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refactor: integrate TodoListMiddleware and update related components
- Removed the write_todos tool as it is now included by default through TodoListMiddleware in the deep agent. - Updated the system prompt and documentation to reflect the integration of TodoListMiddleware, clarifying its capabilities for managing planning and todo lists. - Enhanced the chat handling logic to extract todos directly from the deep agent's command output, ensuring seamless user experience. - Refactored UI components to align with the new data structure and improve rendering of todo items, including updates to the Plan and TodoItem components. - Cleaned up code for better maintainability and readability, following recent refactoring efforts.
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10 changed files with 172 additions and 419 deletions
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@ -50,6 +50,9 @@ def create_surfsense_deep_agent(
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- display_image: Display images in chat
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- scrape_webpage: Extract content from webpages
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The agent also includes TodoListMiddleware by default (via create_deep_agent) which provides:
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- write_todos: Create and update planning/todo lists for complex tasks
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The system prompt can be configured via agent_config:
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- Custom system instructions (or use defaults)
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- Citation toggle (enable/disable citation requirements)
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@ -138,6 +141,7 @@ def create_surfsense_deep_agent(
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system_prompt = build_surfsense_system_prompt()
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# Create the deep agent with system prompt and checkpointer
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# Note: TodoListMiddleware (write_todos) is included by default in create_deep_agent
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agent = create_deep_agent(
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model=llm,
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tools=tools,
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@ -111,64 +111,19 @@ You have access to the following tools:
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* Don't show every image - just the most relevant 1-3 images that enhance understanding.
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6. write_todos: Create and update a planning/todo list to break down complex tasks.
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- Use this tool when you need to plan your approach to a complex task.
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- This displays a visual plan with progress tracking and status indicators.
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- USAGE PATTERN:
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* First call: Create the plan with first task as "in_progress", rest as "pending"
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* Subsequent calls: ONLY update task statuses (mark completed/in_progress)
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* Use the EXACT SAME title and task IDs for all updates
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- ABSOLUTELY FORBIDDEN - WILL BREAK THE SYSTEM:
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* ONLY ONE PLAN PER CONVERSATION - NEVER call write_todos a second time to create a new plan
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* When all tasks in your plan are "completed", your response is FINISHED - STOP
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* NEVER restart your response after completing it
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* NEVER generate the same explanation twice
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* NEVER create a second introduction or overview after the first one
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* NEVER say "Let me explain..." twice for the same topic
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* If you've already explained something, DO NOT explain it again
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* After your response ends, STOP - do not continue generating
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* NEVER say you're creating a "document", "report", "roadmap", "analysis", or any artifact
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* Do NOT use phrases like "This report is based on..." or "Based on my research..."
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* Just answer the question directly - do not roleplay producing a deliverable
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- CORRECT BEHAVIOR:
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* Call write_todos to update statuses as you progress
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* Each section of your response appears EXACTLY ONCE
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* When you finish explaining all tasks, your response is COMPLETE
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* Do NOT generate additional content after concluding
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- CONTENT QUALITY:
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* Provide thorough, detailed explanations for each task
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* The restriction is on DUPLICATING content, not on depth or detail
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* Each task deserves a complete, comprehensive explanation
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* Be as detailed as needed - just don't repeat yourself
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- IMPORTANT: Use this tool when the user asks you to create a plan, break down a task, or explain something in structured steps.
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- This tool creates a visual plan with progress tracking that the user can see in the UI.
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- When to use:
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* Breaking down a complex multi-step task (3-5 tasks recommended)
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* Showing the user what steps you'll take to solve their problem
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* Creating an implementation roadmap
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* User asks to "create a plan" or "break down" a task
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* User asks for "steps" to do something
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* User asks you to "explain" something in sections
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* Any multi-step task that would benefit from structured planning
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- Args:
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- todos: List of todo items, each with:
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* id: Unique identifier (KEEP SAME IDs across updates)
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* content: Description of the task (KEEP SAME content across updates)
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* status: "pending", "in_progress", or "completed"
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* description: Optional subtask/detail text shown when the item is expanded (e.g., "Analyzing document structure and key concepts")
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- title: Title for the plan (MUST BE IDENTICAL across all updates)
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- description: Optional context description
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- Returns: A visual plan card with progress bar and status indicators
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- CORRECT PATTERN:
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1. Create plan with task 1 as "in_progress"
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2. Explain task 1 content in detail
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3. Update plan: task 1 "completed", task 2 "in_progress"
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4. Explain task 2 content (NEW content, not repeating task 1)
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5. Continue until all tasks are "completed"
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6. When all tasks are "completed", your response is FINISHED
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7. STOP IMMEDIATELY - do NOT create another plan or continue generating
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8. ONE PLAN ONLY - never call write_todos again after completing all tasks
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* content: Description of the task (required)
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* status: "pending", "in_progress", or "completed" (required)
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- The tool automatically adds IDs and formats the output for the UI.
