Comparison
oumi vs anubis-oss
Verdict
Pick oumi if oumi is a tool for fine-tuning, evaluating, and deploying open-source large language models (LLMs) such as Gemma 4, Qwen3.5, Qwen3.6, gpt-oss, DeepSeek-R1, among others; pick anubis-oss if anubis-oss, specifically tailored for Apple Silicon devices using Swift, is distinguished by its focus on local large language model evaluation and testing within the macOS environment.
Markdown twin · oumi alternatives · anubis-oss alternatives
GraphCanon updated Aug 23, 2026
11views this month
Trust & integrity
| Signal | oumi | anubis-oss |
|---|---|---|
| Maintenance | Very active (1d since push) As of Aug 23, 2026 · github_public_v1 | Steady (56d since push) As of Aug 13, 2026 · github_public_v1 |
| Provenance | Not a fork · Organization account As of Aug 23, 2026 · github_public_v1 | Not a fork · Personal account As of Aug 13, 2026 · github_public_v1 |
| OSV dependency advisories | No lockfile (source not queried) As of Jul 11, 2026 · osv@v1 | No lockfile (source not queried) As of Jul 15, 2026 · 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
- oumi
- Easily fine-tune, evaluate and deploy open source LLMs/VLMs
- anubis-oss
- Local LLM Testing & Benchmarking for Apple Silicon
Stars
- oumi
- 9.4k
- anubis-oss
- 198
Forks
- oumi
- 784
- anubis-oss
- 12
Open issues
- oumi
- 34
- anubis-oss
- 4
Language
- oumi
- Python
- anubis-oss
- Swift
Adopt for
- oumi
- Oumi is a tool for fine-tuning, evaluating, and deploying open-source large language models (LLMs) such as Gemma 4, Qwen3.5, Qwen3.6, gpt-oss, DeepSeek-R1, among others.
- anubis-oss
- Anubis-oss, specifically tailored for Apple Silicon devices using Swift, is distinguished by its focus on local large language model evaluation and testing within the macOS environment.
Persona
- oumi
- -
- anubis-oss
- -
Runtime
- oumi
- -
- anubis-oss
- -
License
- oumi
- Oumi is released under Apache-2.0 license, providing users with a permissive free software license that includes the terms of the MIT License while also addressing patent liability issues.
- anubis-oss
- GPL-3.0 license ensures that any derivative works related to anubis-oss must also be open source under the same licensing terms.
Last pushed
- oumi
- Aug 21, 2026
- anubis-oss
- Jun 18, 2026
Categories
- oumi
- Evaluation & Observability, Inference & Serving, Model Training
- anubis-oss
- Evaluation & Observability, Inference & Serving
Trust and health
Maintenance
- oumi
- Very active (96%)
- anubis-oss
- Steady (60%)
Days since push
- oumi
- 1d
- anubis-oss
- 56d
Open issues (now)
- oumi
- 34
- anubis-oss
- 4
Stars delta
- oumi
- +17 (30d)
- anubis-oss
- Unknown
Open issues delta
- oumi
- +3 (30d)
- anubis-oss
- Unknown
Owner type
- oumi
- Organization
- anubis-oss
- User
Full report
- oumi
- Trust report
- anubis-oss
- Trust report
Choose oumi if…
- oumi is primarily Python; anubis-oss is Swift.
- License: oumi is Apache-2.0, anubis-oss is GPL-3.0.
- Requirements: Requires Docker; Docker is used for standardized and portable environment deployments..
- Tags unique to oumi: dpo, evaluation, fine-tuning, llms.
- Also covers Model Training.
- oumi ships Docker support for self-hosted deployment.
- - You are working specifically with one of the supported open-source LLMs including Gemma 4 or Qwen variants.
When NOT to use oumi
- - If your focus is on proprietary models rather than open-source ones, Oumi may not offer the necessary support or integrations.
- - You require deployment flexibility beyond what Oumi provides for less commonly supported open-source LLMs outside its primary focus (e.g., Gemma 4, Qwen series).
Choose anubis-oss if…
- anubis-oss is primarily Swift; oumi is Python.
- License: anubis-oss is GPL-3.0, oumi is Apache-2.0.
