Koskamo

vectorsearch MCP

A community MCP server that enables agents to store and retrieve text data in a Qdrant vector database using similarity search. It supports two main operations: storing information with optional metadata and finding relevant entries via plain-language queries. The server uses a deterministic hash-based function for local embeddings, ensuring self-consistency and offline capability without external embedding services.

Package and access

Local package with source-attributed installation metadata. Koskamo does not execute packages during review.

vectorsearch MCP logo, by CloudCorpRecordsCommunity listingLocal stdioSource reviewed; not executedPublished by CloudCorpRecords
Vendor documentation

What you can do with it

  • Store text information in a Qdrant database
  • Retrieve relevant information via similarity search
  • Manage named collections for data organization

Source and maintenance

Community listingRegistry 0.1.0
mcp-registry: io.github.CloudCorpRecords/vectorsearch@0.1.0Source repository
Maintenance checked

Packages and installation

Source-provided package data. Koskamo has not executed or live-probed this package.

ghcr.io/cloudcorprecords/vectorsearch:0.1.0

ocidocker
ghcr.io/cloudcorprecords/vectorsearch:0.1.0 package definition
{
  "transport": "stdio",
  "identifier": "ghcr.io/cloudcorprecords/vectorsearch:0.1.0",
  "runtimeHint": "docker",
  "registryType": "oci",
  "packageArguments": [
    {
      "type": "positional",
      "value": "mcp"
    }
  ],
  "runtimeArguments": [
    {
      "name": "--rm",
      "type": "named"
    },
    {
      "name": "-i",
      "type": "named"
    }
  ]
}

Tools

Reported by the attributed source; not independently observed by Koskamo.

No tool definitions available.

Connect from your client

Each snippet configures the same source-provided package; replace placeholders before use.

This server is operated by the named third party. Listing and endpoint checks are not an endorsement or a security audit. Review the operator's permissions, terms, and data handling before connecting. How listings are checked and corrected.

Cursor

Merge this local stdio configuration, replace every placeholder environment value, and restart Cursor. Koskamo has not executed this package.
Cursor configuration
{
  "mcpServers": {
    "vectorsearch-mcp-0-1-0": {
      "command": "docker",
      "args": [
        "run",
        "-i",
        "--rm",
        "ghcr.io/cloudcorprecords/vectorsearch:0.1.0",
        "mcp"
      ]
    }
  }
}

Cline

Merge this local stdio configuration, replace every placeholder environment value, and restart Cline. Koskamo has not executed this package.
Cline configuration
{
  "mcpServers": {
    "vectorsearch-mcp-0-1-0": {
      "command": "docker",
      "args": [
        "run",
        "-i",
        "--rm",
        "ghcr.io/cloudcorprecords/vectorsearch:0.1.0",
        "mcp"
      ]
    }
  }
}

VS Code

Merge this local stdio configuration, replace every placeholder environment value, and restart VS Code. Koskamo has not executed this package.
VS Code configuration
{
  "servers": {
    "vectorsearch-mcp-0-1-0": {
      "type": "stdio",
      "command": "docker",
      "args": [
        "run",
        "-i",
        "--rm",
        "ghcr.io/cloudcorprecords/vectorsearch:0.1.0",
        "mcp"
      ]
    }
  }
}

Claude Desktop

Merge this local stdio configuration, replace every placeholder environment value, and restart Claude Desktop. Koskamo has not executed this package.
Claude Desktop configuration
{
  "mcpServers": {
    "vectorsearch-mcp-0-1-0": {
      "command": "docker",
      "args": [
        "run",
        "-i",
        "--rm",
        "ghcr.io/cloudcorprecords/vectorsearch:0.1.0",
        "mcp"
      ]
    }
  }
}

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