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Promptimprover

CI Node 22 MIT License

Part of the Coding-Autopilot-System ecosystem: gsd-orchestrator | autogen

Promptimprover is an MCP server middleware that intercepts and refines every AI prompt before code generation — applying project context, coding standards, and compounding memory.

Features

  • RAG neural snippets — FlexSearch-based retrieval over the local codebase; injects relevant code examples into every prompt
  • Compounding memory — SQLite-backed pattern store accumulates project-specific rules and standards learned over time
  • Auto-heal middleware — background file watcher triggers commit ingestion and lesson extraction; keeps context current without manual intervention
  • Context-aware project scouting — NodeDetector, PythonDetector, and ArchitecturalScout identify tech stack and patterns at startup

Architecture

flowchart LR
    CLI["AI CLI\n(Claude / Cursor)"] -->|"stdio"| PI["Promptimprover\n(prompt-refiner)"]
    subgraph internal["Promptimprover Engine"]
        RAG["RAG Snippets\n(FlexSearch)"]
        Memory["SQLite Memory\n(LocalBrain)"]
        AutoHeal["Auto-Heal\n(BackgroundService)"]
    end
    PI --> RAG
    PI --> Memory
    PI --> AutoHeal
    internal --> Out["Augmented Prompt"]
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Quickstart

git clone https://github.com/Coding-Autopilot-System/Promptimprover.git
cd Promptimprover
.\build_and_install.ps1

Add prompt-refiner to your MCP client configuration. See the Setup Guide for full configuration instructions.

License

MIT — see LICENSE