How to Use the Cohere (Embed & Rerank) MCP in Cursor

Q: Can Cursor use Cohere (Embed & Rerank) to classify my project code?

It can. The classifytexts tool allows your agent to evaluate project strings against your custom categories for better organization.

Q: Is the Cohere (Embed & Rerank) setup in Cursor global?

You can configure it globally in your /.cursor/mcp.json or keep it project-specific. This flexibility lets you toggle the server on for complex repo tasks only.

Inject Cohere (Embed & Rerank) directly into your Cursor editor to build context-aware code and search results.

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Connect Cohere (Embed & Rerank) MCP to Cursor

Create your Vinkius account to connect Cohere (Embed & Rerank) to Cursor and route execution through our secure gateway. The platform manages server hosting, runtime updates, and security layers. Configuration requires no manual server provisioning.

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Setup Cohere (Embed & Rerank) with Cursor

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Claude

Perplexity

Embed code context in Cursor

The `embed_texts` tool maps your codebase into dense vectors. Cursor uses these shapes to understand your project architecture at a semantic level. This isn't just basic searching. You get high-fidelity representations of your logic that the agent can inject into your current file.

Rerank internal documentation in Cursor

Use `rerank_documents` to sort through your project's technical debt. It identifies the most relevant snippets to feed back into your editor session. Your AI client uses these structured arrays to provide answers that actually map to your specific implementation. It cuts out the irrelevant noise.

Map text classes using Cursor agent

Invoke `classify_texts` to sort your log files or error messages into predefined groups. It simplifies how you manage static limits within your codebase. You save time by letting the agent organize messy output. It turns raw console logs into actionable categories instantly.

Setup guide

Set up Cohere (Embed & Rerank) MCP in Cursor

Prerequisites

Cursor installed (macOS, Windows, or Linux)
Active Vinkius subscription with a valid endpoint token

1

Open MCP Settings

Go to Cursor Settings → MCP or open the Command Palette (Cmd+Shift+P / Ctrl+Shift+P) and search for "MCP: Add Server".
2

Add the Cohere (Embed & Rerank) MCP

Cursor will create or open .cursor/mcp.json in your project root. Paste the JSON snippet on the right. Replace [YOUR_TOKEN_HERE] with your endpoint token from cloud.vinkius.com.
3

Enable Agent mode

Open Composer (Cmd+I / Ctrl+I) and switch to Agent mode using the dropdown at the top. MCP tools are only available in Agent mode.
4

Verify the connection

Ask Cursor something like "List my recent Cohere (Embed & Rerank) transactions." If the MCP tools are loaded correctly, Cursor will call the Cohere (Embed & Rerank) tools automatically. You can also check Settings → MCP for a green status indicator.

.cursor/mcp.json

{
  "mcpServers": {
    "cohere-embed-rerank-mcp": {
      "url": "https://edge.vinkius.com/[YOUR_TOKEN_HERE]/mcp"
    }
  }
}

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Independent Platform Disclaimer: Vinkius is an independent platform and is not affiliated with, endorsed by, sponsored by, verified by, or otherwise authorized by Cohere. All third-party trademarks, logos, and brand names are the property of their respective owners. Their use on this website is strictly for informational purposes to identify service compatibility and interoperability.

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Common questions about Cohere (Embed & Rerank) MCP in Cursor

Add the server to your .cursor/mcp.json file. Once added, your agent can call embedding and reranking tools to index your local files.

It can. The `classify_texts` tool allows your agent to evaluate project strings against your custom categories for better organization.

Your project data is transmitted securely via your auth token. The server acts as a transient processor for your code snippets and does not persist them.

It provides the agent with better context through reranked document arrays. The generated code becomes more accurate because the agent sees the most relevant parts of your repo.

You can configure it globally in your ~/.cursor/mcp.json or keep it project-specific. This flexibility lets you toggle the server on for complex repo tasks only.

Use it with your favorite AI tools

Connect this server to Cursor, Claude, VS Code, and more.

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