Comparison
FuzzyAI vs frai
Verdict
Pick FuzzyAI if fuzzyAI is an automated tool from cyberark for detecting and mitigating jailbreaks in LLM APIs using fuzzing techniques; pick frai if frai is an open-source toolkit that uses CLI and SDK to scan code for responsible AI development purposes, generating model cards, risk assessments, and evaluations.
Markdown twin · FuzzyAI alternatives · frai alternatives
GraphCanon updated 2w
Trust & integrity
| Signal | FuzzyAI | frai |
|---|---|---|
| Maintenance | Slowing (171d since push) As of 3w · github_public_v1 | Very active (3d since push) As of 2w · github_public_v1 |
| Provenance | Not a fork · Organization account As of 3w · 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 published findings from this source as of 2026-07-15 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
- frai
- A toolkit for responsible AI development that generates model cards, risk assessments, and evals via CLI and SDK.
Stars
- FuzzyAI
- 1.5k
- frai
- 53
Forks
- FuzzyAI
- 214
- frai
- 4
Open issues
- FuzzyAI
- 6
- frai
- 0
Language
- FuzzyAI
- Jupyter Notebook
- frai
- JavaScript
Adopt for
- FuzzyAI
- FuzzyAI is an automated tool from cyberark for detecting and mitigating jailbreaks in LLM APIs using fuzzing techniques.
- frai
- frai is an open-source toolkit that uses CLI and SDK to scan code for responsible AI development purposes, generating model cards, risk assessments, and evaluations.
Persona
- FuzzyAI
- -
- frai
- -
Runtime
- FuzzyAI
- -
- frai
- -
License
- FuzzyAI
- Apache-2.0
- frai
- MIT
Last pushed
- FuzzyAI
- Feb 6, 2026
- frai
- Aug 5, 2026
Categories
- FuzzyAI
- Evaluation & Observability
- frai
- Developer Tools, Evaluation & Observability
Trust and health
Maintenance
- FuzzyAI
- Slowing (36%)
- frai
- Very active (96%)
Days since push
- FuzzyAI
- 171d
- frai
- 3d
Open issues (now)
- FuzzyAI
- 6
- frai
- 0
Owner type
- FuzzyAI
- Organization
- frai
- User
OSV dependency advisories
- FuzzyAI
- No lockfile (source not queried)
- frai
- No published findings from this source as of 2026-07-15
Full report
- FuzzyAI
- Trust report
- frai
- Trust report
Choose FuzzyAI if…
- FuzzyAI is primarily Jupyter Notebook; frai is JavaScript.
- License: FuzzyAI is Apache-2.0, frai is MIT.
- 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 frai if…
- frai is primarily JavaScript; FuzzyAI is Jupyter Notebook.
- License: frai is MIT, FuzzyAI is Apache-2.0.
- Tags unique to frai: ai-compliance, audit, bias, evaluation.
- Also covers Developer Tools.
- Use when you need to comply with specific safety standards in AI projects using JavaScript framework.
When NOT to use frai
- Avoid if your development environment strictly requires non-JavaScript languages for tool integration.
- Not advisable if automated governance and scanning tools are not aligned with organizational compliance policies.
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 (sebuzdugan/frai) · observed Aug 9, 2026
- GitHub forks (sebuzdugan/frai) · observed Aug 9, 2026
- Last push (sebuzdugan/frai) · observed Aug 5, 2026
- License file (MIT) · observed Aug 9, 2026
- Decision facts (enrichment) · observed Jul 16, 2026
- Trust scan (lockfile / OSV) · observed Jul 15, 2026
GitHub stars on cards: FuzzyAI 1.5k · frai 53 (synced Jul 28, 2026).
Common questions
- What is the difference between FuzzyAI and frai?
- FuzzyAI: A tool for automated LLM fuzzing to detect and mitigate jailbreaks. frai: A toolkit for responsible AI development that generates model cards, risk assessments, and evals via CLI and SDK.. See the comparison table for live GitHub stats and shared categories.
- When should I choose FuzzyAI over frai?
- Choose FuzzyAI over frai when FuzzyAI is primarily Jupyter Notebook; frai is JavaScript; License: FuzzyAI is Apache-2.0, frai is MIT; 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 frai over FuzzyAI?
- Choose frai over FuzzyAI when frai is primarily JavaScript; FuzzyAI is Jupyter Notebook; License: frai is MIT, FuzzyAI is Apache-2.0; Tags unique to frai: ai-compliance, audit, bias, evaluation; Also covers Developer Tools; Use when you need to comply with specific safety standards in AI projects using JavaScript framework.
- 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 frai?
- Avoid if your development environment strictly requires non-JavaScript languages for tool integration. Not advisable if automated governance and scanning tools are not aligned with organizational compliance policies.
- Is FuzzyAI or frai more popular on GitHub?
- FuzzyAI has more GitHub stars (1,543 vs 53). Stars measure visibility, not whether either tool fits your constraints.
- Are FuzzyAI and frai open source?
- Yes - both are open-source projects on GitHub (FuzzyAI: Apache-2.0, frai: MIT).
- Where can I find alternatives to FuzzyAI or frai?
- GraphCanon lists graph-backed alternatives at FuzzyAI alternatives and frai alternatives (FuzzyAI markdown twin, frai 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 frai?
- FuzzyAI: Slowing. frai: 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 FuzzyAI and frai?
- GraphCanon publishes per-repo trust reports with dated maintenance, provenance, and scan summaries: FuzzyAI trust report; frai trust report.