limbicdb 3.0.0

Debuggable memory layer for AI agents

LimbicDB Python SDK

Debuggable AI Memory for Python

Your AI is not wrong. Its memory is.

LimbicDB makes AI memory observable, explainable, and debuggable.

Installation

pip install limbicdb

Note: This package requires LimbicDB to be installed locally. The Python SDK is a thin wrapper around the LimbicDB CLI.

Quick Start

from limbicdb import Memory

# Initialize memory with default path
memory = Memory()

# Explain memory retrieval decisions
explanation = memory.explain("anime")
print(explanation)

# Check for conflicts
if explanation["conflicts"]:
    print("⚠️  Conflicting memories detected!")

Core Features

• 🔍 Inspect Memory: See what your AI actually remembers
• ⚠️ Detect Conflicts: Identify contradictory information automatically
• 🧠 Explain Decisions: Understand why specific memories were chosen
• 🛠️ Debug Behavior: Fix AI inconsistencies at the memory level

Integration

Works seamlessly with:

• LangChain
• AutoGen
• Custom AI agents

Philosophy

Memory should not be a black box. LimbicDB makes AI memory observable, explainable, and controllable.

License

MIT