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ToolExperimentalMCP

adk-web-multi-agent

by seehiong

Notebook demo of ADK-based multi-agent coordination querying Postgres and Data Commons

Jupyter Notebook
Updated Nov 3, 2025
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Overview

Coordinates specialist agents built with Google ADK to query PostgreSQL and Data Commons using OpenRouter models. Implements a coordinator pattern (director agent) that routes subtasks to specialist agents and aggregates responses using the MCP Toolbox. The Jupyter notebook demonstrates end-to-end flows for HDB resale lookups and global statistics, making the architecture easy to reproduce and adapt. Model Context Protocol (MCP).

Key Benefits

As agents delegate work to specialists, understanding who handled which subtask and how results were produced becomes crucial for trust and troubleshooting. This repo provides a concrete example of agent delegation, data access, and aggregation so practitioners can inspect interaction patterns and spot failure modes. Until now most examples focused on single-agent apps — this shows practical multi-agent orchestration tied to real data sources, useful for building agent-to-agent evaluation and reputational signals. See how these patterns relate to Agent Registry Pattern and Semantic Capability Matching Pattern.

Target Use Cases

Researchers and engineers prototyping multi-agent workflows that need concrete examples of delegation, MCP-based messaging, and data-backed agents. For a structured approach, explore Evaluation-Driven Development Pattern.

Applications

  • Prototype coordinator-directed agent pipelines that query relational and public data sources
  • Inspect agent interaction patterns to identify delegation and aggregation failure modes
  • Build reproducible examples for agent-to-agent evaluation and reputation signal design
Works With
google-adkopenrouterpostgresqldatacommons
Topics
agent-hierarchycoordinator-patterndatacommonsgoogle-adkllmmulti-agent-systemopenrouterpostgresqltoolbox
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autogencrewai
Keywords
multi-agent orchestrationmcpagent delegationdatacommons