Source: https://seerepo.com/compare/modelscope/ms-swift/vs/OpenBMB/MiniCPM-V
Markdown source: https://seerepo.com/compare/modelscope/ms-swift/vs/OpenBMB/MiniCPM-V.md
Description: ms-swift and MiniCPM-V share 18 technologies: FastAPI, AIOHTTP, uvicorn, matplotlib, OpenAI, sentencepiece, tiktoken, transformers, peft, accelerate, torchvision, torchaudio, einops, nltk, scikit-learn, docutils, myst-parser, and pillow. Both are written in Python.

# ms-swift vs MiniCPM-V

ms-swift and MiniCPM-V share 18 technologies: FastAPI, AIOHTTP, uvicorn, matplotlib, OpenAI, sentencepiece, tiktoken, transformers, peft, accelerate, torchvision, torchaudio, einops, nltk, scikit-learn, docutils, myst-parser, and pillow. Both are written in Python.

- [modelscope/ms-swift](https://seerepo.com/r/modelscope/ms-swift): Use PEFT or Full-parameter to CPT/SFT/DPO/GRPO 600+ LLMs (Qwen3.8, DeepSeek-V4, GLM-5.1, InternLM3, Llama4, ...) and 300+ MLLMs (Qwen3-VL, Qwen3-Omni, InternVL3.5, Ovis2.5, GLM5.3, Gemma4, Llava, Phi4, ...) (AAAI 2025).
- [OpenBMB/MiniCPM-V](https://seerepo.com/r/OpenBMB/MiniCPM-V): See, hear, and interact on your local devices.

## What they share and what sets them apart

- In common: FastAPI, AIOHTTP, uvicorn, matplotlib, OpenAI, sentencepiece, tiktoken, transformers, peft, accelerate, torchvision, torchaudio, einops, nltk, scikit-learn, docutils, myst-parser, pillow
- Only in ms-swift: oss2, Ray, sphinx-rtd-theme, ModelScope, trl, datasets, safetensors, rouge, recommonmark, sphinx-markdown-tables, swanlab
- Only in MiniCPM-V: webdataset, cycler, fonttools, sphinx-design, contourpy, Gradio, seaborn, Rich, bitsandbytes, fairscale, flash-attn, gradio-client, librosa, onnxruntime, pycocotools, sacrebleu, sentence-transformers, tokenizers, umap-learn, vector-quantize-pytorch, vocos, torch, opencv-python, deepspeed, timm, pycocoevalcap, spaCy, jsonlines, markdown2, openpyxl, sphinxcontrib-jquery, xlsxwriter, decord, imageio, moviepy, Pydantic, validators, psutil

## Side by side

| | ms-swift | MiniCPM-V |
|---|---|---|
| Size | 165,674 lines written, 533 code files | 36,999 lines written, 151 code files |
| Who writes it | 0.3% of its commits signed by AI. With Claude Code, Gemini CLI, and Codex | 1.1% of its commits signed by AI. With Cursor and Codex |
| Activity | Last push November 7, 2026, 3,872 commits, 16,058 stars | Last push October 30, 2026, 645 commits, 27,095 stars |
| Tests | 249 test files. 24% of its code files have a test that imports them | 0 test files |

- Size: Lines written by people and agents, without generated ones; code files, without tests.
- Who writes it: A commit counts as AI's when it carries its signature: a Co-Authored-By line, its author name or the merge of its branch.
- Activity: From GitHub and its history, on the day SeeRepo read it.
- Tests: The files that test the code, and the share of code files a test imports.

## Frequently asked questions

### Which is bigger, ms-swift or MiniCPM-V?

ms-swift, with 165,674 lines written; MiniCPM-V has 36,999.

The proof: [modelscope/ms-swift's code at commit 47b437a](https://github.com/modelscope/ms-swift/tree/47b437a84e9ea481dbe24f516fc2318e7faf94da)

### Which has more GitHub stars, ms-swift or MiniCPM-V?

MiniCPM-V, with 27,095 stars; ms-swift has 16,058.

The proof: [OpenBMB/MiniCPM-V on GitHub](https://github.com/OpenBMB/MiniCPM-V)

### Which has more tests, ms-swift or MiniCPM-V?

ms-swift, with 249 test files.

The proof: [modelscope/ms-swift's code at commit 47b437a](https://github.com/modelscope/ms-swift/tree/47b437a84e9ea481dbe24f516fc2318e7faf94da)

### Which was updated more recently, ms-swift or MiniCPM-V?

ms-swift: its last push was on November 7, 2026, and MiniCPM-V's on October 30, 2026.

The proof: [modelscope/ms-swift's commits on GitHub](https://github.com/modelscope/ms-swift/commits)

### Which has more commits signed by AI, ms-swift or MiniCPM-V?

MiniCPM-V: an AI signed 1.1% of its commits, with Cursor and Codex; in ms-swift, 0.3%.

## Sources

- modelscope/ms-swift: Read on November 7, 2026, at commit 47b437a (https://github.com/modelscope/ms-swift/tree/47b437a84e9ea481dbe24f516fc2318e7faf94da)
- OpenBMB/MiniCPM-V: Read on November 8, 2026, at commit 47e1fa7 (https://github.com/OpenBMB/MiniCPM-V/tree/47e1fa75b45b8c122ca2a52150762bf6183f1c5e)

## What is your repo built with?

Any public repo, with no account: https://seerepo.com/r/owner/repo/built, with the owner and name it has on GitHub.