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LangChain

SlashML (/ ml) Persistent Agent Memory & Code Localization for LangChain

ai.slashml/ml-memory

Sub-millisecond persistent memory, behavioral code search, and bug localization for AI agents.

client:LangChain transport:streamable-http

Install SlashML (/ ml) Persistent Agent Memory & Code Localization in LangChain

pip install langchain-mcp-adapters

from langchain_mcp_adapters.client import MultiServerMCPClient

client = MultiServerMCPClient({
        "ml-memory": {
            "transport": "streamable_http",
            "url": "https://api.slashml.ai/mcp",
        }
})

tools = await client.get_tools()

get_tools() returns the server's tools as LangChain tools, ready for an agent. LangChain docs

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