Paparats MCP Server

Semantic code search for AI coding assistants. Local Qdrant, multi-repo, no API keys.

Remote serverstreamable-httpPython

What is the Paparats MCP Server?

Semantic code search for AI coding assistants. Local Qdrant, multi-repo, no API keys.

The short version

 ← try the full stack in your browser, no install (details)

More MCP options

Compare MCP servers by category, or browse hosted MCP servers if you prefer an endpoint over a local process.

Maintainer setup documentation.

How to install the Paparats MCP Server

{
  "mcpServers": {
    "paparats": {
      "command": "npx",
      "args": ["-y", "@paparats/cli"],
      "env": {
        "OPENAI_API_KEY": "your-value",
        "VOYAGE_API_KEY": "your-value",
        "QDRANT_API_KEY": "your-value"
      }
    }
  }
}

Add to claude_desktop_config.json, then restart Claude Desktop.

Configuration

VariableDescriptionRequired
OPENAI_API_KEYCredential the server authenticates with.Yes
VOYAGE_API_KEYCredential the server authenticates with.Yes
QDRANT_API_KEYCredential the server authenticates with.Yes

Example prompts to try

  • “Use Paparats to Watching.”
  • “Use Paparats to Performance.”

Frequently asked questions

Semantic code search for AI coding assistants. Local Qdrant, multi-repo, no API keys. Confirm the tools offered by your installed version in the connected client. Tool availability and permissions depend on the server and account configuration.