knowledge-mcp

Local Python MCP server for knowledge retrieval and management using Qdrant vector database and OpenAI API. Requires QDRANT_URL, QDRANT_API_KEY, and OPENAI_API_KEY.

Python

Qdrant

OpenAI

ai-ml

database

Add to Your Project

Copy this JSON into your .mcp.json to enable this server

Add to your .mcp.json:

{
  "mcpServers": {
    "knowledge-mcp": {
      "command": "python3",
      "args": [
        "-m",
        "knowledge_mcp"
      ],
      "env": {
        "PYTHONPATH": "${CLAUDE_PLUGIN_ROOT}/src",
        "QDRANT_URL": "${QDRANT_URL}",
        "OPENAI_API_KEY": "${OPENAI_API_KEY}",
        "QDRANT_API_KEY": "${QDRANT_API_KEY}"
      }
    }
  }
}

Replace placeholder values for: OPENAI_API_KEY, QDRANT_API_KEY

Security Considerations

Review these signals before enabling this server

Requires secrets

This MCP server needs API keys or credentials. Configure them in your environment before use.

Details

Server configuration and connection parameters

Commandpython3

Working Directory${CLAUDE_PLUGIN_ROOT}

Access Levelwrite

Arguments

Command-line arguments passed to the server process

-mknowledge_mcp

Environment Variables

Environment variables set when the server starts

PYTHONPATH=${CLAUDE_PLUGIN_ROOT}/src

QDRANT_URL=${QDRANT_URL}

OPENAI_API_KEY=${OPENAI_API_KEY}

QDRANT_API_KEY=${QDRANT_API_KEY}

Required Secrets

Sensitive values you must provide — never committed to source control

OPENAI_API_KEYQDRANT_API_KEY

Stats

LanguagePython

Parent stars8

Parent forks2

MaintenanceExcellent

Last CommitFeb 23, 2026

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