io.github.sfrangulov/minirag-mcp MCP Server
io.github.sfrangulov/minirag-mcp
What is the io.github.sfrangulov/minirag-mcp MCP server?
Local-first RAG MCP server: hybrid search over a folder of your own documents
How to install io.github.sfrangulov/minirag-mcp
Copy-paste configuration for popular MCP clients.
BASE_DIROne document root; also the security boundary for file access. Defaults to the process working directory. Ignored when BASE_DIRS is set.
BASE_DIRSJSON array of document roots, e.g. ["/docs/a", "/docs/b"]. Takes precedence over BASE_DIR. An invalid value is a hard configuration error.
DB_PATHLanceDB index directory. Defaults to <first root>/.minirag/lancedb, so each corpus gets its own index.
CACHE_DIREmbedding model cache. Defaults to the platform user cache dir, so the ~220 MB model is downloaded once and shared.
MODEL_NAMEfastembed model id. Changing it makes existing vectors incompatible with new queries; pair with a new DB_PATH or a full re-ingest.
MAX_FILE_SIZEPer-file size limit in bytes, enforced before parsing.
CHUNK_TOKEN_BUDGETRetrieval-unit size in the embedding model's own tokens. Range 16-128; the ceiling is the model's trained sequence length.
RAG_HYBRID_WEIGHTKeyword weight in the weighted RRF fusion, range 0.0-1.0. 0 is vector-only; higher values raise the BM25 contribution.
RAG_GROUPINGResult grouping filter. 'similar' keeps only the closest group; 'related' also keeps the next one. Unset means no grouping filter.
RAG_MAX_DISTANCEDrop results whose vector distance exceeds this value. Lower is stricter. Unset means no distance filter.
RAG_MAX_FILESKeep chunks from at most this many best-scoring files. Unset means no per-file filter.
RAG_INSTRUCTIONS_APPENDExtra paragraph appended to the instructions the server hands the client at connect time, for corpus-specific guidance.
ALLOW_PRIVATE_URLSLet ingest_url fetch hosts resolving to loopback, link-local, private, reserved or unspecified addresses. Off by default.
{
"mcpServers": {
"minirag-mcp": {
"command": "uvx",
"args": [
"minirag-mcp"
],
"env": {
"BASE_DIR": "<YOUR_BASE_DIR>",
"BASE_DIRS": "<YOUR_BASE_DIRS>",
"DB_PATH": "<YOUR_DB_PATH>",
"CACHE_DIR": "<YOUR_CACHE_DIR>",
"MODEL_NAME": "<YOUR_MODEL_NAME>",
"MAX_FILE_SIZE": "<YOUR_MAX_FILE_SIZE>",
"CHUNK_TOKEN_BUDGET": "<YOUR_CHUNK_TOKEN_BUDGET>",
"RAG_HYBRID_WEIGHT": "<YOUR_RAG_HYBRID_WEIGHT>",
"RAG_GROUPING": "<YOUR_RAG_GROUPING>",
"RAG_MAX_DISTANCE": "<YOUR_RAG_MAX_DISTANCE>",
"RAG_MAX_FILES": "<YOUR_RAG_MAX_FILES>",
"RAG_INSTRUCTIONS_APPEND": "<YOUR_RAG_INSTRUCTIONS_APPEND>",
"ALLOW_PRIVATE_URLS": "<YOUR_ALLOW_PRIVATE_URLS>"
}
}
}
}{
"mcpServers": {
"minirag-mcp": {
"command": "uvx",
"args": [
"minirag-mcp"
],
"env": {
"BASE_DIR": "<YOUR_BASE_DIR>",
"BASE_DIRS": "<YOUR_BASE_DIRS>",
"DB_PATH": "<YOUR_DB_PATH>",
"CACHE_DIR": "<YOUR_CACHE_DIR>",
"MODEL_NAME": "<YOUR_MODEL_NAME>",
