muninndb

muninndb is a convenience alias for muninn-python, the official Python SDK for MuninnDB.

Install

pip install muninndb                  # core SDK
pip install muninndb[langchain]       # + LangChain memory integration

Both are equivalent to installing muninn-python directly. Use whichever name feels more natural.

Quick Start

import asyncio
from muninn import MuninnClient

async def main():
    async with MuninnClient("http://127.0.0.1:8475") as client:
        eid = await client.write(
            vault="default",
            concept="neural plasticity",
            content="The brain's ability to reorganize neural connections.",
        )
        results = await client.activate(vault="default", context=["how does learning work?"])
        for item in results.activations:
            print(f"[{item.score:.2f}] {item.concept}")

asyncio.run(main())

LangChain Integration

from muninn.langchain import MuninnDBMemory
from langchain.chains import ConversationChain
from langchain_anthropic import ChatAnthropic

memory = MuninnDBMemory(vault="my-agent")
chain = ConversationChain(
    llm=ChatAnthropic(model="claude-haiku-4-5-20251001"),
    memory=memory,
)
chain.predict(input="What did we discuss about the payment service?")

Full documentation: sdk/python/README.md

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