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TransForm MCP Server

by shashank524
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TransForm: Dynamic Format Selection for MCP Tool Outputs

Research artifact for the NOVAS workshop paper: a control/data-plane split for MCP tabular tool results with dynamic format selection (JSON, Parquet, Arrow IPC).

Artifact: https://github.com/shashank524/TransForm

Layout

Path

Description

novas-workshop/

Workshop paper (main.tex, ref.bib, figures)

java-server/

Java (Spring Boot) MCP server with fused format selection

java-sdk/

Vendored MCP Java SDK

client/

Python MCP client (pip install mcp)

Related MCP server: production-grade-mcp-agentic-system

Java server

mvn -f pom.xml package -DskipTests -pl java-server -am
java --add-opens=java.base/java.nio=ALL-UNNAMED \
  -jar java-server/target/multimodal-mcp-0.1.0-SNAPSHOT.jar

MCP endpoint: http://localhost:8000/mcp/mcp

Optional BIRD SQLite: set BIRD_SQLITE_ROOT to the dev database directory.

Python client

pip install -r requirements.txt
export MCP_URL=http://localhost:8000/mcp/mcp
export SERVER_URL=http://localhost:8000
python -m client.mcp_client

Paper

cd novas-workshop && latexmk -pdf main.tex

Figures are in novas-workshop/figures/. Regenerate selection diagrams with figures/render_selection_figures.sh (requires mermaid-cli).

This server cannot be deployed

One endpoint for every MCP toolRayrun runs every MCP server behind one URL and holds the credentials. Each call is decided per client, tool, and argument, then recorded.ray.runAd

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