"MAX_FILE_SIZE": "<YOUR_MAX_FILE_SIZE>",
"CHUNK_TOKEN_BUDGET": "<YOUR_CHUNK_TOKEN_BUDGET>",
"RAG_HYBRID_WEIGHT": "<YOUR_RAG_HYBRID_WEIGHT>",
"RAG_GROUPING": "<YOUR_RAG_GROUPING>",
"RAG_MAX_DISTANCE": "<YOUR_RAG_MAX_DISTANCE>",
"RAG_MAX_FILES": "<YOUR_RAG_MAX_FILES>",
"RAG_INSTRUCTIONS_APPEND": "<YOUR_RAG_INSTRUCTIONS_APPEND>",
"ALLOW_PRIVATE_URLS": "<YOUR_ALLOW_PRIVATE_URLS>"
}
}
}
}{
"mcpServers": {
"minirag-mcp": {
"command": "uvx",
"args": [
"minirag-mcp"
],
"env": {
"BASE_DIR": "<YOUR_BASE_DIR>",
"BASE_DIRS": "<YOUR_BASE_DIRS>",
"DB_PATH": "<YOUR_DB_PATH>",
"CACHE_DIR": "<YOUR_CACHE_DIR>",
"MODEL_NAME": "<YOUR_MODEL_NAME>",
"MAX_FILE_SIZE": "<YOUR_MAX_FILE_SIZE>",
"CHUNK_TOKEN_BUDGET": "<YOUR_CHUNK_TOKEN_BUDGET>",
"RAG_HYBRID_WEIGHT": "<YOUR_RAG_HYBRID_WEIGHT>",
"RAG_GROUPING": "<YOUR_RAG_GROUPING>",
"RAG_MAX_DISTANCE": "<YOUR_RAG_MAX_DISTANCE>",
"RAG_MAX_FILES": "<YOUR_RAG_MAX_FILES>",
"RAG_INSTRUCTIONS_APPEND": "<YOUR_RAG_INSTRUCTIONS_APPEND>",
"ALLOW_PRIVATE_URLS": "<YOUR_ALLOW_PRIVATE_URLS>"
}
}
}
}{
"servers": {
"minirag-mcp": {
"type": "stdio",
"command": "uvx",
"args": [
"minirag-mcp"
],
"env": {
"BASE_DIR": "<YOUR_BASE_DIR>",
"BASE_DIRS": "<YOUR_BASE_DIRS>",
"DB_PATH": "<YOUR_DB_PATH>",
"CACHE_DIR": "<YOUR_CACHE_DIR>",
"MODEL_NAME": "<YOUR_MODEL_NAME>",
"MAX_FILE_SIZE": "<YOUR_MAX_FILE_SIZE>",
"CHUNK_TOKEN_BUDGET": "<YOUR_CHUNK_TOKEN_BUDGET>",
"RAG_HYBRID_WEIGHT": "<YOUR_RAG_HYBRID_WEIGHT>",
"RAG_GROUPING": "<YOUR_RAG_GROUPING>",
"RAG_MAX_DISTANCE": "<YOUR_RAG_MAX_DISTANCE>",
"RAG_MAX_FILES": "<YOUR_RAG_MAX_FILES>",
"RAG_INSTRUCTIONS_APPEND": "<YOUR_RAG_INSTRUCTIONS_APPEND>",
"ALLOW_PRIVATE_URLS": "<YOUR_ALLOW_PRIVATE_URLS>"
}
}
}
}claude mcp add minirag-mcp --env BASE_DIR=<YOUR_BASE_DIR> --env BASE_DIRS=<YOUR_BASE_DIRS> --env DB_PATH=<YOUR_DB_PATH> --env CACHE_DIR=<YOUR_CACHE_DIR> --env MODEL_NAME=<YOUR_MODEL_NAME> --env MAX_FILE_SIZE=<YOUR_MAX_FILE_SIZE> --env CHUNK_TOKEN_BUDGET=<YOUR_CHUNK_TOKEN_BUDGET> --env RAG_HYBRID_WEIGHT=<YOUR_RAG_HYBRID_WEIGHT> --env RAG_GROUPING=<YOUR_RAG_GROUPING> --env RAG_MAX_DISTANCE=<YOUR_RAG_MAX_DISTANCE> --env RAG_MAX_FILES=<YOUR_RAG_MAX_FILES> --env RAG_INSTRUCTIONS_APPEND=<YOUR_RAG_INSTRUCTIONS_APPEND> --env ALLOW_PRIVATE_URLS=<YOUR_ALLOW_PRIVATE_URLS> -- uvx minirag-mcpRelated MCP servers
Control a real Chrome browser to complete any task: fill forms, extract data, book flights.
World Monitor
Live global intelligence: real-time markets, conflicts, country risk, chokepoints, energy. 39 tools.
Netdata
Real-time infrastructure monitoring with metrics, logs, alerts, and ML-based anomaly detection.
Trending hip-hop artist momentum scores across four cultural dimensions.
AI orchestration with hive-mind swarms, neural networks, and 87 MCP tools for enterprise dev.
Scrapling MCP Server
Give your AI agent stealth web scraping with Cloudflare bypass and CSS selection, powered by Scrapling.