synapse

It's a simple demo for AI agent(PJT-Synapse)

Core stacks

• ADK : for AI pipeline
• Open AI : for LLM agent
• toolbox : MCP for connect bigquery data(dummy)
• Elasticsearch : for data query(dummy)

ADK

Set up

# make virtual env
python -m venv venv 
# if cannot work upper code(ex. mac os)
python3 -m venv venv 

# activate virtual env
source venv/bin/activate 
# install requirement
pip install -r requirements.txt 

Environment Varialbles

You must need to set environment variables.

Run code

adk web

Toolbox(MCP server)

Set up

genai-toolbox It has several ways to install. Plz choose proper version what you want.

Below code example is for this case.

• Install the library by binary image
• Your environment is Mac

# download binary image
curl -O https://storage.googleapis.com/genai-toolbox/v0.6.0/darwin/arm64/toolbox
# change access permission
chmod +x toolbox

Make YAML for MCP tools

MCP tools

sources:
  my-bigquery-source:
    kind: bigquery
    project: [PROJECT_ID]
    location: asia-northeast1
tools:
  search-all-hotels-dummy:
    kind: bigquery-sql
    source: my-bigquery-source
    description: Search for all hotels.
    statement: SELECT * FROM `dummy.hotels`;
toolsets:
  dummy-toolset:
    - search-all-hotels-dummy

Run MCP server

./toolbox --tools-file "tools.yaml"