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ai-agent

SGLang: Fast AI Deployments

Get high-performance AI serving with SGLang, a framework for large language models, ideal for startup founders, with 30k+ GitHub stars.
advancedโฑ 1-2 hours๐Ÿ’ต Free + LLM API costs
30,568 stars7,307 forksPythonQuality 8/10Updated 7/21/2026100% free ยท open source
What it is

Serve large language models on your own infrastructure for efficient performance.

What you can make with it

Automations like: use a GPT model to generate custom product descriptions for your Amazon product listings.

How it helps

SGLang is here because it makes serving large language models efficient and scalable, allowing for higher-throughput applications.

Real use case example

"A founder wants to generate product descriptions for new Amazon products automatically. They use SGLang to serve a GPT model, integrate it with an Amazon script, and set up a cron job to run daily. The founder now gets custom product descriptions every night without manual effort."

If you're new

Picking up SGLang will make sense once you've had some experience with Python development.

If you're senior

Senior engineers and professionals would reach for SGLang when they need high-performance serving of large language models in their production environments.

Common confusion cleared up

SGLang is often confused with being a standalone model deployment tool, but it's primarily a serving framework for existing large language models.

Best inside these AI tools
Claude DesktopCursorClaude CodeAntigravity
Pairs with
Claude APIStripe webhookNotion database
Why we list it on WorkflowStacks: As a free, open-source option, SGLang offers a cost-effective alternative to commercial offerings.
What it does

SGLang provides a high-performance serving framework for large language models and multimodal models, enabling efficient deployment and management of AI models

Install / run
pip install sglang
When to use it
  • โ€ขWhen you need to deploy large language models with high performance and low latency
  • โ€ขWhen you want to serve multimodal models that integrate text, images, and other data types
  • โ€ขWhen you need a scalable framework for serving AI models in a production environment
Quick start
  1. 1Clone the SGLang repository using `git clone https://github.com/sgl-project/sglang.git`
  2. 2Navigate to the repository directory using `cd sglang`
  3. 3Install the required dependencies using `pip install -r requirements.txt`
  4. 4Run the example server using `python examples/server.py`
  5. 5Test the server using a tool like `curl` or a web browser
Ready-to-paste prompt
Use the `python examples/client.py --model-name my_model --input-text 'Hello World!'` command to test the server with a sample input
Heads up: Make sure you have the required GPU drivers and CUDA libraries installed, as SGLang relies on GPU acceleration for high-performance serving
Saves to your device

Topics

attention
blackwell
cuda
deepseek
diffusion
glm
gpt-oss
inference
llama
llm
minimax
moe
qwen
qwen-image
reinforcement-learning
transformer
vlm
wan
What's inside โ€” free to inspect
No purchase needed

Read the entire source before you build โ€” unlike paid marketplaces that hide it behind a buy button.

9
top-level files
17
folders
234.2M
repo size
Apache-2.0
license
Key files
.pre-commit-config.yaml
README.md
File tree
.claude/
.devcontainer/
.github/
3rdparty/
assets/
benchmark/
docker/
docs_new/
examples/
experimental/
proto/
python/
rust/
scripts/
sgl-kernel/
sgl-model-gateway/
test/
.codespellrc
.coveragerc
.dockerignore
.gitignore
.isort.cfg
.pre-commit-config.yaml
CODE_OF_CONDUCT.md
Quick Actions
Details
Creator
sgl-project
Language
Python
Category
ai-agent
Published
1/8/2024

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