Comparison
LlamaFactory vs magicoder
Verdict
Pick LlamaFactory when license: LlamaFactory is Apache-2.0, magicoder is MIT; pick magicoder when license: magicoder is MIT, LlamaFactory is Apache-2.0.
Markdown twin · LlamaFactory alternatives · magicoder alternatives
GraphCanon updated today
vs
Trust & integrity
| Signal | LlamaFactory | magicoder |
|---|---|---|
| Maintenance | Very active (0d since push) As of today · github_public_v1 | Dormant (617d since push) As of today · github_public_v1 |
| Provenance | Not a fork · Personal account As of today · github_public_v1 | Not a fork · Organization account As of today · github_public_v1 |
| Security (OSV) | No lockfile As of today · none | No lockfile As of today · none |
Tagline
- LlamaFactory
- Unified Efficient Fine-Tuning of 100+ LLMs & VLMs
- magicoder
- [ICML'24] Magicoder: Empowering Code Generation with OSS-Instruct
Stars
- LlamaFactory
- 73k
- magicoder
- 2.1k
Forks
- LlamaFactory
- 8.9k
- magicoder
- 171
Open issues
- LlamaFactory
- 1.1k
- magicoder
- 4
Language
- LlamaFactory
- Python
- magicoder
- Python
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.
- magicoder
- -
Persona
- LlamaFactory
- -
- magicoder
- -
Runtime
- LlamaFactory
- -
- magicoder
- -
License
- LlamaFactory
- Apache-2.0
- magicoder
- MIT
Last pushed
- LlamaFactory
- Jul 10, 2026
- magicoder
- Nov 1, 2024
Categories
- LlamaFactory
- LLM Frameworks, Model Training
- magicoder
- Data & Retrieval, LLM Frameworks, Model Training
Trust and health
Maintenance
- LlamaFactory
- Very active (96%)
- magicoder
- Dormant (18%)
Days since push
- LlamaFactory
- 0d
- magicoder
- 617d
Open issues (now)
- LlamaFactory
- 1.1k
- magicoder
- 4
Owner type
- LlamaFactory
- User
- magicoder
- Organization
Full report
- LlamaFactory
- Trust report
- magicoder
- Trust report
Choose LlamaFactory if…
- License: LlamaFactory is Apache-2.0, magicoder is MIT.
- Tags unique to LlamaFactory: agent, ai, deepseek, fine-tuning.
- 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 magicoder if…
- License: magicoder is MIT, LlamaFactory is Apache-2.0.
- Tags unique to magicoder: ai4code, llm, llm4code, python.
- Also covers Data & Retrieval.
When NOT to use magicoder
- Last GitHub push was 617 days ago (dormant maintenance, Nov 1, 2024). Validate activity before betting a new project on magicoder.
- Data & Retrieval: Skip a heavy ingestion framework when your corpus is small and static; a script plus the embedding API is enough.
- 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 (ise-uiuc/magicoder) · observed Jul 11, 2026
- GitHub forks (ise-uiuc/magicoder) · observed Jul 11, 2026
- Last push (ise-uiuc/magicoder) · observed Nov 1, 2024
- License file (MIT) · observed Jul 11, 2026
- Trust scan (lockfile / OSV) · observed Jul 11, 2026
GitHub stars on cards: LlamaFactory 73k · magicoder 2.1k (synced Jul 11, 2026).
Common questions
- What is the difference between LlamaFactory and magicoder?
- LlamaFactory: Unified Efficient Fine-Tuning of 100+ LLMs & VLMs. magicoder: [ICML'24] Magicoder: Empowering Code Generation with OSS-Instruct. See the comparison table for live GitHub stats and shared categories.
- When should I choose LlamaFactory over magicoder?
- Choose LlamaFactory over magicoder when License: LlamaFactory is Apache-2.0, magicoder is MIT; Tags unique to LlamaFactory: agent, ai, deepseek, fine-tuning; When you need to fine-tune over 100 different LLMs or VLMs with efficient methods like LoRA or QLoRA.
- When should I choose magicoder over LlamaFactory?
- Choose magicoder over LlamaFactory when License: magicoder is MIT, LlamaFactory is Apache-2.0; Tags unique to magicoder: ai4code, llm, llm4code, python; Also covers Data & Retrieval.
- 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 magicoder?
- Last GitHub push was 617 days ago (dormant maintenance, Nov 1, 2024). Validate activity before betting a new project on magicoder. Data & Retrieval: Skip a heavy ingestion framework when your corpus is small and static; a script plus the embedding API is enough. 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 magicoder more popular on GitHub?
- LlamaFactory has more GitHub stars (73,157 vs 2,096). Stars measure visibility, not whether either tool fits your constraints.
- Are LlamaFactory and magicoder open source?
- Yes - both are open-source projects on GitHub (LlamaFactory: Apache-2.0, magicoder: MIT).
- Where can I find alternatives to LlamaFactory or magicoder?
- GraphCanon lists graph-backed alternatives at LlamaFactory alternatives and magicoder alternatives (LlamaFactory markdown twin, magicoder 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 magicoder?
- LlamaFactory: Very active. magicoder: 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 LlamaFactory and magicoder?
- GraphCanon publishes per-repo trust reports with dated maintenance, provenance, and scan summaries: LlamaFactory trust report; magicoder trust report.