Enterprise AI & Workplace Automation CodeSpectrumSubmitted July 26, 2026

Decision Trail — Institutional Memory That Cites Its Sources

An MCP app on the Model Context Protocol built by CodeSpectrum at the Amrita University Coimbatore NitroStack × MCP To The Moon hackathon and deployed on NitroStack.

About this project

When someone leaves a team, the reasoning behind their decisions leaves with them — Slack threads and meeting transcripts capture what happened, but never why. Decision Trail is an AI agent that ingests a team's meetings and conversations, reconstructs the rationale behind past decisions, and answers questions like "why did we choose Vendor A over B?" with a structured, sourced answer — decider, date, alternatives considered, and a clickable citation back to the exact moment it came from. If no rationale exists in the record, it says so rather than guessing. Built to make enterprise decision-making auditable, not just searchable.

Enterprise AI & Workplace Automation track

Develop AI agents and automation tools that improve productivity, streamline workflows, and enhance business operations.

Team CodeSpectrum

  • V KireetiLead

  • gowtham reddy peddireddy

  • DS Vasishta

  • NEELAM NAGA NAREN TEJESH

Frequently asked questions

What does Decision Trail — Institutional Memory That Cites Its Sources do?
When someone leaves a team, the reasoning behind their decisions leaves with them — Slack threads and meeting transcripts capture what happened, but never why. Decision Trail is an AI agent that ingests a team's meetings and conversations, reconstructs the rationale behind past decisions, and answers questions like "why did we choose Vendor A over B?" with a structured, sourced answer — decider, date, alternatives considered, and a clickable citation back to the exact moment it came from. If no rationale exists in the record, it says so rather than guessing. Built to make enterprise decision-making auditable, not just searchable.
Who built Decision Trail — Institutional Memory That Cites Its Sources?
Decision Trail — Institutional Memory That Cites Its Sources was built by team CodeSpectrum at the Amrita University Coimbatore NitroStack × MCP To The Moon hackathon, in the Enterprise AI & Workplace Automation track.
What is an MCP app and how is it built?
An MCP app is an application built on the Model Context Protocol — an open standard that lets AI agents connect to tools, data, and APIs. This project exposes MCP tools and resources that agentic AI systems can call. It was built and deployed on NitroStack, the full-stack platform for shipping MCP apps and servers.