How to Use the Cohere (Embed & Rerank) MCP in VS Code Copilot

Deploy Cohere (Embed & Rerank) across your team in VS Code Copilot for consistent, high-accuracy AI indexing.

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Connect Cohere (Embed & Rerank) MCP to VS Code Copilot

Create your Vinkius account to connect Cohere (Embed & Rerank) to VS Code Copilot 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 VS Code Copilot

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Standardize embedding workflows in VS Code Copilot

Use `embed_texts` to generate consistent vector shapes across your entire engineering team. This ensures everyone uses the same semantic mapping for project tasks. Commit the configuration to your repo. Your team gets access to these tools the moment they open the editor.

Structure team-wide search with reranking

The `rerank_documents` tool allows for shared context handling. It structures your documentation search results into clear arrays for everyone in the workspace. VS Code Copilot relies on these rankings to provide answers that match your team's internal documentation standards. It removes ambiguity from technical queries.

Inspect model availability in VS Code Copilot

Run `list_models` to see which backend versions are active for the team. It keeps your development cycle in sync with your API capabilities. Check these properties before starting a sprint. You avoid configuration drift when every developer sees the same list of operational tools.

Setup guide

Set up Cohere (Embed & Rerank) MCP in VS Code Copilot

Prerequisites

VS Code 1.99 or later with GitHub Copilot extension
Active Vinkius subscription with a valid endpoint token

1

Open MCP configuration

Open the Command Palette (Cmd+Shift+P / Ctrl+Shift+P) and run "MCP: Add Server". Select HTTP (Streamable) as the server type. VS Code will create .vscode/mcp.json in your workspace.
2

Add the Cohere (Embed & Rerank) MCP

Paste the JSON snippet shown on the right into your .vscode/mcp.json. Replace [YOUR_TOKEN_HERE] with your endpoint token from cloud.vinkius.com.
3

Switch to Agent mode

Open Copilot Chat (Cmd+Shift+I / Ctrl+Shift+I) and switch to Agent mode using the dropdown. MCP tools are only available in Agent mode — they do not appear in Edit or Ask modes.
4

Verify the connection

In the Copilot Chat input, type # to list available tools. You should see the Cohere (Embed & Rerank) tools listed. Try asking: "List my recent Cohere (Embed & Rerank) transactions" and Copilot will invoke them automatically.

.vscode/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 VS Code Copilot

Include the server definition in your .vscode/mcp.json file within the repo. Every team member who pulls the code gets the tools immediately.

Yes, by managing the server configuration through your repository, you ensure consistent access control. The tool interactions remain logged and scoped to your project.

The server processes your source code snippets in memory and discards them after the request. Your sensitive project logic is never stored on the server side.

It integrates directly. Your agent uses the tools you define to perform semantic searches and reranking tasks as part of its standard chat flow.

There is no hard limit on the number of users. Since it uses your unique endpoint token, you can scale the server access across your whole engineering organization.

Use it with your favorite AI tools

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