DeepResearch

Keep searching and reading webpages until finding the answer (or exceeding the token budget).

Install

We use gemini for llm, brave for search, jina reader for reading a webpage.

export GOOGLE_API_KEY=...  # ask han
export BRAVE_API_KEY=...  # brave provide free key, ask han
export JINA_API_KEY=jina_...  # get from jina.ai

git clone https://github.com/jina-ai/node-DeepResearch.git
cd node-DeepResearch
npm install

Example

# example: no tool calling 
npm run dev "1+1="
npm run dev "what is the capital of France?"

# example: 2-step
npm run dev "what is the latest news from Jina AI?"

# example: 3-step
npm run dev "what is the twitter account of jina ai's founder"

# example: many-step, ambiguious question
npm run dev "who is bigger? cohere, jina ai, voyage?"

# example: open question, long chain of thoughts
npm run dev "who will be president of US in 2028?"
npm run dev "what should be jina ai strategy for 2025?"

Web Server API

Start the server:

npm run serve

The server will start on http://localhost:3000 with the following endpoints:

POST /api/v1/query

Submit a query to be answered:

curl -X POST http://localhost:3000/api/v1/query \
  -H "Content-Type: application/json" \
  -d '{
    "q": "what is the capital of France?",
    "budget": 1000000,
    "maxBadAttempt": 3
  }'

Response:

{
  "requestId": "1234567890"
}

GET /api/v1/stream/:requestId

Connect to the Server-Sent Events stream to receive progress updates and the final answer:

curl -N http://localhost:3000/api/v1/stream/1234567890

The server will emit the following event types:

• Progress updates: Step number and budget usage
• Final answer with complete response data
• Error messages if something goes wrong

Example events:

data: {"type":"progress","data":"Step 1 / Budget used 10%"}
data: {"type":"progress","data":"Step 2 / Budget used 25%"}
data: {"type":"answer","data":{"action":"answer","answer":"Paris is the capital of France","references":[]}}