Local-first RAG MCP server in Python: hybrid search (semantic + BM25 keyword boost) over your own documents. 11 MCP tools + CLI, markitdown ingestion for 12 formats, multilingual embeddings, LanceDB. Nothing leaves your machine.
接入配置
选择客户端，复制配置，再按项目文档补齐环境变量。
claude mcp add minirag -- uvx minirag-mcp~/.codex/config.toml
[mcp_servers.minirag]
command = "uvx"
args = ["minirag-mcp"]
# codex mcp add minirag -- uvx minirag-mcp~/.cursor/mcp.json
{
"mcpServers": {
"minirag": {
"command": "uvx",
"args": [
"minirag-mcp"
]
}
}
}.vscode/mcp.json
{
"servers": {
"minirag": {
"type": "stdio",
"command": "uvx",
"args": [
"minirag-mcp"
]
}
}
}~/.gemini/settings.json
{
"mcpServers": {
"minirag": {
"command": "uvx",
"args": [
"minirag-mcp"
]
}
}
}claude_desktop_config.json
{
"mcpServers": {
"minirag": {
"command": "uvx",
"args": [
"minirag-mcp"
]
}
}
}.trae/mcp.json
{
"mcpServers": {
"minirag": {
"command": "uvx",
"args": [
"minirag-mcp"
]
}
}
}