• PRECISION
  • CLARITY
  • EFFICIENCY
  • HUMAN

How to rerank search results with your AI

Connect Jina AI to your agent to fix messy search results. Once connected, your AI reorders documents so the best matches appear first.

Ask AI about this page

Short answer

How can I make my AI search results more accurate?

Your AI uses Jina AI to look at a list of search results and reorder them based on how well they actually answer your question. This moves the most useful documents to the top. You get a much cleaner set of answers to work with.

The outcomes

Where the results land.

Reranking changes how your AI sees information.

PRECISION

Top-tier relevance

The AI reorders the list so the most relevant documents hit the top. You stop digging through noise to find the right answer.

CLARITY

Cleaner context

By pushing irrelevant matches down, your agent focuses on the best data. This leads to much more accurate responses.

EFFICIENCY

Less data noise

The agent ignores the low-quality matches that usually clutter search results. You get straight to the point.

HUMAN

Final verification

The AI handles the sorting, but you decide if the new order meets your specific needs. You remain in control of the final output.

The workflow

What your AI does when the search arrives.

The AI takes raw search data and refines it into a prioritized list.

  1. Find initial data

    Your agent starts by pulling a broad set of documents or web pages related to your query.

    search_web

  2. Analyze relevance

    The agent compares every document in the set against your specific question to see how well they match.

    rerank_documents

  3. Reorder the list

    The AI moves the highest-scoring documents to the front of the queue.

    rerank_documents

  4. Deliver results

    The agent presents the newly ordered list to you, ensuring the best information is most visible.

    rerank_documents

Try it

Copy these to start.

Use these prompts to trigger the reranking process.

Starting points

These are opening lines. Swap out the bracketed text for your actual search terms or file names.

Jina AI Connector

You're all set. Choose your MCP client and follow the setup instructions.

Connector linkhttps://edge.vinkius.com/vk_preview_Gza6Drx72jH8vtBy0iAFsasyQnT7I8NYxoBnHuHb/mcp

Claude Desktop

Follow the steps below to connect in seconds.

  1. 1In Claude Desktop, open Settings → Connectors.
  2. 2Click “Add custom connector” and paste the connector link above as the remote MCP server URL.
  3. 3Click Add and start a new chat — Jina AI capabilities are ready to use.
Configuration · claude_desktop_config.jsonCopy
{
  "mcpServers": {
    "jina-ai-mcp": {
      "url": "https://edge.vinkius.com/vk_preview_Gza6Drx72jH8vtBy0iAFsasyQnT7I8NYxoBnHuHb/mcp"
    }
  }
}
Copy into chat04

  • Search the web for recent news on [topic] and rerank the results for the most relevant articles.

  • Take these search results from [document name] and rerank them so the most important sections are first.

  • Find information about [topic] using web search, then rerank the findings to prioritize technical details.

  • Rerank the documents found in [folder or file] to put the most relevant data at the top.

  • Claude
  • ChatGPT
  • Cursor
  • VS Code
  • Windsurf
  • Claude Code
  • JetBrains
  • Cline

Start here

Connect Jina AI once, then ask.

Just click the link to connect. Your credentials stay encrypted, and you can start reranking immediately.

Connect Jina AI to your AI

FAQ

How reranking behaves

  • 01

    Does this change my original search results?

    No. It only changes the order in which your AI sees and presents those results to you.

  • 02

    Can the AI delete documents it thinks are bad?

    No. The AI only reorders them. It does not delete or modify your source data.

  • 03

    Can I use this to search the web?

    Yes, the AI can use web search to find information and then rerank those results for you.

  • 04

    Will this work with any MCP-compatible client?

    Yes, once you connect through Vinkius, it works with Claude, Cursor, Windsurf, and VS Code.

  • 05

    Does the AI decide which documents are 'correct'?

    The AI decides which documents are most relevant to your query, but you are responsible for verifying the accuracy of the information.

  • More questions about Jina AI? See everything the Jina AI Connector can do

Connect Jina AI to Claude, Cursor, ChatGPT & more