Chapter 10Tools
The hands
Tools are actions the harness can take, such as searching the web, reading a file, running code or calling a company system. The model can only ask for them; the harness does the work.
- Custom tools Actions an app defines, like "look up a room booking."12
- Connectors (MCP) A standard plug for apps and data.345
- Skills Folders of instructions, scripts and resources an agent can load; now an open standard.6
- Web search and fetch Often run on the provider's servers.15
- Files and terminal Read, write and run commands.78
- Browser and computer use The model asks for screenshots, clicks and typing.15
When the model needs something it can't produce from memory, it writes a structured request: "call search_files with Q3 budget." The harness (or, for some tools, the provider's servers) runs it and adds the result to the context as more text. The model reads the result and either asks for another tool or writes its answer.12 Anthropic's documentation puts it plainly: "The model never runs anything on its own."1 Some tools run on your side (files, terminal, company systems); some run on the provider's servers (web search, web fetch, code execution).15 MCP, the Model Context Protocol, is an open standard for connecting AI apps to tools and data.3
Notes (8)
- 1Anthropic, “How tool use works,” Claude Platform Docs, https://platform.claude.com/docs/en/agents-and-tools/tool-use/how-tool-use-works (accessed October 26, 2026).
- 2OpenAI, “Function calling,” OpenAI API docs, https://developers.openai.com/api/docs/guides/function-calling (accessed October 26, 2026).
- 3Anthropic, “Introducing the Model Context Protocol,” November 25, 2024, https://www.anthropic.com/news/model-context-protocol (accessed October 26, 2026).
- 4Anthropic, “Get started with custom connectors using remote MCP,” Claude Help Center, https://support.claude.com/en/articles/11175166-get-started-with-custom-connectors-using-remote-mcp (accessed October 26, 2026).
- 5OpenAI, “Using tools,” OpenAI API docs, https://developers.openai.com/api/docs/guides/tools (accessed October 26, 2026).
- 6Anthropic, “Equipping agents for the real world with Agent Skills,” Anthropic Engineering, October 16, 2025, https://www.anthropic.com/engineering/equipping-agents-for-the-real-world-with-agent-skills (accessed October 26, 2026).
- 7Anthropic, “Claude Code overview,” Claude Code Docs, https://code.claude.com/docs/en/overview (accessed October 26, 2026).
- 8OpenAI, “openai/codex,” GitHub, https://github.com/openai/codex (accessed October 26, 2026).
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