Semantic search over a local Qdrant vector database using OpenAI embeddings.
Setup
Choose your client, copy the config, then fill in any required environment variables.
claude mcp add qdrant-server-mhalder --env EMBEDDING_BASE_URL='<EMBEDDING_BASE_URL>' --env PROMPTS_CONFIG_FILE='<PROMPTS_CONFIG_FILE>' --env QDRANT_URL='<QDRANT_URL>' -- node /path/to/qdrant-mcp-server/build/index.js~/.codex/config.toml
[mcp_servers.qdrant-server-mhalder]
command = "node"
args = ["/path/to/qdrant-mcp-server/build/index.js"]
env = { EMBEDDING_BASE_URL = "<EMBEDDING_BASE_URL>", PROMPTS_CONFIG_FILE = "<PROMPTS_CONFIG_FILE>", QDRANT_URL = "<QDRANT_URL>" }
# codex mcp add qdrant-server-mhalder --env EMBEDDING_BASE_URL='<EMBEDDING_BASE_URL>' --env PROMPTS_CONFIG_FILE='<PROMPTS_CONFIG_FILE>' --env QDRANT_URL='<QDRANT_URL>' -- node /path/to/qdrant-mcp-server/build/index.js~/.cursor/mcp.json
{
"mcpServers": {
"qdrant-server-mhalder": {
"command": "node",
"args": [
"/path/to/qdrant-mcp-server/build/index.js"
],
"env": {
"EMBEDDING_BASE_URL": "<EMBEDDING_BASE_URL>",
"PROMPTS_CONFIG_FILE": "<PROMPTS_CONFIG_FILE>",
"QDRANT_URL": "<QDRANT_URL>"
}
}
}
}.vscode/mcp.json
{
"servers": {
"qdrant-server-mhalder": {
"type": "stdio",
"command": "node",
"args": [
"/path/to/qdrant-mcp-server/build/index.js"
],
"env": {
"EMBEDDING_BASE_URL": "<EMBEDDING_BASE_URL>",
"PROMPTS_CONFIG_FILE": "<PROMPTS_CONFIG_FILE>",
"QDRANT_URL": "<QDRANT_URL>"
}
}
}
}~/.gemini/settings.json
{
"mcpServers": {
"qdrant-server-mhalder": {
"command": "node",
"args": [
"/path/to/qdrant-mcp-server/build/index.js"
],
"env": {
"EMBEDDING_BASE_URL": "<EMBEDDING_BASE_URL>",
"PROMPTS_CONFIG_FILE": "<PROMPTS_CONFIG_FILE>",
"QDRANT_URL": "<QDRANT_URL>"
}
}
}
}claude_desktop_config.json
{
"mcpServers": {
"qdrant-server-mhalder": {
"command": "node",
"args": [
"/path/to/qdrant-mcp-server/build/index.js"
],
"env": {
"EMBEDDING_BASE_URL": "<EMBEDDING_BASE_URL>",
"PROMPTS_CONFIG_FILE": "<PROMPTS_CONFIG_FILE>",
"QDRANT_URL": "<QDRANT_URL>"
}
}
}
}.trae/mcp.json
{
"mcpServers": {
"qdrant-server-mhalder": {
"command": "node",
"args": [
"/path/to/qdrant-mcp-server/build/index.js"
],
"env": {
"EMBEDDING_BASE_URL": "<EMBEDDING_BASE_URL>",
"PROMPTS_CONFIG_FILE": "<PROMPTS_CONFIG_FILE>",
"QDRANT_URL": "<QDRANT_URL>"
}
}
}
}Environment variables
EMBEDDING_BASE_URLPROMPTS_CONFIG_FILEQDRANT_URL
Replace the placeholders with your own credentials and keep them out of version control.