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minirag-mcp

L0· runs locally

Local-first RAG MCP server: hybrid search over a folder of your own documents

v0.6.1 · active · repository · website · descriptor JSON · versions

Runs on your machine: something must execute the package.Only local packages are published (npm, PyPI, OCI, …). The registry never executes them, so tools are unknown until you run it.
Quality–not scored
Trust91of 100
Packages1
Tools seen0

Connect

8 clients · secrets stay placeholders
{
  "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.

Quality – / 100not scored

Not scored: fewer than three checks apply, usually because no remote answered a credential-free probe or the server is a local package.

protocoln/a · weight 25
  • n/a
    protocol.modern, protocol.stateless, protocol.transport, protocol.list_ttlno remote answered a protocol handshake (not probed yet, unreachable, or local-only)
authorizationn/a · weight 15
  • n/a
    auth.prm, auth.as_metadata, auth.cimdno remote uses OAuth
  • n/a
    auth.secret_in_urlno templated URL
tool hygienen/a · weight 30
  • n/a
    tools.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)
stabilityn/a · weight 15
  • n/a
    stability.changes, stability.rug_pulltool list unknown
dependencies100 · weight 15
  • pass
    deps.known_vulnsno known advisory in 114 resolved packages
  • pass
    deps.mcp_sdk_versionmcp 2.2.0, no known advisory
  • pass
    deps.resolvable[email protected] resolved: 114 packages

Tool list unknown · checked 2026-10-20 18:06 UTC

Tool changes

No 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.

Trust 91 / 100

provenance90
livenessn/a
freshness85
hygiene100

+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.

Dependencies

[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.

Endpoints

packageregistryversionruntimesecrets
minirag-mcppypi0.6.1uvx

Tools (0)

No tools observed. Local packages are never executed by the registry.

Schemas: list_tools.

Similar MCP servers

Official server.json
{
  "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"
}