• STRUCTURE
  • RELATIONS
  • INSIGHTS
  • HUMAN

How to extract hidden entity insights with your AI

Connect Cognee to your AI client to turn messy data into a structured map of relationships. Once connected, your agent starts seeing the links between people, places, and concepts.

Ask AI about this page

Short answer

How can I find hidden connections in my data using AI?

Your AI uses Cognee to scan your knowledge base and identify how different entities relate to one another. It builds a structured map of these connections so you can spot patterns that aren't obvious in raw text. You'll get a clear view of the underlying network of information.

The results of your analysis

Where your insights land

The AI processes your data to produce these specific outcomes.

STRUCTURE

Mapped entity networks

The AI identifies every person, organization, and concept in your data. It organizes them into a logical hierarchy.

RELATIONS

Discovered connections

It finds the invisible threads between different data points. You see exactly how one entity influences another.

INSIGHTS

Deep knowledge extraction

The agent pulls out meaningful patterns from the noise. You get high-level summaries of how your information is actually structured.

HUMAN

Manual verification

You review the extracted relationships to ensure the logic holds up. You decide which connections are worth acting on.

The workflow

What your AI does when the data arrives.

The AI handles the heavy lifting of parsing and connecting your information.

  1. Entity identification

    The agent scans your documents to pull out specific entities like names, dates, and locations.

    cognee_get_insights

  2. Relationship mapping

    It looks for how those entities interact or overlap within the text.

    cognee_get_insights

  3. Insight generation

    The AI synthesizes these connections into structured insights you can actually use.

    cognee_get_insights

  4. Knowledge structuring

    It organizes the findings into a format that makes sense for your specific queries.

    cognee_get_insights

Try it

Copy these to start.

Use these prompts to trigger the analysis immediately.

Starting points

These are starting points. Swap out the specific data sources for your own files or databases.

Cognee Connector

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

Connector linkhttps://edge.vinkius.com/vk_preview_c6i3hXOYfoGrkpkYTLcBWkNZG3FKUa2WjFOiOwHJ/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 — Cognee capabilities are ready to use.
Configuration · claude_desktop_config.jsonCopy
{
  "mcpServers": {
    "cognee-mcp": {
      "url": "https://edge.vinkius.com/vk_preview_c6i3hXOYfoGrkpkYTLcBWkNZG3FKUa2WjFOiOwHJ/mcp"
    }
  }
}
Copy into chat04

  • Analyze the relationships between the companies mentioned in my project folder.

  • Find all connections between the researchers listed in these research papers.

  • Extract the key entities and their links from the recent meeting transcripts.

  • Map out how the different technical components in this documentation interact.

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

Start here

Connect Cognee once, then ask.

Just link your account once. Your credentials stay encrypted, and you can immediately start asking your AI about your data.

Connect Cognee to your AI

FAQ

How this task behaves

  • 01

    Can the AI change my original files?

    No. The AI only reads your data to extract insights; it cannot modify or delete your source files.

  • 02

    Does the AI create new documents automatically?

    No. The AI provides the insights in your chat interface. You decide if you want to save those insights elsewhere.

  • 03

    How does it find connections I haven't seen?

    It uses relationship analysis to find entities that appear together across different parts of your knowledge base.

  • 04

    Can I use this with any AI client?

    Yes, as long as your client is MCP-compatible, like Claude, Cursor, or Windsurf.

  • 05

    What happens if the data is messy?

    The AI parses unstructured text into structured entity maps, but the quality of insights depends on the clarity of your source data.

  • More questions about Cognee? The Connector page answers them. See everything the Cognee Connector can do

Connect Cognee to Claude, Cursor, ChatGPT & more