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

# SpecStream for Tongyi DeepResearch

SpecStream is the live web data engine for teams and agents. Change the Serper host in tool\_search.py and the Jina Reader address in tool\_visit.py, and Alibaba's deep research agent searches and reads pages through SpecStream, in the reply shapes its tools already parse.

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

## What you get

Two addresses

google.serper.dev/search becomes api.specstream.ai/serper/search, and r.jina.ai becomes api.specstream.ai/jina. The model, prompts and summary model stay as they are.

One key for both

Your SpecStream key goes in SPECSTREAM\_API\_KEY and JINA\_API\_KEYS. One balance pays for every search and every page a run reads.

Unreadable pages cost nothing

A page SpecStream cannot read is not charged, however many times the visit tool tries it.

Status

Live

Category

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

Built by

SpecStream

You need

Tongyi DeepResearch cloned from GitHub and a SpecStream key.

Pricing

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

Setup guide

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

Help

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

## Set it up

1.  Get a SpecStream key on the Search API screen of your workspace.
2.  Change the Serper host and path in inference/tool\_search.py and the Jina Reader prefix in inference/tool\_visit.py to SpecStream's routes.
3.  Set SPECSTREAM\_API\_KEY and JINA\_API\_KEYS to your key in .env and run run\_react\_infer.sh.

[The full setup guide](https://specstream.ai/docs/integrations/tongyi-deepresearch.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 Tongyi DeepResearch.

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

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