vllm
vllm-project/vllmA high-throughput and memory-efficient inference and serving engine for LLMs
Pushed today.Apache License 2.0PythonDeveloper tools96.8k+444
Book · a repository
ms-swift
modelscope/ms-swift
Not yet reviewedApps
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).
Understand it first
Don’t install what you can’t explain. Each of these free tools reads modelscope/ms-swift when you swap github.com in its link for another address.
- See the architecturegitdiagram.com/modelscope/ms-swift
An interactive diagram of how the parts fit together. Generated by AI.
- Read the manualdeepwiki.com/modelscope/ms-swift
A written guide to the codebase, with a chat you can ask questions. Generated by AI.
- Browse in an editorgithub.dev/modelscope/ms-swift
Opens the code in VS Code in your browser. Needs a GitHub sign-in. Same as pressing . on any GitHub repo.
- Get it as one filegitingest.com/modelscope/ms-swift
The whole project as a single text file to paste into Claude or another assistant. Large repos may not fit in one chat.
Or build it on your computer
npx techandria digest modelscope/ms-swiftBuilt from the current code, which Techandria hasn’t reviewed. The file says so at the top. Add
--only srcfor part of a large repo. - Let your agent read itgitmcp.io/modelscope/ms-swift
A remote MCP server your agent can connect to and read the docs and code live while it works.
Add it to Claude Code
claude mcp add --transport http ms-swift-docs https://gitmcp.io/modelscope/ms-swift
The linked sites are independent services, not part of Techandria. They read the default branch as it is now, not the reviewed commit, and AI-written explanations can be wrong. Repository text you paste into an assistant can contain instructions aimed at it, so treat it as data. None of this is a security review.
Install
Not available through Techandria. A application has no Techandria install path. Running an arbitrary program is a different risk from adding a reviewed skill.
You can still get the code from the source and read it yourself:
git clone https://github.com/modelscope/ms-swiftWhat we checked
Not yet reviewedDiscovery metadata only. Nothing has been scanned or approved, so this is a listing — not a recommendation to run the code.
Nothing has been scanned for this repository yet, so there is nothing to report. Listing here is not permission or a recommendation to run the code.
Maintain this project? Add the review badge to your README
The badge shows this project's current review state and updates on its own — including if the state changes. It links back to this page.
[](https://techandria.com/project/modelscope/ms-swift)README
No README could be fetched from GitHub for this repository.
More in Apps
LlamaFactory
hiyouga/LlamaFactoryUnified Efficient Fine-Tuning of 100+ LLMs & VLMs (ACL 2024)
Pushed today.Apache License 2.0PythonDeveloper tools76.0k+124
sglang
sgl-project/sglangSGLang is a high-performance serving framework for large language models and multimodal models.
Pushed today.Apache License 2.0PythonDeveloper tools38.8k+301
UltraRAG
OpenBMB/UltraRAGA Low-Code MCP Framework for Building Complex and Innovative RAG Pipelines
Pushed yesterday.Apache License 2.0PythonDeveloper tools5.7k