-backed alternatives at stepshield alternatives and AutoDefense alternatives (stepshield 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, stepshield or AutoDefense?
- stepshield: Steady. 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 stepshield and AutoDefense?
- GraphCanon publishes per-repo trust reports with dated maintenance, provenance, and scan summaries: stepshield trust report; AutoDefense trust report.