Tool Use · learn.vdmitriev.com

"Add a tool, add just one handler" — The loop stays the same. Register the new tool in the dispatch map and you're done.

Harness Layer: Tool Dispatch — Expanding the model's reach.

Only One Tool: Bash

The s01 Agent has only one tool: bash. To read a file, cat; to write, echo "..." > file.py; to edit, sed.

The model thinks "read this file" but has to spell out cat path/to/file. An extra layer of translation that wastes tokens and invites errors.

Overview: Tool Dispatch

The s01 loop is fully preserved (LLM call, tool_use block check, message append — not a single word changed). The only change is in that one line of tool execution: run_bash() is replaced with TOOL_HANDLERS[block.name]() dispatch lookup.

Adding a tool to the Agent requires just two things:

Define the tool: Add one entry to the TOOLS array
Register the handler: Add one mapping in the TOOL_HANDLERS dict

From 1 Tool to 5 Tools

s01 had only bash:

TOOLS = [{"name": "bash", ...}]

def run_bash(command): ...

s02 expands to 5 tools, each independently defined:

TOOLS = [
    {"name": "bash",       "description": "Run a shell command.", ...},
    {"name": "read_file",  "description": "Read file contents.",  ...},
    {"name": "write_file", "description": "Write content to file.", ...},
    {"name": "edit_file",  "description": "Replace text in file once.", ...},
    {"name": "glob",       "description": "Find files by pattern.", ...},
]

Each tool has its own implementation function:

def run_read(path, limit=None):
    lines = safe_path(path).read_text(encoding="utf-8").splitlines()
    if limit:
        lines = lines[:limit]
    return "\n".join(lines)

def run_write(path, content):
    safe_path(path).write_text(content, encoding="utf-8")
    return f"Wrote {len(content)} bytes to {path}"

def run_edit(path, old_text, new_text):
    text = safe_path(path).read_text(encoding="utf-8")
    if old_text not in text:
        return "Error: text not found"
    safe_path(path).write_text(text.replace(old_text, new_text, 1), encoding="utf-8")
    return f"Edited {path}"

def run_glob(pattern):
    import glob as g
    matches = sorted(set(g.glob(
        pattern, root_dir=WORKDIR, recursive=True)))
    shown = matches[:200]
    if len(matches) > 200:
        shown.append("... (more matches omitted; narrow the pattern)")
    return "\n".join(shown)

Tool Dispatch

TOOL_HANDLERS = {
    "bash":       run_bash,
    "read_file":  run_read,
    "write_file": run_write,
    "edit_file":  run_edit,
    "glob":       run_glob,
}

# Only one line changed in the loop — from hardcoded run_bash to dispatch lookup:
for block in tool_calls:
    handler = TOOL_HANDLERS[block.name]    # lookup
    output = handler(**block.input)         # call
    results.append(...)

Adding a tool = one entry in TOOLS array + one line in TOOL_HANDLERS dict. The loop stays the same.

Multiple Tool Calls

The model often returns multiple tool_use calls at once — "read a.py and b.py, then list all .py files".

Calls are executed one by one in their original response.content order.

Quick Reference

Concept	One-Liner
TOOL_HANDLERS	Tool name → handler function dict. Add a tool = add one mapping line
Tool Definition	JSON schema telling the model "what I can do"
Multiple tool calls	Model may return multiple tool_use at once; calls execute in their original order
Loop Unchanged	s01's `while True` loop — not a single line changed

Changes from s01

Component	Before (s01)	After (s02)
Tool count	1 (bash)	5 (+read, write, edit, glob)
Tool execution	Hardcoded `run_bash()`	TOOL_HANDLERS dispatch lookup
Path safety	None	safe_path validation (file tools only)
Loop	`while True` + `tool_use` block	Identical to s01

Try It

cd learn-claude-code
python s02_tool_use/code.py

Try these prompts:

Read the file README.md and tell me what this project is about
Create a file called test.py that prints "hello", then read it back
Find all Python files in this directory
Read both README.md and requirements.txt, then create a summary file

What to watch for: When does the model call just one tool, and when does it call multiple at once? Are multiple tool calls executed in the correct order?

