Comparison
LlamaFactory vs maclocal-api
Verdict
Pick LlamaFactory when llamaFactory is primarily Python; maclocal-api is Swift; pick maclocal-api when maclocal-api is primarily Swift; LlamaFactory is Python.
Markdown twin · LlamaFactory alternatives · maclocal-api alternatives
GraphCanon updated today
vs
Trust & integrity
| Signal | LlamaFactory | maclocal-api |
|---|---|---|
| Maintenance | Very active (0d since push) As of 4d · github_public_v1 | Very active (0d since push) As of today · github_public_v1 |
| Provenance | Not a fork · Personal account As of 4d · github_public_v1 | Not a fork · Personal account As of today · github_public_v1 |
| OSV dependency advisories | No lockfile (source not queried) As of 4d · osv@v1 | No lockfile (source not queried) As of today · 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
- LlamaFactory
- Unified Efficient Fine-Tuning of 100+ LLMs & VLMs
- maclocal-api
- 'afm' command cli: macOS server and single prompt mode that exposes Apple's Foundation and MLX Models and other APIs running on your Mac through a single aggregated OpenAI-compatible API endpoint. Sup
Stars
- LlamaFactory
- 73k
- maclocal-api
- 315
Forks
- LlamaFactory
- 8.9k
- maclocal-api
- 17
Open issues
- LlamaFactory
- 1.1k
- maclocal-api
- 23
Language
- LlamaFactory
- Python
- maclocal-api
- Swift
Adopt for
- LlamaFactory
- LlamaFactory is a sophisticated tool for fine-tuning numerous large language models and visual language models efficiently using various methods such as LoRA, QLoRA, RLHF, and quantization.
- maclocal-api
- -
Persona
- LlamaFactory
- -
- maclocal-api
- -
Runtime
- LlamaFactory
- -
- maclocal-api
- -
License
- LlamaFactory
- Apache-2.0
- maclocal-api
- MIT
Last pushed
- LlamaFactory
- Jul 10, 2026
- maclocal-api
- Jul 14, 2026
Categories
- LlamaFactory
- LLM Frameworks, Model Training
- maclocal-api
- Inference & Serving, LLM Frameworks, Model Training
Trust and health
Open issues (now)
- LlamaFactory
- 1.1k
- maclocal-api
- 23
Full report
- LlamaFactory
- Trust report
- maclocal-api
- Trust report
Choose LlamaFactory if…
- LlamaFactory is primarily Python; maclocal-api is Swift.
- License: LlamaFactory is Apache-2.0, maclocal-api is MIT.
- Tags unique to LlamaFactory: agent, deepseek, fine-tuning, gemma.
- When you need to fine-tune over 100 different LLMs or VLMs with efficient methods like LoRA or QLoRA.
When NOT to use LlamaFactory
- When you are looking to fine-tune less popular or niche models that are not supported within the 100+ models covered by LlamaFactory.
- If your project specifically requires custom fine-tuning methods not available in this repository, such as certain versions of PEFT (Parameter Efficient Fine-Tuning) techniques excluding LoRA and QLoa
Choose maclocal-api if…
- maclocal-api is primarily Swift; LlamaFactory is Python.
- License: maclocal-api is MIT, LlamaFactory is Apache-2.0.
- Tags unique to maclocal-api: apple-foundation-models, apple-intelligence, apple-llm, apple-llm-integration.
- Also covers Inference & Serving.
When NOT to use maclocal-api
- Inference & Serving: Self-hosting rarely beats a hosted API on cost until you have steady, high-volume traffic.
- LLM Frameworks: Avoid a framework for a single prompt-and-retrieve call; the abstraction can cost more than it saves.
- Model Training: Try prompting and RAG first; fine-tuning is the answer to style/format, not missing knowledge.
Explore
Sources
Every stat on this page traces to a dated GitHub sync, license file, enrichment field, or trust scan.
- GitHub stars (hiyouga/LlamaFactory) · observed Jul 11, 2026
- GitHub forks (hiyouga/LlamaFactory) · observed Jul 11, 2026
- Last push (hiyouga/LlamaFactory) · observed Jul 10, 2026
- License file (Apache-2.0) · observed Jul 11, 2026
- Decision facts (enrichment) · observed Jul 11, 2026
- Trust scan (lockfile / OSV) · observed Jul 11, 2026
- GitHub stars (scouzi1966/maclocal-api) · observed Jul 15, 2026
- GitHub forks (scouzi1966/maclocal-api) · observed Jul 15, 2026
- Last push (scouzi1966/maclocal-api) · observed Jul 14, 2026
- License file (MIT) · observed Jul 15, 2026
- Trust scan (lockfile / OSV) · observed Jul 15, 2026
GitHub stars on cards: LlamaFactory 73k · maclocal-api 315 (synced Jul 11, 2026).
Common questions
- What is the difference between LlamaFactory and maclocal-api?
- LlamaFactory: Unified Efficient Fine-Tuning of 100+ LLMs & VLMs. maclocal-api: 'afm' command cli: macOS server and single prompt mode that exposes Apple's Foundation and MLX Models and other APIs running on your Mac through a single aggregated OpenAI-compatible API endpoint. Sup. See the comparison table for live GitHub stats and shared categories.
- When should I choose LlamaFactory over maclocal-api?
- Choose LlamaFactory over maclocal-api when LlamaFactory is primarily Python; maclocal-api is Swift; License: LlamaFactory is Apache-2.0, maclocal-api is MIT; Tags unique to LlamaFactory: agent, deepseek, fine-tuning, gemma; When you need to fine-tune over 100 different LLMs or VLMs with efficient methods like LoRA or QLoRA.
- When should I choose maclocal-api over LlamaFactory?
- Choose maclocal-api over LlamaFactory when maclocal-api is primarily Swift; LlamaFactory is Python; License: maclocal-api is MIT, LlamaFactory is Apache-2.0; Tags unique to maclocal-api: apple-foundation-models, apple-intelligence, apple-llm, apple-llm-integration; Also covers Inference & Serving.
- When should I avoid LlamaFactory?
- When you are looking to fine-tune less popular or niche models that are not supported within the 100+ models covered by LlamaFactory. If your project specifically requires custom fine-tuning methods not available in this repository, such as certain versions of PEFT (Parameter Efficient Fine-Tuning) techniques excluding LoRA and QLoa
- When should I avoid maclocal-api?
- Inference & Serving: Self-hosting rarely beats a hosted API on cost until you have steady, high-volume traffic. LLM Frameworks: Avoid a framework for a single prompt-and-retrieve call; the abstraction can cost more than it saves. Model Training: Try prompting and RAG first; fine-tuning is the answer to style/format, not missing knowledge.
- Is LlamaFactory or maclocal-api more popular on GitHub?
- LlamaFactory has more GitHub stars (73,157 vs 315). Stars measure visibility, not whether either tool fits your constraints.
- Are LlamaFactory and maclocal-api open source?
- Yes - both are open-source projects on GitHub (LlamaFactory: Apache-2.0, maclocal-api: MIT).
- Where can I find alternatives to LlamaFactory or maclocal-api?
- GraphCanon lists graph-backed alternatives at LlamaFactory alternatives and maclocal-api alternatives (LlamaFactory markdown twin, maclocal-api 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, LlamaFactory or maclocal-api?
- LlamaFactory: Very active. maclocal-api: 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 LlamaFactory and maclocal-api?
- GraphCanon publishes per-repo trust reports with dated maintenance, provenance, and scan summaries: LlamaFactory trust report; maclocal-api trust report.