Layer 2 — Distribution
FAI Packages
Install once, get everything. Every FAI Package delivers the complete FAI Toolkit — DevKit, TuneKit, and SpecKit — through the channel you prefer.
How FAI Packages Work
1. Pick a Channel
VS Code, npm, Docker, CLI
2. Get Full Toolkit
DevKit + TuneKit + SpecKit
3. Build with Plays
Solution accelerators
Distribution Channels
VS Code Extension
Rich sidebar UI with commands
Sidebar panels for all solution plays
Inline knowledge search
Offline-capable
Solution Configurator wizard
Install from VS Code MarketplaceLearn more →MCP Server (npm)
AI agent tools via Model Context Protocol
MCP tools for any MCP-compatible agent
FAI Engine, Scaffold, Marketplace built-in
HTTP transport + stdio
Works with Claude, GPT, Gemini
npx @anthropic/mcp install frootai-mcpLearn more →Docker Image
Multi-arch container, Kubernetes-ready
Linux/ARM64/AMD64
Kubernetes & ACA deployments
Health endpoint included
Auto-updates via CI/CD
docker pull ghcr.io/frootai/frootai-mcpLearn more →CLI (npx frootai)
Terminal-first scaffolding & search
8 commands for scaffolding
Full knowledge search
Play initialization
Works offline after first run
npx frootaiLearn more →Plugin Marketplace
Community extensions & integrations
ServiceNow connector
Salesforce integration
SAP adapter
Community-contributed plugins
Browse marketplaceLearn more →Python SDK (PyPI)
Offline-first knowledge, cost estimation, evaluation
Zero external dependencies
Solution plays offline
Cost estimation engine
A/B testing & evaluation
pip install frootaiLearn more →Python MCP Server (PyPI)
Same MCP tools, pure Python implementation
MCP tools for Python agents
Works with any MCP client
Bundled knowledge (682KB)
Graceful offline fallback
pip install frootai-mcpLearn more →REST API
Chat, search, cost endpoints — Agent FAI backend
5 endpoints: chat, search, cost, health, OpenAPI
Powered by Azure OpenAI
Agent FAI chatbot backend
OpenAPI 3.1 spec included
https://frootai.dev/api-docsLearn more →What Ships Inside Every Package
The FAI Toolkit — three composable kits that power every solution play
Box 1
DevKit
Architecture templates, Bicep modules, deployment scripts
Box 2
TuneKit
Evaluation configs, prompt templates, tuning parameters
Box 3
SpecKit
Feature specs, architecture decision records, compliance checklists
Choose your preferred distribution channel — all deliver the full FAI Toolkit.
Developers: VS Code or CLI · Python teams: PyPI · DevOps: Docker · Agents: npm MCP