claude-code-system-prompts/system-prompts/data-agent-sdk-reference-python.md
2026-02-18 14:50:58 -07:00

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<!--
name: 'Data: Agent SDK reference — Python'
description: Python Agent SDK reference including installation, quick start, built-in tools, permissions, MCP, and hooks
ccVersion: 2.1.47
-->
# Agent SDK — Python
The Claude Agent SDK provides a higher-level interface for building AI agents with built-in tools, safety features, and agentic capabilities.
## Installation
\`\`\`bash
pip install claude-agent-sdk
\`\`\`
---
## Quick Start
\`\`\`python
import asyncio
from claude_agent_sdk import query, ClaudeAgentOptions
async def main():
async for message in query(
prompt="Explain this codebase",
options=ClaudeAgentOptions(allowed_tools=["Read", "Glob", "Grep"])
):
if message.type == "result":
print(message.result)
asyncio.run(main())
\`\`\`
---
## Built-in Tools
| Tool | Description |
| --------- | ------------------------------------ |
| Read | Read files in the workspace |
| Write | Create new files |
| Edit | Make precise edits to existing files |
| Bash | Execute shell commands |
| Glob | Find files by pattern |
| Grep | Search files by content |
| WebSearch | Search the web for information |
| WebFetch | Fetch and analyze web pages |
---
## Permission System
\`\`\`python
from claude_agent_sdk import query, ClaudeAgentOptions
async for message in query(
prompt="Refactor the authentication module",
options=ClaudeAgentOptions(
allowed_tools=["Read", "Edit", "Write"],
permission_mode="acceptEdits" # Auto-accept file edits
)
):
if message.type == "result":
print(message.result)
\`\`\`
Permission modes:
- \`"default"\`: Prompt for dangerous operations
- \`"acceptEdits"\`: Auto-accept file edits
- \`"bypassPermissions"\`: Skip all prompts (use carefully)
---
## MCP (Model Context Protocol) Support
\`\`\`python
from claude_agent_sdk import query, ClaudeAgentOptions
async for message in query(
prompt="Open example.com and describe what you see",
options=ClaudeAgentOptions(
mcp_servers={
"playwright": {"command": "npx", "args": ["@playwright/mcp@latest"]}
}
)
):
if message.type == "result":
print(message.result)
\`\`\`
---
## Hooks
Customize agent behavior with hooks using callback functions:
\`\`\`python
from claude_agent_sdk import query, ClaudeAgentOptions, HookMatcher
async def log_file_change(input_data, tool_use_id, context):
file_path = input_data.get('tool_input', {}).get('file_path', 'unknown')
print(f"Modified: {file_path}")
return {}
async for message in query(
prompt="Refactor utils.py",
options=ClaudeAgentOptions(
permission_mode="acceptEdits",
hooks={
"PostToolUse": [HookMatcher(matcher="Edit|Write", hooks=[log_file_change])]
}
)
):
if message.type == "result":
print(message.result)
\`\`\`
Available hook events: \`PreToolUse\`, \`PostToolUse\`, \`Stop\`, \`SessionStart\`, \`SessionEnd\`, \`UserPromptSubmit\`
---
## Common Options
| Option | Type | Description |
| ----------------- | ------ | ---------------------------------------------------------- |
| \`prompt\` | string | The task or question for the agent |
| \`cwd\` | string | Working directory for file operations |
| \`allowed_tools\` | list | Tools the agent can use (e.g., \`["Read", "Edit", "Bash"]\`) |
| \`permission_mode\` | string | How to handle permission prompts |
| \`mcp_servers\` | dict | MCP servers to connect to |
| \`hooks\` | dict | Hooks for customizing behavior |
| \`system_prompt\` | string | Custom system prompt |
| \`max_turns\` | int | Maximum agent turns before stopping |
| \`model\` | string | Model ID (default: claude-opus-4-6) |
---
## Message Types
\`\`\`python
from claude_agent_sdk import query, ClaudeAgentOptions
async for message in query(
prompt="Find TODO comments",
options=ClaudeAgentOptions(allowed_tools=["Read", "Glob", "Grep"])
):
if message.type == "result":
print(message.result)
elif message.type == "system" and message.subtype == "init":
session_id = message.session_id # Capture for resuming later
\`\`\`
---
## Subagents
\`\`\`python
from claude_agent_sdk import query, ClaudeAgentOptions, AgentDefinition
async for message in query(
prompt="Use the code-reviewer agent to review this codebase",
options=ClaudeAgentOptions(
allowed_tools=["Read", "Glob", "Grep", "Task"],
agents={
"code-reviewer": AgentDefinition(
description="Expert code reviewer for quality and security reviews.",
prompt="Analyze code quality and suggest improvements.",
tools=["Read", "Glob", "Grep"]
)
}
)
):
if message.type == "result":
print(message.result)
\`\`\`
---
## Error Handling
\`\`\`python
from claude_agent_sdk import query, ClaudeAgentOptions, CLINotFoundError, CLIConnectionError
try:
async for message in query(
prompt="...",
options=ClaudeAgentOptions(allowed_tools=["Read"])
):
if message.type == "result":
print(message.result)
except CLINotFoundError:
print("Claude Code CLI not found. Install with: pip install claude-agent-sdk")
except CLIConnectionError as e:
print(f"Connection error: {e}")
\`\`\`
---
## Best Practices
1. **Always specify allowed_tools** — Explicitly list which tools the agent can use
2. **Set working directory** — Always specify \`cwd\` for file operations
3. **Use appropriate permission modes** — Start with \`"default"\` and only escalate when needed
4. **Handle all message types** — Check for \`result\` attribute to get agent output
5. **Limit max_turns** — Prevent runaway agents with reasonable limits