> SpecStream is the live web data engine for teams and agents. This is the Markdown copy of https://specstream.ai/integrations/optillm. Every page, with what SpecStream does and costs: https://specstream.ai/llms.txt

# 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.

[Read the guide](https://specstream.ai/docs/integrations/optillm.md)

## 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.

Status

Live

Category

[Agent frameworks & builders](https://specstream.ai/integrations.md#frameworks)

Built by

SpecStream

You need

OptiLLM, a model with tool calls, and a SpecStream API key.

Pricing

[You pay for the matches](https://specstream.ai/pricing.md)

Setup guide

[Read the guide](https://specstream.ai/docs/integrations/optillm.md)

Help

[Talk to a human](https://specstream.ai/talk-to-a-human.md)

## 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](https://specstream.ai/docs/integrations/optillm.md) 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.

-   [OpenAI API](https://specstream.ai/integrations/openai.md)
-   [OpenAI Agents SDK](https://specstream.ai/integrations/openai-agents-sdk.md)
-   [LangChain](https://specstream.ai/integrations/langchain.md)
-   [LlamaIndex](https://specstream.ai/integrations/llamaindex.md)
-   [CrewAI](https://specstream.ai/integrations/crewai.md)
-   [Vercel](https://specstream.ai/integrations/vercel.md)
-   [Haystack](https://specstream.ai/integrations/haystack.md)
-   [See all](https://specstream.ai/integrations.md#frameworks)

## Live web data, in OptiLLM.

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

[Read the guide](https://specstream.ai/docs/integrations/optillm.md)[Talk to a human](https://specstream.ai/talk-to-a-human.md)