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
1 maintainer
Metadata
1 maintainer
Release files for muninndb 0.11.0
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