Installation

Get QWED up and running in minutes.

Python SDK

pip install qwed

After installing, run the onboarding wizard to set up verification engines, configure your LLM provider, and generate a local API key:

qwed init

The wizard runs four checks. First, it confirms that core engines (SymPy, Z3, AST, SQLGlot) are installed. Next, it walks you through selecting a provider — NVIDIA NIM, OpenAI, Anthropic, Google Gemini, or any OpenAI-compatible endpoint. It then validates your credentials. Finally, it bootstraps a ready-to-use API key. For CI pipelines, use --non-interactive. See the CLI reference for all options. After init, verify your setup and run the built-in test suite:

qwed doctor  # system health check — engines, provider, server, database
qwed test    # 12 deterministic tests — all must pass before production

qwed doctor reports the status of verification engines, LLM provider connectivity, and the database. qwed test runs deterministic tests across Math, Logic, SQL, and Code engines to confirm everything works correctly. See the CLI reference for details on both commands.

Requirements

Python 3.10+
Optional: Redis (for caching)

TypeScript SDK

npm install @qwed-ai/sdk
# or
yarn add @qwed-ai/sdk
# or
pnpm add @qwed-ai/sdk

Go SDK

go get github.com/qwed-ai/qwed-go

Rust SDK

# Cargo.toml
[dependencies]
qwed = "1.0"

Full stack (self-hosted)

For running the complete QWED stack locally:

# Clone the repository
git clone https://github.com/QWED-AI/qwed-verification.git
cd qwed-verification

# Start infrastructure (Redis, Prometheus, Grafana, Jaeger)
docker-compose up -d

# Install dependencies
pip install -e .

# Run the API
python -m uvicorn qwed_new.api.main:app --reload

Infrastructure URLs

Service	URL
API	http://localhost:8000
Grafana	http://localhost:3000
Prometheus	http://localhost:9090
Jaeger	http://localhost:16686

Enterprise support coming soon: Managed hosting and dedicated support. Contact support@qwedai.com

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Python SDK

Requirements

TypeScript SDK

Go SDK

Rust SDK

Full stack (self-hosted)

Infrastructure URLs

Next steps

​Python SDK

​Requirements

​TypeScript SDK

​Go SDK

​Rust SDK

​Full stack (self-hosted)

​Infrastructure URLs

​Next steps

Python SDK

Requirements

TypeScript SDK

Go SDK

Rust SDK

Full stack (self-hosted)

Infrastructure URLs

Next steps