[Kolkata] Soumyadip — RAG-to-MCP Submission

[SoumyadipYT-OSS]

Submission Overview

This Pull Request delivers the completed submission for the RAG-to-MCP implementation challenge across all three use-case tracks (uc-0a, uc-rag, and uc-mcp).

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Included File Verification

Use Case 0A (uc-0a/)

• uc-0a/agents.md
• uc-0a/skills.md
• uc-0a/classifier.py
• uc-0a/results_chennai.csv

Use Case RAG (uc-rag/)

• uc-rag/agents.md
• uc-rag/skills.md
• uc-rag/rag_server.py (Full implementation)

Use Case MCP (uc-mcp/)

• uc-mcp/agents.md
• uc-mcp/skills.md
• uc-mcp/mcp_server.py

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Summary of Work & Changes Made

1. UC-0A (Intent Classification): Configured multi-agent prompt/skill workflows and output evaluation results to results_chennai.csv.
2. UC-RAG (Retrieval System): Replaced stub code with full implementation in rag_server.py, built vector database embeddings via ChromaDB/sentence-transformers, and validated query JSON responses.
3. UC-MCP (Model Context Protocol Integration): Created mcp_server.py to expose retrieval capabilities dynamically as standard MCP tools.

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How to Test & Verify

# 1. Build Vector Index for RAG
python uc-rag/rag_server.py --build-index

# 2. Test Query Retrieval with JSON Output
python uc-rag/rag_server.py --query "Can I use my personal phone for work files?" --json

# 3. Launch MCP Server
python uc-mcp/mcp_server.py

[github-actions]

Hi there, participant! Thanks for joining our RAG-to-MCP Workshop!

We're reviewing your PR for the 3 Use Cases (UC-0A, UC-RAG, UC-MCP). Once your submission is validated and merged, you'll be awarded your completion badge!

Next Steps:

• Make sure all 3 UCs are finished.
• Ensure your commit messages match the required format.
• Fill out every section of the PR template.
• Good luck!

[SoumyadipYT-OSS]

@arshdeep-bengaluru NasscomTeam
Hi team,
Please find the PR, this is a follow message.