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    rfc-agent-validator

    rfc-agent-validator

    soniccc December 30, 2025
    1 copies 0 downloads

    RFC analysis agent with empirical validation. Compares custom API tools vs WebSearch-only. Real-world testing proved custom tools produce superior structured output. Model-agnostic MCP server works with Claude, GPT-4, DeepSeek, Gemini.

    Agent Definition
    # RFC Analysis Agent
    
    An AI-powered conversational agent for searching, browsing, and analyzing IETF RFCs using DeepSeek.
    
    **Includes empirical validation:** This project deliberately implements both custom API tools AND a simplified WebSearch-only version to test which approach produces better results. Real-world testing confirmed custom tools provide superior structured output.
    
    ## Three Ways to Use This Project
    
    This project provides **three different implementations** demonstrating different architectural approaches:
    
    ### 1. Full Agent (`main.py`) - Uses External MCP Server
    - Complete conversational RFC assistant
    - Connects to `rfc_mcp_server.py` for RFC tools
    - Clean separation of concerns (agent logic vs tool implementation)
    - Best for: **Production use, modular architecture**
    
    ### 2. Simplified Agent (`main_simple.py`) - Built-in Tools Only
    - **Validation tool** - Created to test if custom tools actually add value
    - Uses only WebSearch and WebFetch (no custom API integration)
    - Relies on DeepSeek's knowledge + web access
    - **Real-world testing proved custom tools produce clearer, more structured output**
    - Best for: **Quick prototypes, personal use, learning, comparison testing**
    
    ### 3. MCP Server (`rfc_mcp_server.py`) - Reusable Tool Service
    - Standalone server exposing RFC tools via MCP protocol
    - Can be used by Claude Desktop, other agents, any MCP client
    - Stateless, reusable across multiple applications
    - Best for: **Sharing tools, Claude Desktop integration, microservices**
    
    See [MCP_SERVER.md](MCP_SERVER.md) for detailed instructions on running the MCP server.
    
    **Try all three to see the architectural trade-offs!** Run both `main.py` and `main_simple.py` side-by-side with the same query to validate the structured output benefits yourself.
    
    ## Features
    
    - **Search RFCs**: Search through IETF RFCs by keywords or topics
    - **Fetch RFC Details**: Retrieve comprehensive metadata and abstracts for specific RFCs
    - **Read RFC Content**: Fetch and analyze full RFC 

    Tags

    agent-sdkclaudedatatrackerdeepseekempirical-validationgeminigpt4ietfllmmcp

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