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- Example: When user says "Create a plan for building a REST API", call write_todos with todos containing the steps.
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</tools>
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<tool_call_examples>
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- User: "Fetch all my notes and what's in them?"
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@ -227,21 +182,13 @@ You have access to the following tools:
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- Call: `display_image(src="https://example.com/nn-diagram.png", alt="Neural Network Diagram", title="Neural Network Architecture")`
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- Then provide your explanation, referencing the displayed image
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- User: "Help me implement a user authentication system"
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- Step 1: Create plan with task 1 in_progress:
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`write_todos(title="Auth Plan", todos=[{"id": "1", "content": "Design database schema", "status": "in_progress"}, {"id": "2", "content": "Set up password hashing", "status": "pending"}, {"id": "3", "content": "Create endpoints", "status": "pending"}])`
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- Step 2: Provide DETAILED explanation of database schema design
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- Step 3: Update plan (task 1 done, task 2 in_progress):
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`write_todos(title="Auth Plan", todos=[{"id": "1", "content": "Design database schema", "status": "completed"}, {"id": "2", "content": "Set up password hashing", "status": "in_progress"}, {"id": "3", "content": "Create endpoints", "status": "pending"}])`
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- Step 4: Provide DETAILED explanation of password hashing (NEW content only)
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- Step 5: Update plan, explain endpoints in detail
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- Step 6: Mark all complete, END response - DO NOT restart or regenerate
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- FORBIDDEN: Do not go back and explain schema again after step 2
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- User: "Create a plan for building a user authentication system"
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- Call: `write_todos(todos=[{"content": "Design database schema for users and sessions", "status": "in_progress"}, {"content": "Implement registration and login endpoints", "status": "pending"}, {"content": "Add password reset functionality", "status": "pending"}])`
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- Then explain each step in detail as you work through them
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- User: "How should I approach refactoring this large codebase?"
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- Create plan, explain each step with thorough detail, update statuses as you go
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- Each explanation is comprehensive but appears ONLY ONCE
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- When finished with all tasks, STOP - do not continue generating
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- User: "Break down how to build a REST API into steps"
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- Call: `write_todos(todos=[{"content": "Design API endpoints and data models", "status": "in_progress"}, {"content": "Set up server framework and routing", "status": "pending"}, {"content": "Implement CRUD operations", "status": "pending"}, {"content": "Add authentication and error handling", "status": "pending"}])`
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- Then provide detailed explanations for each step
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</tool_call_examples>
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"""
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@ -48,7 +48,6 @@ from .knowledge_base import create_search_knowledge_base_tool
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from .link_preview import create_link_preview_tool
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from .podcast import create_generate_podcast_tool
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from .scrape_webpage import create_scrape_webpage_tool
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from .write_todos import create_write_todos_tool
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# =============================================================================
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# Tool Definition
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@ -126,13 +125,7 @@ BUILTIN_TOOLS: list[ToolDefinition] = [
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),
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requires=[], # firecrawl_api_key is optional
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),
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# Planning/Todo tool - creates visual todo lists
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ToolDefinition(
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name="write_todos",
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description="Create a planning/todo list to break down complex tasks",
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factory=lambda deps: create_write_todos_tool(),
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requires=[],
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),
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# Note: write_todos is now provided by TodoListMiddleware from deepagents
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# =========================================================================
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# ADD YOUR CUSTOM TOOLS BELOW
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# =========================================================================
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@ -1,99 +0,0 @@
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"""
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Write todos tool for the SurfSense agent.
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This module provides a tool for creating and displaying a planning/todo list
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in the chat UI. It helps the agent break down complex tasks into steps.
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"""
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from typing import Any
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from langchain_core.tools import tool
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def create_write_todos_tool():
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"""
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Factory function to create the write_todos tool.
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Returns:
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A configured tool function for writing todos/plans.
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"""
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@tool
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async def write_todos(
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todos: list[dict[str, Any]],
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title: str = "Planning Approach",
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description: str | None = None,
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) -> dict[str, Any]:
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"""
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Create a planning/todo list to break down a complex task.
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Use this tool when you need to plan your approach to a complex task
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or show the user a step-by-step breakdown of what you'll do.
