Comparison
FuzzyAI vs gateway
Verdict
Pick FuzzyAI if fuzzyAI is an automated tool from cyberark for detecting and mitigating jailbreaks in LLM APIs using fuzzing techniques; pick gateway if self-hosted firewall for securing AI applications with guardrails and content moderation.
Markdown twin · FuzzyAI alternatives · gateway alternatives
GraphCanon updated 2w
Trust & integrity
| Signal | FuzzyAI | gateway |
|---|---|---|
| Maintenance | Slowing (171d since push) As of 3w · github_public_v1 | Dormant (410d since push) As of 2w · github_public_v1 |
| Provenance | Not a fork · Organization account As of 3w · github_public_v1 | Not a fork · Organization 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
- FuzzyAI
- A tool for automated LLM fuzzing to detect and mitigate jailbreaks
- gateway
- Self-hosted firewall for securing AI applications with guardrails and content moderation.
Stars
- FuzzyAI
- 1.5k
- gateway
- 127
Forks
- FuzzyAI
- 214
- gateway
- 12
Open issues
- FuzzyAI
- 6
- gateway
- 0
Language
- FuzzyAI
- Jupyter Notebook
- gateway
- Python
Adopt for
- FuzzyAI
- FuzzyAI is an automated tool from cyberark for detecting and mitigating jailbreaks in LLM APIs using fuzzing techniques.
- gateway
- Self-hosted firewall for securing AI applications with guardrails and content moderation.
Persona
- FuzzyAI
- -
- gateway
- -
Runtime
- FuzzyAI
- -
- gateway
- -
License
- FuzzyAI
- Apache-2.0
- gateway
- Other
Last pushed
- FuzzyAI
- Feb 6, 2026
- gateway
- Jun 25, 2025
Categories
- FuzzyAI
- Evaluation & Observability
- gateway
- Evaluation & Observability, LLM Frameworks
Trust and health
Maintenance
- FuzzyAI
- Slowing (36%)
- gateway
- Dormant (18%)
Days since push
- FuzzyAI
- 171d
- gateway
- 410d
Open issues (now)
- FuzzyAI
- 6
- gateway
- 0
Full report
- FuzzyAI
- Trust report
- gateway
- Trust report
Choose FuzzyAI if…
- FuzzyAI is primarily Jupyter Notebook; gateway is Python.
- License: FuzzyAI is Apache-2.0, gateway is Other.
- Tags unique to FuzzyAI: ai, ai-red-team, fuzzing, jailbreak.
- When you need to identify vulnerabilities specifically within the API layer of your large language models (LLMs).
When NOT to use FuzzyAI
- For general application or code-level vulnerability scanning, as it is specialized for LLM APIs.
- In scenarios where manual penetration testing of applications outside the scope of LLMs is required.
Choose gateway if…
- gateway is primarily Python; FuzzyAI is Jupyter Notebook.
- License: gateway is Other, FuzzyAI is Apache-2.0.
- Pricing: Open-source with no explicit monetary cost, but requires users to handle infrastructure costs associated with local Docker deployment.
- Requirements: Min 4 GB RAM; Requires Docker; Docker and Docker Compose are required for deployment; Initial launch takes several minutes due to downloading machine learning models (~1.5GB+) for the first time.
- Tags unique to gateway: content-moderation, docker-compose, guardrails, pii-redaction.
- Also covers LLM Frameworks.
- gateway ships Docker support for self-hosted deployment.
- When you need to self-host a secure gateway for LLM-based AI applications that requires local deployment via Docker
When NOT to use gateway
- Avoid if you are looking for cloud-managed services, as this tool is designed solely for local or self-hosted environments
- Not suitable if you require extensive customization beyond the provided policies.yaml file and predefined guardrails for content moderation and security
Explore
Sources
Every stat on this page traces to a dated GitHub sync, license file, enrichment field, or trust scan.
- GitHub stars (cyberark/FuzzyAI) · observed Jul 28, 2026
- GitHub forks (cyberark/FuzzyAI) · observed Jul 28, 2026
- Last push (cyberark/FuzzyAI) · observed Feb 6, 2026
- License file (Apache-2.0) · observed Jul 28, 2026
- Decision facts (enrichment) · observed Jul 17, 2026
- Trust scan (lockfile / OSV) · observed Jul 11, 2026
- GitHub stars (trylonai/gateway) · observed Aug 10, 2026
- GitHub forks (trylonai/gateway) · observed Aug 10, 2026
- Last push (trylonai/gateway) · observed Jun 25, 2025
- License file (Other) · observed Aug 10, 2026
- Decision facts (enrichment) · observed Jul 15, 2026
- Trust scan (lockfile / OSV) · observed Jul 15, 2026
GitHub stars on cards: FuzzyAI 1.5k · gateway 127 (synced Jul 28, 2026).
Common questions
- What is the difference between FuzzyAI and gateway?
- FuzzyAI: A tool for automated LLM fuzzing to detect and mitigate jailbreaks. gateway: Self-hosted firewall for securing AI applications with guardrails and content moderation.. See the comparison table for live GitHub stats and shared categories.
- When should I choose FuzzyAI over gateway?
- Choose FuzzyAI over gateway when FuzzyAI is primarily Jupyter Notebook; gateway is Python; License: FuzzyAI is Apache-2.0, gateway is Other; Tags unique to FuzzyAI: ai, ai-red-team, fuzzing, jailbreak; When you need to identify vulnerabilities specifically within the API layer of your large language models (LLMs).
- When should I choose gateway over FuzzyAI?
- Choose gateway over FuzzyAI when gateway is primarily Python; FuzzyAI is Jupyter Notebook; License: gateway is Other, FuzzyAI is Apache-2.0; Pricing: Open-source with no explicit monetary cost, but requires users to handle infrastructure costs associated with local Docker deployment; Requirements: Min 4 GB RAM; Requires Docker; Docker and Docker Compose are required for deployment; Initial launch takes several minutes due to downloading machine learning models (~1.5GB+) for the first time; Tags unique to gateway: content-moderation, docker-compose, guardrails, pii-redaction; Also covers LLM Frameworks; gateway ships Docker support for self-hosted deployment; When you need to self-host a secure gateway for LLM-based AI applications that requires local deployment via Docker.
- When should I avoid FuzzyAI?
- For general application or code-level vulnerability scanning, as it is specialized for LLM APIs. In scenarios where manual penetration testing of applications outside the scope of LLMs is required.
- When should I avoid gateway?
- Avoid if you are looking for cloud-managed services, as this tool is designed solely for local or self-hosted environments Not suitable if you require extensive customization beyond the provided policies.yaml file and predefined guardrails for content moderation and security
- Is FuzzyAI or gateway more popular on GitHub?
- FuzzyAI has more GitHub stars (1,543 vs 127). Stars measure visibility, not whether either tool fits your constraints.
- Are FuzzyAI and gateway open source?
- Yes - both are open-source projects on GitHub (FuzzyAI: Apache-2.0, gateway: Other).
- Where can I find alternatives to FuzzyAI or gateway?
- GraphCanon lists graph-backed alternatives at FuzzyAI alternatives and gateway alternatives (FuzzyAI markdown twin, gateway 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, FuzzyAI or gateway?
- FuzzyAI: Slowing. gateway: Dormant. 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 FuzzyAI and gateway?
- GraphCanon publishes per-repo trust reports with dated maintenance, provenance, and scan summaries: FuzzyAI trust report; gateway trust report.