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Working Memory

1st Place Grand Prize at HackUTD 2025
Website: https://workingmemory.vip
Devpost: https://devpost.com/software/working-memory

Working Memory is an agentic workflow that passively observes your coding sessions, summarizes your progress, and reconstructs context from your history, enabling seamless re-entry into any project.

How It Works

  1. Start a session: Initialize a coding session directly within the web dashboard.
  2. Code as usual: Any modified or newly created files are tracked.
  3. Stop the session: The changelog is gathered and fed into an AI data-processing pipeline, producing:
    • A natural-language summary containing a high-level overview and actionable insights.
    • Structured metadata containing the git status output.
  4. View History: The results appear in the web dashboard under Past Workflows, complete with a search engine for re-entering context later.

Architecture

Frontend UI

  • Built with TypeScript, React, and Tailwind CSS.
  • Employs elegant glassmorphism UI components (GlassCard, Pill) and minimalist design.
  • Handles session creation, workflow history, and theme preferences.
  • Implements vector search for instant retrieval of past sessions.

Model Context Protocol (MCP) Server

  • Built with TypeScript in the form of a VS Code extension.
  • Exposes an HTTP endpoint to return the active project path.

Backend Agent

  • Built with Python, FastAPI, and GitPython.
  • Calls MCP server to retrieve active project path
  • Scans the file tree and structures the changelog
  • Feeds changelog into GPT-4.1 mini (fast, general-purpose reasoning model with large context window)

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