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mcp/harbor
LangChain

Code Context Engine for LangChain

io.github.ai-elara/code-context-engine

Index your codebase. AI searches instead of re-reading files. 94% token savings.

client:LangChain transport:stdio runtime:pypi

Install Code Context Engine in LangChain

pip install langchain-mcp-adapters 

from langchain_mcp_adapters.client import MultiServerMCPClient

client = MultiServerMCPClient({
        "code-context-engine": {
            "transport": "stdio",
            "command": "uvx",
            "args": ["code-context-engine"],
        }
})

tools = await client.get_tools()

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

Code Context Engine in other clients

Code Context Engine MCP server