Lesson 611 lessons

Building a Research Agent with Claude

Defining the research agent's toolset

A minimal research agent needs: a web search tool, a page-fetch/read tool, and a note-taking tool to accumulate findings. This small set is enough to answer non-trivial, multi-source research questions.

Wiring the tool-use loop with the Claude API

Using the tool-use pattern from the Build with Claude API path: define your tools, let Claude request calls, execute them server-side, feed results back, and repeat until Claude produces a final synthesized answer.

Capping cost and time

Set a maximum number of tool-use iterations (e.g., 8) and a total token budget, so a research agent that gets stuck in an unproductive loop fails gracefully instead of running (and costing) indefinitely.

Key Takeaways

  • A minimal research agent needs search, fetch, and note-taking tools.
  • Wire it using the same tool-use loop pattern from the Claude API path.
  • Cap iterations and token budget to prevent runaway cost.
  • This is a direct application of the perceive-plan-act loop from Lesson 2.

Build a minimal research agent

Using the Claude API, wire a tool-use loop with a search tool (even a mocked one) and a max-8-iteration cap, and test it against a real multi-part question.