Файл: code.py

#!/usr/bin/env python3
"""
s02_tool_use.py - Tools

The agent loop from s01 does not change. This lesson adds four tools
and a dispatch map:

    +----------+      +-------+      +--------------------------+
    |   User   | ---> |  LLM  | ---> | Tool Dispatch            |
    |  prompt  |      |       |      | bash       -> run_bash   |
    +----------+      +---+---+      | read_file  -> run_read   |
                          ^          | write_file -> run_write  |
                          |          | edit_file  -> run_edit   |
                          +----------+ glob       -> run_glob   |
                          tool_result+--------------------------+

  + run_read / run_write / run_edit / run_glob
  + TOOL_HANDLERS instead of a hard-coded run_bash call
  + safe_path to keep file tools inside the workspace

Key insight: the loop stays the same; only tool registration and dispatch grow.
"""

import os
import subprocess
from pathlib import Path

try:
    import readline
    readline.parse_and_bind('set bind-tty-special-chars off')
    readline.parse_and_bind('set input-meta on')
    readline.parse_and_bind('set output-meta on')
    readline.parse_and_bind('set convert-meta off')
except ImportError:
    pass

from anthropic import Anthropic
from dotenv import load_dotenv

load_dotenv(override=True)
if os.getenv("ANTHROPIC_BASE_URL"):
    os.environ.pop("ANTHROPIC_AUTH_TOKEN", None)

WORKDIR = Path.cwd()
client = Anthropic(base_url=os.getenv("ANTHROPIC_BASE_URL"))
MODEL = os.environ["MODEL_ID"]

ENVIRONMENT_PROMPT = (
    "Windows: the bash tool runs through cmd.exe; use cmd.exe syntax, not Unix "
    "Bash or PowerShell syntax, and prefer dedicated file tools for file operations"
    if os.name == "nt"
    else "Unix-like: the bash tool runs the system shell"
)

SYSTEM = (
    f"You are a coding agent at {WORKDIR}. Environment: {ENVIRONMENT_PROMPT}. "
    "Use tools to solve tasks. Act, don't explain."
)


# -- From s01 (unchanged) --

def run_bash(command: str) -> str:
    dangerous = ["rm -rf /", "sudo", "shutdown", "reboot", "> /dev/"]
    if any(d in command for d in dangerous):
        return "Error: Dangerous command blocked"
    try:
        r = subprocess.run(command, shell=True, cwd=WORKDIR,
                           capture_output=True, text=True, errors="replace",
                           timeout=120)
        out = (r.stdout + r.stderr).strip()
        return out[:50000] if out else "(no output)"
    except subprocess.TimeoutExpired:
        return "Error: Timeout (120s)"
    except (FileNotFoundError, OSError) as e:
        return f"Error: {e}"


# -- New in s02: four tools --

def safe_path(p: str) -> Path:
    path = (WORKDIR / p).resolve()
    if not path.is_relative_to(WORKDIR):
        raise ValueError(f"Path escapes workspace: {p}")
    return path


def run_read(path: str, limit: int | None = None) -> str:
    try:
        lines = safe_path(path).read_text(encoding="utf-8").splitlines()
        if limit and limit < len(lines):
            lines = lines[:limit] + [f"... ({len(lines) - limit} more lines)"]
        return "\n".join(lines)
    except Exception as e:
        return f"Error: {e}"


def run_write(path: str, content: str) -> str:
    try:
        file_path = safe_path(path)
        file_path.parent.mkdir(parents=True, exist_ok=True)
        file_path.write_text(content, encoding="utf-8")
        return f"Wrote {len(content)} bytes to {path}"
    except Exception as e:
        return f"Error: {e}"


def run_edit(path: str, old_text: str, new_text: str) -> str:
    try:
        file_path = safe_path(path)
        text = file_path.read_text(encoding="utf-8")
        if old_text not in text:
            return f"Error: text not found in {path}"
        file_path.write_text(text.replace(old_text, new_text, 1), encoding="utf-8")
        return f"Edited {path}"
    except Exception as e:
        return f"Error: {e}"


