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🧠 MURE Core

Continuous Learning for AI Assistants

Learn once, remember forever. Sync your development patterns across Claude, Gemini, Copilot, and more.

5+
AI Tools Supported
Patterns Stored
97%
Token Savings

The Problem

😤

Repeating Yourself

Every new AI session starts from zero. You explain the same patterns, preferences, and workarounds again and again.

🔀

Tool Fragmentation

You use Claude for complex tasks, Gemini for quick questions, Copilot in VS Code. Knowledge doesn't transfer between them.

💸

Wasted Tokens

Stuffing context with documentation burns tokens. Your AI spends capacity reading instead of thinking.

MURE Core solves all of this.

How It Works

Three simple steps to supercharge your AI workflow

1

Learn

MURE extracts patterns from your coding sessions automatically. Debug techniques, workarounds, best practices—all captured.

mur learn extract --auto
2

Sync

Push learned patterns to all your AI tools. Claude Code, Gemini CLI, Auggie, Codex—one command updates them all.

mur sync
3

Search

Find relevant patterns using semantic search. MURE understands context, not just keywords.

mur search

Key Features

🔄

Cross-CLI Sync

Patterns learned in Claude Code automatically sync to Gemini CLI, Auggie, and more. Configure once, apply everywhere. Your knowledge follows you across every tool.

🔍

Semantic Search

Find patterns using natural language. Powered by local embeddings (Ollama). No cloud required.

📚

Pattern Learning

Auto-extract reusable patterns from transcripts. Debug techniques, workarounds, all captured.

3-Tier Loading

Smart token management: metadata (100 tokens), instructions (<5k), resources (on-demand). 97% savings.

👥

Team Sharing

Share patterns via Git or cloud sync. New team members inherit collective knowledge instantly.

💰

Smart Routing

Route simple questions to free tools, complex tasks to paid ones. Save money without sacrificing quality.

🔒

Privacy First

All data stays on your machine. Cloud sync is encrypted at rest and in transit. You own your patterns.

🛠️

Hook Integration

Inject relevant patterns on every prompt. Seamless integration with Claude Code hooks system.

See It In Action

A typical MURE Core workflow

Terminal
$ mur init
✓ Created ~/.mur/config.yaml
✓ Initialized pattern store
✓ Detected Ollama (nomic-embed-text)
✓ Ready to learn!

$ mur learn extract --auto
Scanning transcripts...
  → Found 83 sessions
  → Extracted 16 new patterns
  → Saved to ~/.mur/patterns/

$ mur sync
Syncing to configured targets...
  ✓ Claude Code (CLAUDE.md updated)
  ✓ Gemini CLI (GEMINI.md updated)
  ✓ Custom: ~/clawd/skills/

$ mur search "Swift async testing"
Found 3 patterns (score > 0.5):

1. swift--testing-async-expectations (0.87)
   Use XCTestExpectation for async tests...

Works With Your Favorite Tools

MURE Core integrates seamlessly with all major AI coding assistants

🤖
Claude Code
✓ Full Support
💎
Gemini CLI
✓ Full Support
🐙
GitHub Copilot
✓ Directory Sync
📦
OpenAI Codex
✓ Full Support
🦞
OpenClaw
✓ Full Support
🔮
Auggie
✓ Full Support

Who Is It For?

👨‍💻

Solo Developers

Stop repeating yourself. Teach your AI once, use everywhere. Build up a personal knowledge base that grows with you.

👥

Engineering Teams

Share patterns across your team. Onboard new developers instantly with collective knowledge. Standardize AI interactions.

🏢

Organizations

Enforce coding standards through AI. Distribute approved patterns. Track and audit AI-assisted development.

"I was spending 20% of my Claude tokens just re-explaining our codebase patterns. MURE Core cut that to near zero."

— Early Beta User

Ready to supercharge your AI workflow?

Start free. No credit card required. Upgrade when you need more.

brew install mur-run/tap/mur