LangChain AI Crawler Index Resource/changes.json
How to: LangChain AI Crawler Index changes.json
Add AI Crawler Index to LangChain
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01
Open pip install langchain-mcp-adapters and merge this in. Keep any servers already there.
from langchain_mcp_adapters.client import MultiServerMCPClient
client = MultiServerMCPClient({
"ai-crawler-index": {
"transport": "streamable_http",
"url": "https://www.pathwren.workers.dev/c/mcp-registry-official/mcp",
}
})
tools = await client.get_tools()
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02
Save the file and restart LangChain.
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03
changes.json is surfaced through the client's resource API, read by URI. It is context to attach, not an action to run.
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04
If it does not appear, check that AI Crawler Index is connected and that you are looking at its resources rather than its tools.
get_tools() returns the server's tools as LangChain tools, ready for an agent. LangChain docs
Same resource, other clients
Read from the server itself, by connecting to it and calling resources/list on 24 September 2026.
A listing does not declare its resources, so asking is the only way to know them, and this
is what the server actually offers rather than what its listing claims. Names only are
stored; connect the server for each resource's type and contents.