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mcp/harbor
LangChain

Vector Panda for LangChain

com.vectorpanda/database

Operate your Vector Panda collections: search and upsert vectors, schema, measured indexes, exports.

client:LangChain transport:streamable-http

Install Vector Panda in LangChain

pip install langchain-mcp-adapters 

from langchain_mcp_adapters.client import MultiServerMCPClient

client = MultiServerMCPClient({
        "database": {
            "transport": "streamable_http",
            "url": "https://www.vectorpanda.com/api/mcp",
        }
})

tools = await client.get_tools()

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

Vector Panda in other clients

Vector Panda MCP server