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This displays a visual plan with:
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- Progress tracking (X of Y complete)
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- Status indicators (pending, in progress, completed, cancelled)
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- Expandable details for each step
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Args:
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todos: List of todo items. Each item should have:
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- id: Unique identifier for the todo
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- content: Description of the task
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- status: One of "pending", "in_progress", "completed", "cancelled"
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- description: Optional subtask/detail text shown when the item is expanded
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title: Title for the plan (default: "Planning Approach")
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description: Optional description providing context
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Returns:
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A dictionary containing the plan data for the UI to render.
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Example:
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write_todos(
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title="Implementation Plan",
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description="Steps to add the new feature",
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todos=[
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{"id": "1", "content": "Analyze requirements", "status": "completed", "description": "Reviewed all user stories and acceptance criteria"},
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{"id": "2", "content": "Design solution", "status": "in_progress", "description": "Creating component architecture and data flow diagrams"},
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{"id": "3", "content": "Write code", "status": "pending"},
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{"id": "4", "content": "Add tests", "status": "pending", "description": "Unit tests and integration tests for all new components"},
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]
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)
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"""
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# Generate a unique plan ID
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import uuid
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plan_id = f"plan-{uuid.uuid4().hex[:8]}"
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# Transform todos to the expected format for the UI
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formatted_todos = []
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for i, todo in enumerate(todos):
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todo_id = todo.get("id", f"todo-{i}")
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content = todo.get("content", "")
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status = todo.get("status", "pending")
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todo_description = todo.get("description")
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# Validate status
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valid_statuses = ["pending", "in_progress", "completed", "cancelled"]
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if status not in valid_statuses:
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status = "pending"
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todo_item = {
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"id": todo_id,
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"label": content,
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"status": status,
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}
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# Only include description if provided
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if todo_description:
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todo_item["description"] = todo_description
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formatted_todos.append(todo_item)
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return {
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"id": plan_id,
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"title": title,
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"description": description,
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"todos": formatted_todos,
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}
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return write_todos
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@ -69,6 +69,30 @@ def format_mentioned_documents_as_context(documents: list[Document]) -> str:
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return "\n".join(context_parts)
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def extract_todos_from_deepagents(command_output) -> dict:
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"""
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Extract todos from deepagents' TodoListMiddleware Command output.
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deepagents returns a Command object with:
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- Command.update['todos'] = [{'content': '...', 'status': '...'}]
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Returns the todos directly (no transformation needed - UI matches deepagents format).
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"""
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todos_data = []
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if hasattr(command_output, "update"):
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# It's a Command object from deepagents
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update = command_output.update
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todos_data = update.get("todos", [])
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elif isinstance(command_output, dict):
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# Already a dict - check if it has todos directly or in update
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if "todos" in command_output:
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todos_data = command_output.get("todos", [])
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elif "update" in command_output and isinstance(command_output["update"], dict):
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todos_data = command_output["update"].get("todos", [])
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return {"todos": todos_data}
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async def stream_new_chat(
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user_query: str,
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search_space_id: int,
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@ -557,9 +581,11 @@ async def stream_new_chat(
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tool_name = event.get("name", "unknown_tool")
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raw_output = event.get("data", {}).get("output", "")
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# Extract content from ToolMessage if needed
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# LangGraph may return a ToolMessage object instead of raw dict
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if hasattr(raw_output, "content"):
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# Handle deepagents' write_todos Command object specially
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if tool_name == "write_todos" and hasattr(raw_output, "update"):
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# deepagents returns a Command object - extract todos directly
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tool_output = extract_todos_from_deepagents(raw_output)
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elif hasattr(raw_output, "content"):
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# It's a ToolMessage object - extract the content
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content = raw_output.content
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# If content is a string that looks like JSON, try to parse it
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@ -721,12 +747,10 @@ async def stream_new_chat(
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elif tool_name == "write_todos":
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# Build completion items for planning
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if isinstance(tool_output, dict):
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plan_title = tool_output.get("title", "Plan")
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todos = tool_output.get("todos", [])
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todo_count = len(todos) if isinstance(todos, list) else 0
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completed_items = [
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*last_active_step_items,
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f"Plan: {plan_title[:50]}{'...' if len(plan_title) > 50 else ''}",
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f"Tasks: {todo_count} steps defined",
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]
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else:
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@ -883,11 +907,10 @@ async def stream_new_chat(
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)
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# Send terminal message with plan info
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if isinstance(tool_output, dict):
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title = tool_output.get("title", "Plan")
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todos = tool_output.get("todos", [])
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todo_count = len(todos) if isinstance(todos, list) else 0
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yield streaming_service.format_terminal_info(
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f"Plan created: {title} ({todo_count} tasks)",
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f"Plan created ({todo_count} tasks)",
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"success",
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)
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else:
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