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enias 053e8fc63b feat: Enhanced Epic 4 with Multi-Agent System and RAG Chat 
### Updated Epic 4 Documentation
- Enhanced Story 4.3: Multi-video Analysis with Multi-Agent System
  - Three perspective agents (Technical, Business, User)
  - Synthesis agent for unified summaries
  - Integration with existing AI ecosystem
  - Increased effort from 28 to 40 hours

- Enhanced Story 4.4: Custom Models & Enhanced Markdown Export
  - Executive summary generation (2-3 paragraphs)
  - Timestamped sections with [HH:MM:SS] format
  - Enhanced markdown structure with table of contents
  - Increased effort from 24 to 32 hours

- Enhanced Story 4.6: RAG-Powered Video Chat with ChromaDB
  - ChromaDB vector database integration
  - RAG implementation using existing test patterns
  - Chat interface with timestamp source references
  - DeepSeek integration for AI responses

### Epic Effort Updates
- Total Epic 4 effort: 126 → 146 hours
- Remaining work: 72 → 92 hours
- Implementation timeline extended to 4-5 weeks

🤖 Generated with [Claude Code](https://claude.ai/code)

Co-Authored-By: Claude <noreply@anthropic.com>
 		2025-08-27 04:22:46 -04:00
..
README.md feat: Enhanced Epic 4 with Multi-Agent System and RAG Chat 2025-08-27 04:22:46 -04:00
__init__.py feat: Enhanced Epic 4 with Multi-Agent System and RAG Chat 2025-08-27 04:22:46 -04:00
bulk_tool_caller.py feat: Enhanced Epic 4 with Multi-Agent System and RAG Chat 2025-08-27 04:22:46 -04:00
example.py feat: Enhanced Epic 4 with Multi-Agent System and RAG Chat 2025-08-27 04:22:46 -04:00

README.md

Bulk Tool Caller

This module provides the BulkToolCaller class, which extends the MCPMixin to offer tools for performing multiple tool calls in a single request to a FastMCP server. This can be useful for optimizing interactions with the server by reducing the overhead of individual tool calls.

Usage

To use the BulkToolCaller, see the example example.py file. The BulkToolCaller can be instantiated and then registered with a FastMCP server URL. It provides methods to call multiple tools in bulk, either different tools or the same tool with different arguments.

Provided Tools

The BulkToolCaller provides the following tools:

call_tools_bulk

Calls multiple different tools registered on the MCP server in a single request.

  • Arguments:

    • tool_calls (list of CallToolRequest): A list of objects, where each object specifies the tool name and arguments for an individual tool call.
    • continue_on_error (bool, optional): If True, continue executing subsequent tool calls even if a previous one resulted in an error. Defaults to True.

  • Returns: A list of CallToolRequestResult objects, each containing the result (isError, content) and the original tool name and arguments for each call.

call_tool_bulk

Calls a single tool registered on the MCP server multiple times with different arguments in a single request.

  • Arguments:

    • tool (str): The name of the tool to call.
    • tool_arguments (list of dict): A list of dictionaries, where each dictionary contains the arguments for an individual run of the tool.
    • continue_on_error (bool, optional): If True, continue executing subsequent tool calls even if a previous one resulted in an error. Defaults to True.

  • Returns: A list of CallToolRequestResult objects, each containing the result (isError, content) and the original tool name and arguments for each call.