Comparison
HCP-Coder vs LlamaFactory
Verdict
Pick HCP-Coder when license: HCP-Coder is MIT, LlamaFactory is Apache-2.0; pick LlamaFactory when license: LlamaFactory is Apache-2.0, HCP-Coder is MIT.
Markdown twin · HCP-Coder alternatives · LlamaFactory alternatives
GraphCanon updated today
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Trust & integrity
| Signal | HCP-Coder | LlamaFactory |
|---|---|---|
| Maintenance | Dormant (601d since push) As of today · github_public_v1 | Very active (0d since push) As of 1d · github_public_v1 |
| Provenance | Not a fork · Personal account As of today · github_public_v1 | Not a fork · Personal account As of 1d · github_public_v1 |
| Security (OSV) | 49 low (49 low) As of today · osv@v1 | No lockfile As of 1d · none |
Tagline
- HCP-Coder
- Hierarchical Context Pruning (HCP): A strategy to optimize real-world code completion with repository-level pre-trained code large language models
- LlamaFactory
- Unified Efficient Fine-Tuning of 100+ LLMs & VLMs
Stars
- HCP-Coder
- 17
- LlamaFactory
- 73k
Forks
- HCP-Coder
- 2
- LlamaFactory
- 8.9k
Open issues
- HCP-Coder
- 1
- LlamaFactory
- 1.1k
Language
- HCP-Coder
- Python
- LlamaFactory
- Python
Adopt for
- HCP-Coder
- -
- 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
- HCP-Coder
- -
- LlamaFactory
- -
Runtime
- HCP-Coder
- -
- LlamaFactory
- -
License
- HCP-Coder
- MIT
- LlamaFactory
- Apache-2.0
Last pushed
- HCP-Coder
- Nov 17, 2024
- LlamaFactory
- Jul 10, 2026
Categories
- HCP-Coder
- LLM Frameworks, Model Training
- LlamaFactory
- LLM Frameworks, Model Training
Trust and health
Maintenance
- HCP-Coder
- Dormant (18%)
- LlamaFactory
- Very active (96%)
Days since push
- HCP-Coder
- 601d
- LlamaFactory
- 0d
Open issues (now)
- HCP-Coder
- 1
- LlamaFactory
- 1.1k
Security scan
- HCP-Coder
- 49 low (49 low)
- LlamaFactory
- No lockfile
Full report
- HCP-Coder
- Trust report
- LlamaFactory
- Trust report
Choose HCP-Coder if…
- License: HCP-Coder is MIT, LlamaFactory is Apache-2.0.
- Tags unique to HCP-Coder: code-completion, python.
- Leaner open-issue backlog (1).
When NOT to use HCP-Coder
- Last GitHub push was 601 days ago (dormant maintenance, Nov 17, 2024). Validate activity before betting a new project on HCP-Coder.
- 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.
Choose LlamaFactory if…
- License: LlamaFactory is Apache-2.0, HCP-Coder 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
Explore
Sources
Every stat on this page traces to a dated GitHub sync, license file, enrichment field, or trust scan.
- GitHub stars (Hambaobao/HCP-Coder) · observed Jul 11, 2026
- GitHub forks (Hambaobao/HCP-Coder) · observed Jul 11, 2026
- Last push (Hambaobao/HCP-Coder) · observed Nov 17, 2024
- License file (MIT) · 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: HCP-Coder 17 · LlamaFactory 73k (synced Jul 11, 2026).
Common questions
- What is the difference between HCP-Coder and LlamaFactory?
- HCP-Coder: Hierarchical Context Pruning (HCP): A strategy to optimize real-world code completion with repository-level pre-trained code large language models. LlamaFactory: Unified Efficient Fine-Tuning of 100+ LLMs & VLMs. See the comparison table for live GitHub stats and shared categories.
- When should I choose HCP-Coder over LlamaFactory?
- Choose HCP-Coder over LlamaFactory when License: HCP-Coder is MIT, LlamaFactory is Apache-2.0; Tags unique to HCP-Coder: code-completion, python; Leaner open-issue backlog (1).
- When should I choose LlamaFactory over HCP-Coder?
- Choose LlamaFactory over HCP-Coder when License: LlamaFactory is Apache-2.0, HCP-Coder 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 avoid HCP-Coder?
- Last GitHub push was 601 days ago (dormant maintenance, Nov 17, 2024). Validate activity before betting a new project on HCP-Coder. 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.
- 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 HCP-Coder or LlamaFactory more popular on GitHub?
- LlamaFactory has more GitHub stars (73,157 vs 17). Stars measure visibility, not whether either tool fits your constraints.
- Are HCP-Coder and LlamaFactory open source?
- Yes - both are open-source projects on GitHub (HCP-Coder: MIT, LlamaFactory: Apache-2.0).
- Where can I find alternatives to HCP-Coder or LlamaFactory?
- GraphCanon lists graph-backed alternatives at HCP-Coder alternatives and LlamaFactory alternatives (HCP-Coder 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, HCP-Coder or LlamaFactory?
- HCP-Coder: Dormant. 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 HCP-Coder and LlamaFactory?
- GraphCanon publishes per-repo trust reports with dated maintenance, provenance, and scan summaries: HCP-Coder trust report; LlamaFactory trust report.