GiiS Craft lets users create web applications, documents, presentations, and more from company knowledge using an AI coding agent in an isolated sandbox. Users describe what they want, and the agent builds artifacts using their indexed documents and uploaded files.

INFO

Craft requires an LLM provider to be configured (Anthropic, OpenAI, etc.) to function.

Key Capabilities

Web Applications Build Next.js applications with React, shadcn/ui, and Recharts for beautiful, interactive dashboards and tools.

Documents Generate polished documents, reports, and markdown files from your company knowledge.

Slides & Images Create presentations and visual content with nanobanana for slides and image generation.

Knowledge Integration Access indexed documents from your connectors (Linear, Slack, Google Drive, Confluence, etc.) directly in your outputs.

INFO

Coming soon: Spreadsheets and HTML dashboards

How It Works

Create a Session - Start a new Craft session from the /craft route in GiiS

Describe What You Need - Tell the agent what you want to build in natural language

Watch It Build - The agent creates your artifact using your company knowledge

Preview & Iterate - See your output live and request changes or additions

Download - Export your finished artifact

What You Can Build

Craft excels at creating artifacts that leverage your company's knowledge:

• Interactive Dashboards - Visualize metrics and KPIs from your connected data sources
• Internal Tools - Build custom web applications for specific workflows
• Documents & Reports - Generate polished documents from your indexed content
• Presentations - Create slide decks with AI-generated visuals
• Data Explorers - Interactive interfaces for browsing and analyzing documents
• Prototypes - Quickly prototype ideas using your existing data

Technical Details

Each Craft session runs in an isolated sandbox with:

• Next.js application framework with React

• shadcn/ui component library for polished UI elements

• Recharts for data visualization

• Python environment with numpy, pandas, and matplotlib for data processing

• Read-only access to your indexed documents

• Separate workspace for each session

• Maximum file size: 50MB per file

• Maximum files per session: 20 files

• Maximum total size per session: 200MB

• Supported formats: CSV, JSON, PDF, images, and common code files

Craft can run in two modes:

• Local mode - Sandboxes run as directories within the Docker Compose deployment (default)
• Kubernetes mode - Sandboxes run as isolated Kubernetes pods with automatic snapshots and cleanup (production-scale deployments)

Enabling Craft

New Deployments

When installing GiiS, use the --include-craft flag:

curl -fsSL https://raw.githubusercontent.com/giis-ai/giis/main/deployment/docker_compose/install.sh > install.sh && chmod +x install.sh && ./install.sh --include-craft

The --include-craft flag:

• Sets ENABLE_CRAFT=true in the .env file

• Sets IMAGE_TAG=craft-latest to use the Craft-enabled images

• Runs the Craft template setup script on container startup

  Craft adds Node.js 20 and the opencode CLI to the backend image, which increases build time and image size. The first startup may take longer while templates are set up.

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Existing Deployments

If you've already deployed GiiS without Craft, you can enable it by running:

ENABLE_CRAFT=true IMAGE_TAG=craft-latest docker compose up -d

Verify Craft is Enabled

After installation:

• The backend container logs should show "Setting up GiiS Craft templates..."
• The /craft route should be accessible in the UI

WARNING

Ensure you have an LLM provider configured (Anthropic, OpenAI, etc.) for Craft to work.

Configuration

Environment Variable	Description	Default
ENABLE_CRAFT	Enable/disable Craft	false
SANDBOX_BACKEND	Sandbox mode: local or kubernetes	local
SANDBOX_IDLE_TIMEOUT_SECONDS	Idle timeout before sandbox cleanup	3600
SANDBOX_MAX_CONCURRENT_PER_ORG	Max concurrent sandboxes per organization	10