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LLMxRay MCP

LLMxRay is a local, read-only MCP server that allows AI agents to diagnose issues with their recent Ollama calls. It provides insights into context window truncation, prompt caching efficiency, GPU resource contention, and agent conversation continuity, helping agents understand why previous steps may have failed or underperformed.

Package and access

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

LLMxRay MCP logo, by LogneBudoCommunity listingLocal stdioSource reviewed; not executedPublished by LogneBudo
Vendor documentation

Checks and signals

Each line is separate evidence, not a trust score.

  • Popularity 28 GitHub stars

What you can do with it

  • Diagnose context window truncation in long conversations
  • Identify prompt caching inefficiencies caused by changing timestamps
  • Detect GPU resource contention between multiple tools
  • Analyze agent conversation continuity across steps

Source and maintenance

Community listingRegistry 0.8.12Apache-2.0
mcp-registry: io.github.LogneBudo/llmxray@0.8.12Source repositoryProject website
Last repository push
Latest release
v0.8.12
Maintenance checked

Packages and installation

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

llmxray 0.8.12

npmnpx
llmxray package definition
{
  "version": "0.8.12",
  "transport": "stdio",
  "identifier": "llmxray",
  "runtimeHint": "npx",
  "registryType": "npm",
  "runtimeArguments": [
    {
      "type": "positional",
      "value": "-y"
    },
    {
      "type": "positional",
      "value": "-p"
    },
    {
      "type": "positional",
      "value": "llmxray"
    },
    {
      "type": "positional",
      "value": "llmxray-mcp"
    }
  ],
  "environmentVariables": [
    {
      "name": "LLMXRAY_URL",
      "format": "string",
      "default": "http://localhost:5174",
      "description": "The running LLMxRay server the tools read from (start it with `npx llmxray`)."
    },
    {
      "name": "OLLAMA_URL",
      "format": "string",
      "default": "http://localhost:11434",
      "description": "The Ollama daemon, for the list_local_models tool."
    }
  ]
}

Tools

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

No tool definitions available.

Maintenance history

Public check and source-refresh events. Editorial and ownership records remain private.

  • · repository · passed · metadata changed · updated
  • · backfill · recorded · Pre-expansion baseline; unobserved rich metadata remains unknown

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": {
    "llmxray-mcp": {
      "command": "npx",
      "args": [
        "-y",
        "llmxray@0.8.12"
      ],
      "env": {
        "LLMXRAY_URL": "<YOUR_LLMXRAY_URL>",
        "OLLAMA_URL": "<YOUR_OLLAMA_URL>"
      }
    }
  }
}

Cline

Merge this local stdio configuration, replace every placeholder environment value, and restart Cline. Koskamo has not executed this package.
Cline configuration
{
  "mcpServers": {
    "llmxray-mcp": {
      "command": "npx",
      "args": [
        "-y",
        "llmxray@0.8.12"
      ],
      "env": {
        "LLMXRAY_URL": "<YOUR_LLMXRAY_URL>",
        "OLLAMA_URL": "<YOUR_OLLAMA_URL>"
      }
    }
  }
}

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": {
    "llmxray-mcp": {
      "type": "stdio",
      "command": "npx",
      "args": [
        "-y",
        "llmxray@0.8.12"
      ],
      "env": {
        "LLMXRAY_URL": "<YOUR_LLMXRAY_URL>",
        "OLLAMA_URL": "<YOUR_OLLAMA_URL>"
      }
    }
  }
}

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": {
    "llmxray-mcp": {
      "command": "npx",
      "args": [
        "-y",
        "llmxray@0.8.12"
      ],
      "env": {
        "LLMXRAY_URL": "<YOUR_LLMXRAY_URL>",
        "OLLAMA_URL": "<YOUR_OLLAMA_URL>"
      }
    }
  }
}

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