Comparison
GPTFuzz vs gateway
Verdict
Pick GPTFuzz if gPTFuzz leverages auto-generated jailbreak prompts to red team large language models for testing and evaluation; pick gateway if self-hosted firewall for securing AI applications with guardrails and content moderation.
Markdown twin · GPTFuzz alternatives · gateway alternatives
GraphCanon updated 2w
vs
Trust & integrity
| Signal | GPTFuzz | gateway |
|---|---|---|
| Maintenance | Slowing (158d since push) As of 2w · github_public_v1 | Dormant (410d since push) As of 2w · github_public_v1 |
| Provenance | Not a fork · Personal account As of 2w · 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
- GPTFuzz
- Red Teaming Large Language Models with Auto-Generated Jailbreak Prompts
- gateway
- Self-hosted firewall for securing AI applications with guardrails and content moderation.
Stars
- GPTFuzz
- 604
- gateway
- 127
Forks
- GPTFuzz
- 87
- gateway
- 12
Open issues
- GPTFuzz
- 17
- gateway
- 0
Language
- GPTFuzz
- Python
- gateway
- Python
Adopt for
- GPTFuzz
- GPTFuzz leverages auto-generated jailbreak prompts to red team large language models for testing and evaluation.
- gateway
- Self-hosted firewall for securing AI applications with guardrails and content moderation.
Persona
- GPTFuzz
- -
- gateway
- -
Runtime
- GPTFuzz
- -
- gateway
- -
License
- GPTFuzz
- MIT
- gateway
- Other
Last pushed
- GPTFuzz
- Feb 27, 2026
- gateway
- Jun 25, 2025
Categories
- GPTFuzz
- Evaluation & Observability, LLM Frameworks
- gateway
- Evaluation & Observability, LLM Frameworks
Trust and health
Maintenance
- GPTFuzz
- Slowing (36%)
- gateway
- Dormant (18%)
Days since push
- GPTFuzz
- 158d
- gateway
- 410d
Open issues (now)
- GPTFuzz
- 17
- gateway
- 0
Owner type
- GPTFuzz
- User
- gateway
- Organization
Full report
- GPTFuzz
- Trust report
- gateway
- Trust report
Choose GPTFuzz if…
- License: GPTFuzz is MIT, gateway is Other.
- Tags unique to GPTFuzz: jailbreak prompts, large language models, red-teaming.
- When you need to test the robustness of LLMs against potential manipulative input designed to bypass content controls.
When NOT to use GPTFuzz
- If your project requires straightforward, uncontroversial testing tools that do not engage with sensitive content control evasion techniques.
- For general-purpose debugging and optimization tasks where red teaming tactics are not necessary or appropriate.
Choose gateway if…
- License: gateway is Other, GPTFuzz is MIT.
- 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.
- 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 (sherdencooper/GPTFuzz) · observed Aug 5, 2026
- GitHub forks (sherdencooper/GPTFuzz) · observed Aug 5, 2026
- Last push (sherdencooper/GPTFuzz) · observed Feb 27, 2026
- License file (MIT) · observed Aug 5, 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: GPTFuzz 604 · gateway 127 (synced Aug 5, 2026).
Common questions
- What is the difference between GPTFuzz and gateway?
- GPTFuzz: Red Teaming Large Language Models with Auto-Generated Jailbreak Prompts. 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 GPTFuzz over gateway?
- Choose GPTFuzz over gateway when License: GPTFuzz is MIT, gateway is Other; Tags unique to GPTFuzz: jailbreak prompts, large language models, red-teaming; When you need to test the robustness of LLMs against potential manipulative input designed to bypass content controls.
- When should I choose gateway over GPTFuzz?
- Choose gateway over GPTFuzz when License: gateway is Other, GPTFuzz is MIT; 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; 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 GPTFuzz?
- If your project requires straightforward, uncontroversial testing tools that do not engage with sensitive content control evasion techniques. For general-purpose debugging and optimization tasks where red teaming tactics are not necessary or appropriate.
- 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 GPTFuzz or gateway more popular on GitHub?
- GPTFuzz has more GitHub stars (604 vs 127). Stars measure visibility, not whether either tool fits your constraints.
- Are GPTFuzz and gateway open source?
- Yes - both are open-source projects on GitHub (GPTFuzz: MIT, gateway: Other).
- Where can I find alternatives to GPTFuzz or gateway?
- GraphCanon lists graph-backed alternatives at GPTFuzz alternatives and gateway alternatives (GPTFuzz 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, GPTFuzz or gateway?
- GPTFuzz: 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 GPTFuzz and gateway?
- GraphCanon publishes per-repo trust reports with dated maintenance, provenance, and scan summaries: GPTFuzz trust report; gateway trust report.