cymbal-air-toolbox-demo

Dependency freshness

Declared = lowest version the kit's dependency file (package.json, pyproject.toml or requirements.txt) allows. Latest = the npm "latest" tag or the newest PyPI release. TypeScript, the Stripe SDK, FastAPI and other 0.x packages are shown but not counted in the verdict.

What's in the stack

Framework

FastAPI

AI

LangChain, LangGraph

API layer

Pydantic, Uvicorn

Detected from declared dependencies. A listed package means it's installed, not necessarily fully wired up.

What the README says you get

• AI
  Agent-based orchestrationthe LLM acts as an intelligent Agent that decides which tools to use
• AI
  Retrieval Augmented GenerationRAG is the concept of retrieving some data or information, augmenting your prompt
• API
  MCP Toolbox middlewareMCP Toolbox is a middleware server that exposes the database operations as a set of tools
• API
  Customizable toolscustomize the tools available to the agent by modifying the MCP Toolbox configuration file
• Data
  Interchangeable databasethe database used was intentionally designed to be interchangeable
• Data
  Database setup guidecreate your database instance, populate it with data, and create the tools.yaml configuration file
• Deploy
  Cloud Run deploymentdeploy the Toolbox as a service on Google Cloud Run
• Deploy
  Local Toolbox serveryou can run the Toolbox server directly from your terminal
• Other
  Flight managementhelps travelers manage flights
• Other
  Airport informationfind information about San Francisco International Airport (SFO)

Extracted from the kit's README by a local AI model (deepseek-flash) on Sep 29, 2026. Every item is checked against an exact README quote. A README claim is the maker's description, not something we tested.