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llrem

v0.1.0

Published

LLM Retrospective Engine: Scans agent transcripts, finds struggle patterns, and suggests diff-ready fixes.

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Links

Git

Maintainers

danielgwilsondanielgwilson

Keywords

llmobservabilityclaudeai-agentclidev-toolsprompt-engineeringretrospective

Readme

llrem — Let your agent sleep on it 💤

An LLM-Retrospective Engine that scans Claude Code transcripts, spots struggle patterns, and hands you diff-ready fixes for prompts, MCPs, and CLAUDE.md.

npm version License: MIT

✨ Features

  • Heuristic & Semantic Analysis: Catch known loops and discover unseen failure modes.
  • Agent Friction Index (AFI): A single score to quantify how much an agent struggled during a session.
  • Diff-Ready Recommendations: Get git apply-able patches for your agent's configuration.
  • Interactive HTML Dashboard: Visualize latency, cost, and error trends over time.
  • CI / Cron Safe: Designed for automation with non-interactive flags and meaningful exit codes.
  • Plugin Hooks: Easily extend llrem with your own rules or support for other agents.

🏃 Quick Start

# Install globally
npm i -g llrem

Usage

After installing, run llrem against your project transcripts. The tool is designed to be controlled with flags that modify its default analysis behavior.

# Analyze all transcripts from the last 7 days
llrem --since 7d

The CLI is in active development. For a full list of available commands and flags, run llrem --help.

👩‍💻 Contributing

Contributions are welcome! Please open an issue or submit a pull request.

  1. Clone the repository: git clone https://github.com/danielgwilson/llrem.git
  2. Install dependencies: pnpm install
  3. Run in development mode: pnpm dev

📄 License

This project is licensed under the MIT License. See the LICENSE file for details.