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

# SpecStream for Vision Agents

SpecStream is the live web data engine for teams and agents. Give a Vision Agents voice or video agent live web search. It calls SpecStream mid call and says back one answer with the site that printed it.

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

## What you get

One answer to say

search\_web returns the answer value as the pages print it, with its sources, so the agent says a sentence and not a list of links.

MCP or a registered function

Add SpecStream with MCPServerRemote in the agent's mcp\_servers, or register an async function that calls the Search API.

A limit on every call

The agent server runs on its own API key with a spending limit. Each search is {search} per 1,000 and is kept in your history with its sources.

Status

Live

Category

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

Built by

SpecStream

You need

Python, a Vision Agents project 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/vision-agents.md)

Help

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

## Set it up

1.  Create a SpecStream API key under Agents & API and set it as SPECSTREAM\_API\_KEY in .env.
2.  Create MCPServerRemote(url="https://api.specstream.ai/mcp") with the key as a Bearer header.
3.  Pass it in the agent's mcp\_servers and name mcp\_0\_search\_web in the instructions.

[The full setup guide](https://specstream.ai/docs/integrations/vision-agents.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 Vision Agents.

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

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