Enterprise-ready vector database toolkit for building searchable knowledge bases from multiple data sources. Supports multi-project management, automatic ingestion from Confluence/JIRA/Git, intelligent file conversion (PDF/Office/images), and semantic search.
Setup
Choose your client, copy the config, then fill in any required environment variables.
claude mcp add qdrant-loader -- uv sync --all-packages --all-extras~/.codex/config.toml
[mcp_servers.qdrant-loader]
command = "uv"
args = ["sync", "--all-packages", "--all-extras"]
# codex mcp add qdrant-loader -- uv sync --all-packages --all-extras~/.cursor/mcp.json
{
"mcpServers": {
"qdrant-loader": {
"command": "uv",
"args": [
"sync",
"--all-packages",
"--all-extras"
]
}
}
}.vscode/mcp.json
{
"servers": {
"qdrant-loader": {
"type": "stdio",
"command": "uv",
"args": [
"sync",
"--all-packages",
"--all-extras"
]
}
}
}~/.gemini/settings.json
{
"mcpServers": {
"qdrant-loader": {
"command": "uv",
"args": [
"sync",
"--all-packages",
"--all-extras"
]
}
}
}claude_desktop_config.json
{
"mcpServers": {
"qdrant-loader": {
"command": "uv",
"args": [
"sync",
"--all-packages",
"--all-extras"
]
}
}
}.trae/mcp.json
{
"mcpServers": {
"qdrant-loader": {
"command": "uv",
"args": [
"sync",
"--all-packages",
"--all-extras"
]
}
}
}