claude-code-system-prompts/system-prompts/data-agent-sdk-patterns-python.md
2026-03-07 08:39:18 -07:00

8.8 KiB

Agent SDK Patterns — Python

Basic Agent

```python import anyio from claude_agent_sdk import query, ClaudeAgentOptions, ResultMessage

async def main(): async for message in query( prompt="Explain what this repository does", options=ClaudeAgentOptions( cwd="/path/to/project", allowed_tools=["Read", "Glob", "Grep"] ) ): if isinstance(message, ResultMessage): print(message.result)

anyio.run(main) ```


Custom Tools

Custom tools require an MCP server. Use `ClaudeSDKClient` for full control, or pass the server to `query()` via `mcp_servers`.

```python import anyio from claude_agent_sdk import ( tool, create_sdk_mcp_server, ClaudeSDKClient, ClaudeAgentOptions, AssistantMessage, TextBlock, )

@tool("get_weather", "Get the current weather for a location", {"location": str}) async def get_weather(args): location = args["location"] return {"content": [{"type": "text", "text": f"The weather in {location} is sunny and 72°F."}]}

server = create_sdk_mcp_server("weather-tools", tools=[get_weather])

async def main(): options = ClaudeAgentOptions(mcp_servers={"weather": server}) async with ClaudeSDKClient(options=options) as client: await client.query("What's the weather in Paris?") async for message in client.receive_response(): if isinstance(message, AssistantMessage): for block in message.content: if isinstance(block, TextBlock): print(block.text)

anyio.run(main) ```


Hooks

After Tool Use Hook

Log file changes after any edit:

```python import anyio from datetime import datetime from claude_agent_sdk import query, ClaudeAgentOptions, HookMatcher, ResultMessage

async def log_file_change(input_data, tool_use_id, context): file_path = input_data.get('tool_input', {}).get('file_path', 'unknown') with open('./audit.log', 'a') as f: f.write(f"{datetime.now()}: modified {file_path}\n") return {}

async def main(): async for message in query( prompt="Refactor utils.py to improve readability", options=ClaudeAgentOptions( allowed_tools=["Read", "Edit", "Write"], permission_mode="acceptEdits", hooks={ "PostToolUse": [HookMatcher(matcher="Edit|Write", hooks=[log_file_change])] } ) ): if isinstance(message, ResultMessage): print(message.result)

anyio.run(main) ```


Subagents

```python import anyio from claude_agent_sdk import query, ClaudeAgentOptions, AgentDefinition, ResultMessage

async def main(): async for message in query( prompt="Use the code-reviewer agent to review this codebase", options=ClaudeAgentOptions( allowed_tools=["Read", "Glob", "Grep", "Agent"], 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 isinstance(message, ResultMessage): print(message.result)

anyio.run(main) ```


MCP Server Integration

Browser Automation (Playwright)

```python import anyio from claude_agent_sdk import query, ClaudeAgentOptions, ResultMessage

async def main(): 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 isinstance(message, ResultMessage): print(message.result)

anyio.run(main) ```

Database Access (PostgreSQL)

```python import os import anyio from claude_agent_sdk import query, ClaudeAgentOptions, ResultMessage

async def main(): async for message in query( prompt="Show me the top 10 users by order count", options=ClaudeAgentOptions( mcp_servers={ "postgres": { "command": "npx", "args": ["-y", "@modelcontextprotocol/server-postgres"], "env": {"DATABASE_URL": os.environ["DATABASE_URL"]} } } ) ): if isinstance(message, ResultMessage): print(message.result)

anyio.run(main) ```


Permission Modes

```python import anyio from claude_agent_sdk import query, ClaudeAgentOptions

async def main(): # Default: prompt for dangerous operations async for message in query( prompt="Delete all test files", options=ClaudeAgentOptions( allowed_tools=["Bash"], permission_mode="default" # Will prompt before deleting ) ): pass

# Plan: agent creates a plan before making changes
async for message in query(
    prompt="Refactor the auth system",
    options=ClaudeAgentOptions(
        allowed_tools=["Read", "Edit"],
        permission_mode="plan"
    )
):
    pass

# Accept edits: auto-accept file edits
async for message in query(
    prompt="Refactor this module",
    options=ClaudeAgentOptions(
        allowed_tools=["Read", "Edit"],
        permission_mode="acceptEdits"
    )
):
    pass

# Bypass: skip all prompts (use with caution)
async for message in query(
    prompt="Set up the development environment",
    options=ClaudeAgentOptions(
        allowed_tools=["Bash", "Write"],
        permission_mode="bypassPermissions",
        allow_dangerously_skip_permissions=True
    )
):
    pass

anyio.run(main) ```


Error Recovery

```python import anyio from claude_agent_sdk import ( query, ClaudeAgentOptions, CLINotFoundError, CLIConnectionError, ProcessError, ResultMessage, )

async def run_with_recovery(): try: async for message in query( prompt="Fix the failing tests", options=ClaudeAgentOptions( allowed_tools=["Read", "Edit", "Bash"], max_turns=10 ) ): if isinstance(message, ResultMessage): 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}") except ProcessError as e: print(f"Process error: {e}")

anyio.run(run_with_recovery) ```


Session Resumption

```python import anyio from claude_agent_sdk import query, ClaudeAgentOptions, ResultMessage, SystemMessage

async def main(): session_id = None

# First query: capture the session ID
async for message in query(
    prompt="Read the authentication module",
    options=ClaudeAgentOptions(allowed_tools=["Read", "Glob"])
):
    if isinstance(message, SystemMessage) and message.subtype == "init":
        session_id = message.session_id

# Resume with full context from the first query
async for message in query(
    prompt="Now find all places that call it",  # "it" = auth module
    options=ClaudeAgentOptions(resume=session_id)
):
    if isinstance(message, ResultMessage):
        print(message.result)

anyio.run(main) ```


Session History

```python import anyio from claude_agent_sdk import list_sessions, get_session_messages

async def main(): # List past sessions sessions = await list_sessions() for session in sessions: print(f"Session {session.session_id} in {session.cwd}")

# Retrieve messages from the most recent session
if sessions:
    messages = await get_session_messages(session_id=sessions[0].session_id)
    for msg in messages:
        print(msg)

anyio.run(main) ```


Custom System Prompt

```python import anyio from claude_agent_sdk import query, ClaudeAgentOptions, ResultMessage

async def main(): async for message in query( prompt="Review this code", options=ClaudeAgentOptions( allowed_tools=["Read", "Glob", "Grep"], system_prompt="""You are a senior code reviewer focused on:

  1. Security vulnerabilities
  2. Performance issues
  3. Code maintainability

Always provide specific line numbers and suggestions for improvement.""" ) ): if isinstance(message, ResultMessage): print(message.result)

anyio.run(main) ```