Koskamo

Inference AIops MCP

A community-maintained MCP server providing governed GPU inference operations for vLLM, Ray Serve, SGLang, and TGI. It offers root-cause analysis for latency spikes, utilization diagnostics, and governance features including audit logs, budget guards, and risk-tier approvals. It reads Prometheus metrics directly without requiring a separate Prometheus server.

Package and access

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

Inference AIops MCP logo, by AIops-toolsCommunity listingLocal stdioSource reviewed; not executedPublished by AIops-tools
Vendor documentation

What you can do with it

  • Diagnose latency spikes by correlating queue depth and KV-cache pressure
  • Identify low GPU utilization and over-provisioned replicas
  • Manage scaling, draining, and hot-swapping with governance safeguards
  • Monitor health and request metrics for SGLang and TGI engines

Source and maintenance

Community listingRegistry 0.13.0
mcp-registry: io.github.AIops-tools/inference-aiops@0.13.0Source repository
Maintenance checked

Packages and installation

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

inference-aiops 0.13.0

pypi
inference-aiops package definition
{
  "version": "0.13.0",
  "transport": "stdio",
  "identifier": "inference-aiops",
  "registryType": "pypi"
}

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": {
    "inference-aiops-mcp": {
      "command": "uvx",
      "args": [
        "inference-aiops==0.13.0"
      ]
    }
  }
}

Cline

Merge this local stdio configuration, replace every placeholder environment value, and restart Cline. Koskamo has not executed this package.
Cline configuration
{
  "mcpServers": {
    "inference-aiops-mcp": {
      "command": "uvx",
      "args": [
        "inference-aiops==0.13.0"
      ]
    }
  }
}

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": {
    "inference-aiops-mcp": {
      "type": "stdio",
      "command": "uvx",
      "args": [
        "inference-aiops==0.13.0"
      ]
    }
  }
}

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": {
    "inference-aiops-mcp": {
      "command": "uvx",
      "args": [
        "inference-aiops==0.13.0"
      ]
    }
  }
}

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