- Pricing: The tool is free and open-source with no monetary costs for usage or distribution..
- Requirements: Min 8 GB RAM.
- Tags unique to anubis-oss: apple-silicon, benchmarking, gpu, inference.
- When developing and evaluating large language models intended to run natively on Apple Silicon hardware.
When NOT to use anubis-oss
- If your development does not involve Apple Silicon or macOS environments as Anubis-oss is tightly integrated with these platforms.
- When preferring a language other than Swift, since Anubis-oss depends on this for its operations.
Explore
Sources
Every stat on this page traces to a dated GitHub sync, license file, enrichment field, or trust scan.
- GitHub stars (oumi-ai/oumi) · observed Aug 23, 2026
- GitHub forks (oumi-ai/oumi) · observed Aug 23, 2026
- Last push (oumi-ai/oumi) · observed Aug 21, 2026
- License file (Apache-2.0) · observed Aug 23, 2026
- Decision facts (enrichment) · observed Jul 12, 2026
- Trust scan (lockfile / OSV) · observed Jul 11, 2026
- GitHub stars (uncSoft/anubis-oss) · observed Aug 13, 2026
- GitHub forks (uncSoft/anubis-oss) · observed Aug 13, 2026
- Last push (uncSoft/anubis-oss) · observed Jun 18, 2026
- License file (GPL-3.0) · observed Aug 13, 2026
- Decision facts (enrichment) · observed Jul 17, 2026
- Trust scan (lockfile / OSV) · observed Jul 15, 2026
GitHub stars on cards: oumi 9.4k · anubis-oss 198 (synced Aug 23, 2026).
Common questions
- What is the difference between oumi and anubis-oss?
- oumi: Easily fine-tune, evaluate and deploy open source LLMs/VLMs. anubis-oss: Local LLM Testing & Benchmarking for Apple Silicon. See the comparison table for live GitHub stats and shared categories.
- When should I choose oumi over anubis-oss?
- Choose oumi over anubis-oss when oumi is primarily Python; anubis-oss is Swift; License: oumi is Apache-2.0, anubis-oss is GPL-3.0; Requirements: Requires Docker; Docker is used for standardized and portable environment deployments.; Tags unique to oumi: dpo, evaluation, fine-tuning, llms; Also covers Model Training; oumi ships Docker support for self-hosted deployment; - You are working specifically with one of the supported open-source LLMs including Gemma 4 or Qwen variants.
- When should I choose anubis-oss over oumi?
- Choose anubis-oss over oumi when anubis-oss is primarily Swift; oumi is Python; License: anubis-oss is GPL-3.0, oumi is Apache-2.0; Pricing: The tool is free and open-source with no monetary costs for usage or distribution.; Requirements: Min 8 GB RAM; Tags unique to anubis-oss: apple-silicon, benchmarking, gpu, inference; When developing and evaluating large language models intended to run natively on Apple Silicon hardware.
- When should I avoid oumi?
- - If your focus is on proprietary models rather than open-source ones, Oumi may not offer the necessary support or integrations. - You require deployment flexibility beyond what Oumi provides for less commonly supported open-source LLMs outside its primary focus (e.g., Gemma 4, Qwen series).
- When should I avoid anubis-oss?
- If your development does not involve Apple Silicon or macOS environments as Anubis-oss is tightly integrated with these platforms. When preferring a language other than Swift, since Anubis-oss depends on this for its operations.
- Is oumi or anubis-oss more popular on GitHub?
- oumi has more GitHub stars (9,376 vs 198). Stars measure visibility, not whether either tool fits your constraints.
- Are oumi and anubis-oss open source?
- Yes - both are open-source projects on GitHub (oumi: Apache-2.0, anubis-oss: GPL-3.0).
- Where can I find alternatives to oumi or anubis-oss?
- GraphCanon lists graph-backed alternatives at oumi alternatives and anubis-oss alternatives (oumi markdown twin, anubis-oss 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, oumi or anubis-oss?
- oumi: Very active. anubis-oss: Steady. 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 oumi and anubis-oss?
- GraphCanon publishes per-repo trust reports with dated maintenance, provenance, and scan summaries: oumi trust report; anubis-oss trust report.