Comparison
curator vs LlamaFactory
Verdict
Pick curator when tags unique to curator: deep-learning, agents, llm, machine-learning; pick LlamaFactory when tags unique to LlamaFactory: gemma, deepseek, ai, large-language-models.
Markdown twin · curator alternatives · LlamaFactory alternatives
GraphCanon updated today
vs
Trust & integrity
| Signal | curator | LlamaFactory |
|---|---|---|
| Maintenance | Very active (3d since push) As of today · github_public_v1 | Very active (0d since push) As of today · github_public_v1 |
| Provenance | Not a fork · Organization account As of today · github_public_v1 | Not a fork · Personal account As of today · github_public_v1 |
| Security (OSV) | No lockfile As of today · none | No lockfile As of today · none |
Tagline
- curator
- Synthetic data curation for post-training and structured data extraction
- LlamaFactory
- Unified Efficient Fine-Tuning of 100+ LLMs & VLMs
Stars
- curator
- 1.7k
- LlamaFactory
- 73k
Forks
- curator
- 142
- LlamaFactory
- 8.9k
Open issues
- curator
- 69
- LlamaFactory
- 1.1k
Language
- curator
- Python
- LlamaFactory
- Python
Adopt for
- curator
- -
- 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.
Persona
- curator
- -
- LlamaFactory
- -
Runtime
- curator
- -
- LlamaFactory
- -
License
- curator
- Apache-2.0
- LlamaFactory
- Apache-2.0
Last pushed
- curator
- Jul 8, 2026
- LlamaFactory
- Jul 10, 2026
Categories
- curator
- Model Training, LLM Frameworks, AI Agents
- LlamaFactory
- Model Training, LLM Frameworks
Trust and health
Days since push
- curator
- 3d
- LlamaFactory
- 0d
Open issues (now)
- curator
- 69
- LlamaFactory
- 1.1k
Owner type
- curator
- Organization
- LlamaFactory
- User
Full report
- curator
- Trust report
- LlamaFactory
- Trust report
Choose curator if…
- Tags unique to curator: deep-learning, agents, llm, machine-learning.
- Also covers AI Agents.
- Leaner open-issue backlog (69).
When NOT to use curator
- Model Training: Try prompting and RAG first; fine-tuning is the answer to style/format, not missing knowledge.
- LLM Frameworks: Avoid a framework for a single prompt-and-retrieve call; the abstraction can cost more than it saves.
- AI Agents: Don't use an agent loop when a deterministic workflow would do; agents add latency, cost, and non-determinism.
Choose LlamaFactory if…
- Tags unique to LlamaFactory: gemma, deepseek, ai, large-language-models.
- When you need to fine-tune over 100 different LLMs or VLMs with efficient methods like LoRA or QLoRA.
- More GitHub stars (73k vs 1.7k) - visibility, not fit.
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
Explore
Sources
Every stat on this page traces to a dated GitHub sync, license file, enrichment field, or trust scan.
- GitHub stars (bespokelabsai/curator) · observed Jul 11, 2026
- GitHub forks (bespokelabsai/curator) · observed Jul 11, 2026
- Last push (bespokelabsai/curator) · observed Jul 8, 2026
- License file (Apache-2.0) · observed Jul 11, 2026
- Trust scan (lockfile / OSV) · observed Jul 11, 2026
- 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 on cards: curator 1.7k · LlamaFactory 73k (synced Jul 11, 2026).
Common questions
- What is the difference between curator and LlamaFactory?
- curator: Synthetic data curation for post-training and structured data extraction. LlamaFactory: Unified Efficient Fine-Tuning of 100+ LLMs & VLMs. See the comparison table for live GitHub stats and shared categories.
- When should I choose curator over LlamaFactory?
- Choose curator over LlamaFactory when Tags unique to curator: deep-learning, agents, llm, machine-learning; Also covers AI Agents; Leaner open-issue backlog (69).
- When should I choose LlamaFactory over curator?
- Choose LlamaFactory over curator when Tags unique to LlamaFactory: gemma, deepseek, ai, large-language-models; When you need to fine-tune over 100 different LLMs or VLMs with efficient methods like LoRA or QLoRA; More GitHub stars (73k vs 1.7k) - visibility, not fit.
- When should I avoid curator?
- Model Training: Try prompting and RAG first; fine-tuning is the answer to style/format, not missing knowledge. LLM Frameworks: Avoid a framework for a single prompt-and-retrieve call; the abstraction can cost more than it saves. AI Agents: Don't use an agent loop when a deterministic workflow would do; agents add latency, cost, and non-determinism.
- 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
- Is curator or LlamaFactory more popular on GitHub?
- LlamaFactory has more GitHub stars (73,157 vs 1,700). Stars measure visibility, not whether either tool fits your constraints.
- Are curator and LlamaFactory open source?
- Yes - both are open-source projects on GitHub (curator: Apache-2.0, LlamaFactory: Apache-2.0).
- Where can I find alternatives to curator or LlamaFactory?
- GraphCanon lists graph-backed alternatives at curator alternatives and LlamaFactory alternatives (curator markdown twin, LlamaFactory 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, curator or LlamaFactory?
- curator: Very active. LlamaFactory: 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 curator and LlamaFactory?
- GraphCanon publishes per-repo trust reports with dated maintenance, provenance, and scan summaries: curator trust report; LlamaFactory trust report.