def run_glob(pattern: str) -> str:
    import glob as g
    try:
        matches = sorted({
            match for match in g.glob(
                pattern, root_dir=WORKDIR, recursive=True)
            if (WORKDIR / match).resolve().is_relative_to(WORKDIR)
        })
        shown = matches[:200]
        if len(matches) > 200:
            shown.append("... (more matches omitted; narrow the pattern)")
        return "\n".join(shown) if shown else "(no matches)"
    except Exception as e:
        return f"Error: {e}"


# -- New in s02: tool definitions (one tool in s01, five in s02) --

TOOLS = [
    {"name": "bash", "description": "Run a shell command.",
     "input_schema": {"type": "object", "properties": {"command": {"type": "string"}}, "required": ["command"]}},
    {"name": "read_file", "description": "Read file contents.",
     "input_schema": {"type": "object", "properties": {"path": {"type": "string"}, "limit": {"type": "integer"}}, "required": ["path"]}},
    {"name": "write_file", "description": "Write content to a file.",
     "input_schema": {"type": "object", "properties": {"path": {"type": "string"}, "content": {"type": "string"}}, "required": ["path", "content"]}},
    {"name": "edit_file", "description": "Replace exact text in a file once.",
     "input_schema": {"type": "object", "properties": {"path": {"type": "string"}, "old_text": {"type": "string"}, "new_text": {"type": "string"}}, "required": ["path", "old_text", "new_text"]}},
    {"name": "glob", "description": "Find files matching a glob pattern; ** matches recursively.",
     "input_schema": {"type": "object", "properties": {"pattern": {"type": "string"}}, "required": ["pattern"]}},
]

# -- New in s02: dispatch map (replaces s01's hard-coded run_bash call) --

TOOL_HANDLERS = {
    "bash": run_bash, "read_file": run_read, "write_file": run_write,
    "edit_file": run_edit, "glob": run_glob,
}


# -- The agent loop keeps the same shape as s01; only dispatch changes --
# s01: output = run_bash(block.input["command"])
# s02: output = TOOL_HANDLERS[block.name](**block.input)

def agent_loop(messages: list):
    while True:
        response = client.messages.create(
            model=MODEL, system=SYSTEM, messages=messages,
            tools=TOOLS, max_tokens=8000,
        )
        messages.append({"role": "assistant", "content": response.content})

        tool_calls = [
            block for block in response.content if block.type == "tool_use"
        ]
        if not tool_calls:
            return

        results = []
        for block in tool_calls:
            print(f"\033[33m> {block.name}\033[0m")
            handler = TOOL_HANDLERS.get(block.name)
            output = handler(**block.input) if handler else f"Unknown: {block.name}"
            print(str(output)[:200])
            results.append({"type": "tool_result", "tool_use_id": block.id, "content": output})

        messages.append({"role": "user", "content": results})


if __name__ == "__main__":
    print("s02: Tool Use - four tools added to s01")
    print("Enter a question, press Enter to send. Type q to quit.\n")

    history = []
    while True:
        try:
            # \001/\002 tell Readline the ANSI escapes have zero display width.
            query = input("\001\033[36m\002s02 >> \001\033[0m\002")
        except (EOFError, KeyboardInterrupt):
            break
        if query.strip().lower() in ("q", "exit", ""):
            break
        history.append({"role": "user", "content": query})
        agent_loop(history)
        for block in history[-1]["content"]:
            if getattr(block, "type", None) == "text":
                print(block.text)
        print()

Открыть исходный файл на GitHub

What's Next

The Agent now has 5 specialized tools. File tools are protected by safe_path, but bash is unrestricted — rm -rf / still runs.

Источник и лицензия

Адаптировано из shareAI-lab/learn-claude-code / s02_tool_use/README.md (shareAI-lab contributors, Лицензия MIT, ce8f9f1)