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SpecStream for OptiLLM

SpecStream is the live web data engine for teams and agents. Add one streamable_http entry to OptiLLM's mcp_config.json, and every model behind the proxy can search the live web and read pages through the mcp plugin.

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What you get

Search with no browser on the host
The model calls search_web over HTTPS. Nothing on the OptiLLM server drives Chrome.
Pages read on request
read_pages returns the main text of up to 20 pages, PDF, Word and Excel files included.
One key, one limit
The API key carries its own spending limit, and each search or page is paid from your balance with no quote.

Set it up

  1. Create a SpecStream API key and export SPECSTREAM_AUTH="Bearer <key>" in the shell that starts OptiLLM.
  2. Add a specstream entry under mcpServers in ~/.optillm/mcp_config.json with transport streamable_http, the url https://api.specstream.ai/mcp and Authorization set to ${SPECSTREAM_AUTH}.
  3. Call the proxy with the model name prefixed mcp-, for example mcp-gpt-4o-mini.

The full setup guide has every step, with what to do if something doesn’t arrive.

Also in Agent frameworks & builders

The same live web data, in the other tools of this kind.

Live web data, in OptiLLM.

Ask in your own words for companies, places, people, filings or anything else the web lists.

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