Refolk

Top Fine-tuning repositories on GitHub

Recipes, frameworks, and tools for adapting foundation models.

Ranked by stars across 279 repositories tagged fine-tuning. Refreshed daily.

  1. 1
    unslothai/unsloth76,344 · ⑂ 6,962

    Local UI to run and train LLMs and diffusion models. Supports GGUF, MLX, Qwen3.8, DeepSeek-V4, MiniMax-H3, Gemma 4, FLUX and more.

    • fine-tuning
    • llama
    • llms
    • gemma
    • unsloth
    • llm
  2. 2
    hiyouga/LlamaFactory74,848 · ⑂ 9,170

    Unified Efficient Fine-Tuning of 100+ LLMs & VLMs (ACL 2024)

    • fine-tuning
    • llama
    • llm
    • peft
    • transformers
    • rlhf
  3. 3
    run-llama/llama_index52,207 · ⑂ 8,166

    LlamaIndex is the document processing platform for AI

    • agents
    • application
    • data
    • fine-tuning
    • framework
    • llamaindex
  4. 4
    QwenAudio/CosyVoice23,673 · ⑂ 2,690

    Multi-lingual large voice generation model, providing inference, training and deployment full-stack ability.

    • audio-generation
    • gpt-4o
    • text-to-speech
    • tts
    • cantonese
    • chatbot
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  6. 5
    huggingface/peft21,694 · ⑂ 2,507

    🤗 PEFT: State-of-the-art Parameter-Efficient Fine-Tuning.

    • adapter
    • diffusion
    • llm
    • parameter-efficient-learning
    • python
    • pytorch
  7. 6
    ConardLi/easy-dataset14,926 · ⑂ 1,533

    A powerful tool for creating datasets for LLM fine-tuning 、RAG and Eval

    • dataset
    • javascript
    • llm
    • fine-tuning
    • rag
  8. 7
    bentoml/OpenLLM12,535 · ⑂ 842

    Run any open-source LLMs, such as DeepSeek and Llama, as OpenAI compatible API endpoint in the cloud.

    • llm
    • llmops
    • model-inference
    • fine-tuning
    • llm-serving
    • llama
  9. 8
    axolotl-ai-cloud/axolotl12,486 · ⑂ 1,438

    Go ahead and axolotl questions

    • fine-tuning
    • llm
  10. 9
    ludwig-ai/ludwig11,758 · ⑂ 1,216

    Low-code framework for building custom LLMs, neural networks, and other AI models

    • deep-learning
    • deeplearning
    • deep
    • learning
    • machine-learning
    • machinelearning
  11. 10
    oumi-ai/oumi9,388 · ⑂ 791

    Easily fine-tune, evaluate and deploy Qwen, Gemma, or any open weight LLM!

    • dpo
    • evaluation
    • fine-tuning
    • inference
    • llama
    • llms
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  13. 11
    cloneofsimo/lora7,556 · ⑂ 497

    Using Low-rank adaptation to quickly fine-tune diffusion models.

    • diffusion
    • lora
    • stable-diffusion
    • dreambooth
    • fine-tuning
  14. 12
    flyteorg/flyte7,528 · ⑂ 887

    Dynamic, resilient AI orchestration. Coordinate data, models, and compute as you build AI workflows.

    • flyte
    • machine-learning
    • golang
    • scale
    • workflow
    • data-science
  15. 13
    MakazhanAlpamys/Soup6,779 · ⑂ 1,063

    Fine-tune LLMs from one YAML. Layer streaming trains an 8B model on a 4 GB laptop GPU.

    • python
    • fine-tuning
    • gguf
    • huggingface
    • llm
    • lora
  16. 14
    h2oai/h2o-llmstudio5,182 · ⑂ 557

    H2O LLM Studio - a framework and no-code GUI for fine-tuning LLMs. Documentation: https://docs.h2o.ai/h2o-llmstudio/

    • ai
    • chatbot
    • chatgpt
    • fine-tuning
    • finetuning
    • generative
  17. 15
    Kiln-AI/Kiln5,071 · ⑂ 380

    Build, Evaluate, and Optimize AI Systems. Includes evals, RAG, agents, fine-tuning, synthetic data generation, dataset management, MCP, and more.

    • ai
    • chain-of-thought
    • collaboration
    • dataset-generation
    • fine-tuning
    • machine-learning
  18. 16

    《大语言模型》作者:赵鑫,李军毅,周昆,唐天一,文继荣

    • artificial-intelligence
    • deep-learning
    • deep-neural-networks
    • deep-reinforcement-learning
    • fine-tuning
    • language-model
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  20. 17
    truefoundry/cognita4,417 · ⑂ 392

    RAG (Retrieval Augmented Generation) Framework for building modular, open source applications for production by TrueFoundry

    • ai
    • deep-learning
    • generative-ai
    • llmops
    • machine-learning
    • mlops
  21. 18
    nucleuscloud/neosync4,140 · ⑂ 231

    Open Source Data Security Platform for Developers to Monitor and Detect PII, Anonymize Production Data and Sync it across environments.

    • docker
    • golang
    • synthetic-data
    • benthos
    • etl
    • orchestration
  22. 19
    predibase/lorax3,832 · ⑂ 324

    Multi-LoRA inference server that scales to 1000s of fine-tuned LLMs

    • fine-tuning
    • gpt
    • llama
    • llm
    • llm-inference
    • llm-serving

Find engineers shipping Fine-tuning

The list above ranks the most-starred public repositories tagged with the Fine-tuning topic, drawn from the public GitHub graph. Across 279 repositories tagged this way, the maintainers and top contributors are a tight cluster of the people actually building Fine-tuning.

Looking for engineers who’ve worked on Fine-tuning for real, not just listed it on LinkedIn? The fastest path is the contributor list of these repos. Their commits, issues, and READMEs are public proof of depth.

Refolk turns this list into a search. Ask for “maintainers of top Fine-tuning repos who are hiring”, Fine-tuning engineers in San Francisco”, or “founders shipping Fine-tuning” and Refolk returns a ranked shortlist with sources.

How this list is built

Refolk searched GitHub for public repositories tagged with the Fine-tuning topic, ranked them by stargazer count, and kept those with at least 50 stars. The list refreshes once a day.

Last refreshed: Fri, 18 Sep 2026 07:54:12 GMT

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How are these repositories ranked?

By stars, with forks and recent activity as tiebreakers, read from the public GitHub API. The methodology section above has the details.

How fresh is the data?

The ranking re-renders at least daily. Last refreshed: Fri, 18 Sep 2026 07:54:12 GMT.

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