SAG

(★ 2,404)

A new SOTA for RAG — an original retrieval architecture and an open-source knowledge base for humans and agents.

File Explorer

Download Latest Version (.zip)
  • .env.example
  • .gitignore
  • .public-sync-state.json
  • CHANGELOG.md
  • compose.dify.yaml
  • compose.postgres.yaml
  • compose.yaml
  • CONTRIBUTING.md
  • LICENSE
  • Makefile
  • README-CN.md
  • README.md

# Installation Guide

1. Get the code
git clone https://github.com/Zleap-AI/SAG

Downloads the entire project code from GitHub to your computer.

cd SAG

Moves into the project folder you just downloaded.

2. Official Install Script

Easy Recommended
Prerequisites
  • Node.js Node.js must be installed to use npm.
  • Python 3 Python is required to use pip.
npm install --global @zleap-ai/sag-cli

Installs the package published on the npm registry globally — no need to clone the source.

pip install zleap-sag

Installs the package published on PyPI directly — no need to clone the source.

✅ After installing, open a new terminal and run the program's version command (e.g. --version) to confirm it worked.

Pulled directly from this repo's README.

3. Docker

Easy
Prerequisites
  • Git Needed to download the project code from GitHub.
  • Docker Desktop Needed to build and run containers. Install it and keep it running in the background.
docker compose up -d --build

Builds and starts all defined containers (server, database, etc.) at once, in the background.

docker compose ps # api and web should be healthy

Runs the command against the services defined in the compose file.

docker compose logs -f api web # follow logs

Runs the command against the services defined in the compose file.

docker compose restart # restart services

Runs the command against the services defined in the compose file.

docker compose down # stop and keep all data

Runs the command against the services defined in the compose file.

✅ Run docker compose ps to check the containers are Up. If the README mentions a port, open http://localhost:PORT in your browser.

Pulled directly from this repo's README.

4. Node.js

Easy
Prerequisites
  • Git Needed to download the project code from GitHub.
  • Node.js Node.js must be installed to use npm. The LTS version is recommended.
npm install --global @zleap-ai/sag-cli

Installs the package published on the npm registry globally — no need to clone the source.

SKILL_SRC="$(npm root -g)/@zleap-ai/sag-cli"

Type this command into your terminal and run it.

npm install

Downloads and installs the libraries listed in package.json.

npm run dev

Starts the development/run server.

cd apps/web && npm run typecheck

Moves into the project folder you just downloaded.

✅ After running the command, open the address shown in the terminal (usually something like http://localhost:3000) in your browser.

Pulled directly from this repo's README.

5. Python

Easy
Prerequisites
  • Git Needed to download the project code from GitHub.
  • Python 3 On Windows, be sure to check 'Add Python to PATH' during installation.
python -m venv .venv

Runs the Python script (or module).

pip install -e ".[dev]"

Installs the Python libraries listed in requirements.txt (or similar).

pip install zleap-sag

Installs the package published on PyPI directly — no need to clone the source.

✅ If it runs without errors and prints output in the terminal, it worked.

Pulled directly from this repo's README.

6. Make

Medium
Prerequisites
  • Git Needed to download the project code from GitHub.
  • Make Usually pre-installed on Linux/macOS. On Windows, install separately (e.g. via MSYS2 or WSL).
make

Compiles the code based on the generated build configuration to produce an executable.

✅ If it finishes without errors, it worked. Try running the generated executable directly.

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