How do I use TransForm MCP Server?

1. Click on "Install Server". 2. Wait a few minutes for the server to deploy. Once ready, it will show a "Started" state. 3. In the chat, type @ followed by the MCP server name and your instructions, e.g., "@TransForm MCP Server Convert the last tool result to Parquet format." That's it! The server will respond to your query, and you can continue using it as needed. Here is a step-by-step guide with screenshots.

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).

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