Koskamo

vecscope MCP

vecscope provides deterministic evidence about embedding spaces and vector indexes for agents, measuring hubness, anisotropy, collapse, distance concentration, and ANN recall. It runs locally on NumPy without requiring a model or network, diagnosing vector search implementation geometry and corpus hygiene to help agents trust retrieval results.

Package and access

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

vecscope MCP logo, by 076923Community listingLocal stdioSource reviewed; not executedPublished by 076923
Vendor documentation

What you can do with it

  • Diagnose embedding space geometry issues like hubness and collapse
  • Measure ANN recall and index performance for HNSW/IVF
  • Verify vector search implementation hygiene before agent deployment
  • Generate deterministic audit reports for retrieval quality

Source and maintenance

Community listingRegistry 0.11.0
mcp-registry: io.github.076923/vecscope@0.11.0Source repository
Maintenance checked

Packages and installation

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

vecscope 0.11.0

pypiuvx
vecscope package definition
{
  "version": "0.11.0",
  "transport": "stdio",
  "identifier": "vecscope",
  "runtimeHint": "uvx",
  "registryType": "pypi",
  "registryBaseUrl": "https://pypi.org",
  "packageArguments": [
    {
      "type": "positional",
      "value": "mcp"
    },
    {
      "name": "--allow-dir",
      "type": "named",
      "format": "filepath",
      "isRepeated": true,
      "description": "Directory the server may read embeddings, indexes and qrels from (repeatable). Without it only the working directory is readable"
    }
  ]
}

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.

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Cursor

Merge this local stdio configuration, replace every placeholder environment value, and restart Cursor. Koskamo has not executed this package.
Cursor configuration
{
  "mcpServers": {
    "vecscope-mcp": {
      "command": "uvx",
      "args": [
        "vecscope==0.11.0",
        "mcp"
      ]
    }
  }
}

Cline

Merge this local stdio configuration, replace every placeholder environment value, and restart Cline. Koskamo has not executed this package.
Cline configuration
{
  "mcpServers": {
    "vecscope-mcp": {
      "command": "uvx",
      "args": [
        "vecscope==0.11.0",
        "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": {
    "vecscope-mcp": {
      "type": "stdio",
      "command": "uvx",
      "args": [
        "vecscope==0.11.0",
        "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": {
    "vecscope-mcp": {
      "command": "uvx",
      "args": [
        "vecscope==0.11.0",
        "mcp"
      ]
    }
  }
}

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