Search / io.github.sfrangulov/minirag-mcp
minirag-mcp
L0· runs locallyLocal-first RAG MCP server: hybrid search over a folder of your own documents
v0.6.1 · active · repository · website · descriptor JSON · versions
Search / io.github.sfrangulov/minirag-mcp
L0· runs locallyLocal-first RAG MCP server: hybrid search over a folder of your own documents
v0.6.1 · active · repository · website · descriptor JSON · versions
{
"mcpServers": {
"minirag-mcp": {
"command": "uvx",
"args": [
"minirag-mcp==0.6.1"
],
"env": {
"MODEL_NAME": "sentence-transformers/paraphrase-multilingual-MiniLM-L12-v2",
"MAX_FILE_SIZE": "104857600",
"CHUNK_TOKEN_BUDGET": "110",
"RAG_HYBRID_WEIGHT": "0.6",
"ALLOW_PRIVATE_URLS": "false"
}
}
}
}claude mcp add minirag-mcp -e "MODEL_NAME=sentence-transformers/paraphrase-multilingual-MiniLM-L12-v2" -e "MAX_FILE_SIZE=104857600" -e "CHUNK_TOKEN_BUDGET=110" -e "RAG_HYBRID_WEIGHT=0.6" -e "ALLOW_PRIVATE_URLS=false" -- uvx minirag-mcp==0.6.1[mcp_servers.minirag-mcp]
command = "uvx"
args = ["minirag-mcp==0.6.1"]
env = { "MODEL_NAME" = "sentence-transformers/paraphrase-multilingual-MiniLM-L12-v2", "MAX_FILE_SIZE" = "104857600", "CHUNK_TOKEN_BUDGET" = "110", "RAG_HYBRID_WEIGHT" = "0.6", "ALLOW_PRIVATE_URLS" = "false" }
{
"$schema": "https://opencode.ai/config.json",
"mcp": {
"minirag-mcp": {
"type": "local",
"command": [
"uvx",
"minirag-mcp==0.6.1"
],
"enabled": true,
"environment": {
"MODEL_NAME": "sentence-transformers/paraphrase-multilingual-MiniLM-L12-v2",
"MAX_FILE_SIZE": "104857600",
"CHUNK_TOKEN_BUDGET": "110",
"RAG_HYBRID_WEIGHT": "0.6",
"ALLOW_PRIVATE_URLS": "false"
}
}
}
}{
"mcpServers": {
"minirag-mcp": {
"command": "uvx",
"args": [
"minirag-mcp==0.6.1"
],
"env": {
"MODEL_NAME": "sentence-transformers/paraphrase-multilingual-MiniLM-L12-v2",
"MAX_FILE_SIZE": "104857600",
"CHUNK_TOKEN_BUDGET": "110",
"RAG_HYBRID_WEIGHT": "0.6",
"ALLOW_PRIVATE_URLS": "false"
}
}
},
"deeplink": "cursor://anysphere.cursor-deeplink/mcp/install?name=minirag-mcp&config=eyJjb21tYW5kIjoidXZ4IiwiYXJncyI6WyJtaW5pcmFnLW1jcD09MC42LjEiXSwiZW52Ijp7Ik1PREVMX05BTUUiOiJzZW50ZW5jZS10cmFuc2Zvcm1lcnMvcGFyYXBocmFzZS1tdWx0aWxpbmd1YWwtTWluaUxNLUwxMi12MiIsIk1BWF9GSUxFX1NJWkUiOiIxMDQ4NTc2MDAiLCJDSFVOS19UT0tFTl9CVURHRVQiOiIxMTAiLCJSQUdfSFlCUklEX1dFSUdIVCI6IjAuNiIsIkFMTE9XX1BSSVZBVEVfVVJMUyI6ImZhbHNlIn19"
}{
"servers": {
"minirag-mcp": {
"type": "stdio",
"command": "uvx",
"args": [
"minirag-mcp==0.6.1"
],
"env": {
"MODEL_NAME": "sentence-transformers/paraphrase-multilingual-MiniLM-L12-v2",
"MAX_FILE_SIZE": "104857600",
"CHUNK_TOKEN_BUDGET": "110",
"RAG_HYBRID_WEIGHT": "0.6",
"ALLOW_PRIVATE_URLS": "false"
}
}
}
}{
"mcpServers": {
"minirag-mcp": {
"command": "uvx",
"args": [
"minirag-mcp==0.6.1"
],
"env": {
"MODEL_NAME": "sentence-transformers/paraphrase-multilingual-MiniLM-L12-v2",
"MAX_FILE_SIZE": "104857600",
"CHUNK_TOKEN_BUDGET": "110",
"RAG_HYBRID_WEIGHT": "0.6",
"ALLOW_PRIVATE_URLS": "false"
}
}
}
}extensions:
"minirag-mcp":
enabled: true
name: "minirag-mcp"
type: stdio
cmd: "uvx"
args:
- "minirag-mcp==0.6.1"
envs:
"MODEL_NAME": "sentence-transformers/paraphrase-multilingual-MiniLM-L12-v2"
"MAX_FILE_SIZE": "104857600"
"CHUNK_TOKEN_BUDGET": "110"
"RAG_HYBRID_WEIGHT": "0.6"
"ALLOW_PRIVATE_URLS": "false"
timeout: 300
This is a local package: the command runs on your machine.
