Comparison
frai vs manifold
Verdict
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; pick manifold if manifold, developed by Uber, offers ML developers JavaScript-based visualization capabilities to debug and comprehend their models' data processing without the need for model-specific knowledge.
Markdown twin · frai alternatives · manifold alternatives
GraphCanon updated 1w
Trust & integrity
| Signal | frai | manifold |
|---|---|---|
| Maintenance | Very active (3d since push) As of 1w · github_public_v1 | Dormant (543d since push) As of 2w · github_public_v1 |
| Provenance | Not a fork · Personal account As of 1w · github_public_v1 | Not a fork · Organization account As of 2w · github_public_v1 |
| OSV dependency advisories | No published findings from this source as of 2026-07-15 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
- frai
- A toolkit for responsible AI development that generates model cards, risk assessments, and evals via CLI and SDK.
- manifold
- A model-agnostic visual debugging tool for machine learning
Stars
- frai
- 53
- manifold
- 1.7k
Forks
- frai
- 4
- manifold
- 116
Open issues
- frai
- 0
- manifold
- 83
Language
- frai
- JavaScript
- manifold
- JavaScript
Adopt for
- 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.
- manifold
- Manifold, developed by Uber, offers ML developers JavaScript-based visualization capabilities to debug and comprehend their models' data processing without the need for model-specific knowledge.
Persona
- frai
- -
- manifold
- -
Runtime
- frai
- -
- manifold
- -
License
- frai
- MIT
- manifold
- Manifold is distributed under the Apache-2.0 license, allowing for flexible usage in both commercial and open-source projects.
Last pushed
- frai
- Aug 5, 2026
- manifold
- Feb 5, 2025
Categories
- frai
- Developer Tools, Evaluation & Observability
- manifold
- Developer Tools
Trust and health
Maintenance
- frai
- Very active (96%)
- manifold
- Dormant (18%)
Days since push
- frai
- 3d
- manifold
- 543d
Open issues (now)
- frai
- 0
- manifold
- 83
Owner type
- frai
- User
- manifold
- Organization
OSV dependency advisories
- frai
- No published findings from this source as of 2026-07-15
- manifold
- No lockfile (source not queried)
Full report
- frai
- Trust report
- manifold
- Trust report
Shared compatibility
- Node.js · frai: Node.js runtime · manifold: Node.js runtime
Choose frai if…
- License: frai is MIT, manifold is Apache-2.0.
- Tags unique to frai: ai-compliance, audit, bias, evaluation.
- Also covers Evaluation & Observability.
- 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.
Choose manifold if…
- License: manifold is Apache-2.0, frai is MIT.
- Pricing: Free to use and modify under the Apache-2.0 license terms, Manifold's codebase can be downloaded from its repository without any cost..
- Tags unique to manifold: apache-2.0-license, incubation, javascript, visualization.
- - When you seek a JavaScript-based tool for visual debugging of machine learning models, irrespective of the model type or framework used
When NOT to use manifold
- - Avoid using Manifold if you are not comfortable working with JavaScript, as it is a primary requirement to integrate this tool into your project environment
- - If your development setup strictly avoids npm dependencies or requires isolation from external libraries, Manifold may introduce unnecessary complexity given its specific installation requirements
Explore
Sources
Every stat on this page traces to a dated GitHub sync, license file, enrichment field, or trust scan.
- 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 (uber/manifold) · observed Aug 3, 2026
- GitHub forks (uber/manifold) · observed Aug 3, 2026
- Last push (uber/manifold) · observed Feb 5, 2025
- License file (Apache-2.0) · observed Aug 3, 2026
- Decision facts (enrichment) · observed Jul 16, 2026
- Trust scan (lockfile / OSV) · observed Jul 11, 2026
GitHub stars on cards: frai 53 · manifold 1.7k (synced Aug 9, 2026).
Common questions
- What is the difference between frai and manifold?
- frai: A toolkit for responsible AI development that generates model cards, risk assessments, and evals via CLI and SDK.. manifold: A model-agnostic visual debugging tool for machine learning. See the comparison table for live GitHub stats and shared categories.
- When should I choose frai over manifold?
- Choose frai over manifold when License: frai is MIT, manifold is Apache-2.0; Tags unique to frai: ai-compliance, audit, bias, evaluation; Also covers Evaluation & Observability; Use when you need to comply with specific safety standards in AI projects using JavaScript framework.
- When should I choose manifold over frai?
- Choose manifold over frai when License: manifold is Apache-2.0, frai is MIT; Pricing: Free to use and modify under the Apache-2.0 license terms, Manifold's codebase can be downloaded from its repository without any cost.; Tags unique to manifold: apache-2.0-license, incubation, javascript, visualization; - When you seek a JavaScript-based tool for visual debugging of machine learning models, irrespective of the model type or framework used.
- 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.
- When should I avoid manifold?
- - Avoid using Manifold if you are not comfortable working with JavaScript, as it is a primary requirement to integrate this tool into your project environment - If your development setup strictly avoids npm dependencies or requires isolation from external libraries, Manifold may introduce unnecessary complexity given its specific installation requirements
- Is frai or manifold more popular on GitHub?
- manifold has more GitHub stars (1,673 vs 53). Stars measure visibility, not whether either tool fits your constraints.
- Are frai and manifold open source?
- Yes - both are open-source projects on GitHub (frai: MIT, manifold: Apache-2.0).
- Where can I find alternatives to frai or manifold?
- GraphCanon lists graph-backed alternatives at frai alternatives and manifold alternatives (frai markdown twin, manifold 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, frai or manifold?
- frai: Very active. manifold: 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 frai and manifold?
- GraphCanon publishes per-repo trust reports with dated maintenance, provenance, and scan summaries: frai trust report; manifold trust report.