Not scored: fewer than three checks apply, usually because no remote answered a credential-free probe or the server is a local package.
protocol.modern, protocol.stateless, protocol.transport, protocol.list_ttlno remote answered a protocol handshake (not probed yet, unreachable, or local-only)auth.prm, auth.as_metadata, auth.cimdno remote uses OAuthauth.secret_in_urlno templated URLtools.descriptions, tools.description_length, tools.schemas, tools.annotations, tools.directory_hints, tools.token_cost, tools.api_dumptool list unknown (behind auth, not probed, or empty)stability.changes, stability.rug_pulltool list unknowndeps.known_vulnsno known advisory in 114 resolved packagesdeps.mcp_sdk_versionmcp 2.2.0, no known advisorydeps.resolvable[email protected] resolved: 114 packagesNo tool definition changes recorded. A server's first observation is its baseline; later probes record what changes.
Checks run on what our credential-free, read-only probes observe; tools are never called and no code audit is performed. How it is computed.
+repository +namespace-matches-repo +website ~liveness-unmeasured ~updated-44d-ago
Derived from observable signals (official registry feed and our own credential-free probes); no code audit performed. How it is computed.
[email protected] PyPI113 dependencies, resolved · MCP SDK mcp 2.2.0 · advisories checked 2026-10-19
No known advisory affects this dependency graph.
Dependency graphs from deps.dev; advisories from OSV.dev, including the GitHub Advisory Database and the PyPI Advisory Database; all CC BY 4.0. The graph is what a clean install of this version resolves today; nothing was installed or run. How it is checked.
| package | registry | version | runtime | secrets |
|---|---|---|---|---|
minirag-mcp | pypi | 0.6.1 | uvx |
No tools observed. Local packages are never executed by the registry.
Schemas: list_tools.
{
"name": "io.github.sfrangulov/minirag-mcp",
"$schema": "https://static.modelcontextprotocol.io/schemas/2025-12-11/server.schema.json",
"version": "0.6.1",
"packages": [
{
"version": "0.6.1",
"transport": {
"type": "stdio"
},
"identifier": "minirag-mcp",
"runtimeHint": "uvx",
"registryType": "pypi",
"registryBaseUrl": "https://pypi.org",
"environmentVariables": [
{
"name": "BASE_DIR",
"format": "filepath",
"description": "One document root; also the security boundary for file access. Defaults to the process working directory. Ignored when BASE_DIRS is set."
},
{
"name": "BASE_DIRS",
"format": "string",
"description": "JSON array of document roots, e.g. [\"/docs/a\", \"/docs/b\"]. Takes precedence over BASE_DIR. An invalid value is a hard configuration error.",
"placeholder": "[\"/docs/a\", \"/docs/b\"]"
},
{
"name": "DB_PATH",
"format": "filepath",
"description": "LanceDB index directory. Defaults to <first root>/.minirag/lancedb, so each corpus gets its own index."
},
{
"name": "CACHE_DIR",
"format": "filepath",
"description": "Embedding model cache. Defaults to the platform user cache dir, so the ~220 MB model is downloaded once and shared."
},
{
"name": "MODEL_NAME",
"format": "string",
"default": "sentence-transformers/paraphrase-multilingual-MiniLM-L12-v2",
"description": "fastembed model id. Changing it makes existing vectors incompatible with new queries; pair with a new DB_PATH or a full re-ingest."
},
{
"name": "MAX_FILE_SIZE",
"format": "number",
"default": "104857600",
"description": "Per-file size limit in bytes, enforced before parsing."
},
{
"name": "CHUNK_TOKEN_BUDGET",
"format": "number",
"default": "110",
"description": "Retrieval-unit size in the embedding model's own tokens. Range 16-128; the ceiling is the model's trained sequence length."
},
{
"name": "RAG_HYBRID_WEIGHT",
"format": "number",
"default": "0.6",
"description": "Keyword weight in the weighted RRF fusion, range 0.0-1.0. 0 is vector-only; higher values raise the BM25 contribution."
},
{
"name": "RAG_GROUPING",
"format": "string",
"choices": [
"similar",
"related"
],
"description": "Result grouping filter. 'similar' keeps only the closest group; 'related' also keeps the next one. Unset means no grouping filter."
},
{
"name": "RAG_MAX_DISTANCE",
"format": "number",
"description": "Drop results whose vector distance exceeds this value. Lower is stricter. Unset means no distance filter."
},
{
"name": "RAG_MAX_FILES",
"format": "number",
"description": "Keep chunks from at most this many best-scoring files. Unset means no per-file filter."
},
{
"name": "RAG_INSTRUCTIONS_APPEND",
"format": "string",
"description": "Extra paragraph appended to the instructions the server hands the client at connect time, for corpus-specific guidance."
},
{
"name": "ALLOW_PRIVATE_URLS",
"format": "boolean",
"default": "false",
"description": "Let ingest_url fetch hosts resolving to loopback, link-local, private, reserved or unspecified addresses. Off by default."
}
]
}
],
"repository": {
"id": "1327083343",
"url": "https://github.com/sfrangulov/minirag-mcp",
"source": "github"
},
"websiteUrl": "https://github.com/sfrangulov/minirag-mcp#readme",
"description": "Local-first RAG MCP server: hybrid search over a folder of your own documents"
}