What is the key difference between Llmprobe and MCP Victoriametrics?

Llmprobe belongs to the Monitoring category with cloud HTTP/SSE execution, while MCP Victoriametrics belongs to the Monitoring category with cloud HTTP/SSE execution.

How do I install Llmprobe or MCP Victoriametrics in Claude Desktop or Cursor?

Copy the mcpServers JSON configuration snippet provided on this page into your claude_desktop_config.json or ~/.cursor/mcp.json file and restart your AI client.

Are Llmprobe and MCP Victoriametrics free or paid?

Llmprobe operates under a Free / Open Source model (API Key required). MCP Victoriametrics operates under a Free / Open Source model (No auth required).

Which MCP server has more tools and community activity?

Llmprobe lists 4 tools with 2 views and 6 GitHub stars. MCP Victoriametrics lists 6 tools with 2 views and 236 GitHub stars.

Can I use both Llmprobe and MCP Victoriametrics together in the same MCP host?

Yes! MCP hosts like Claude Desktop, Cursor, Windsurf, Cline, and VS Code support configuring multiple servers under the mcpServers object simultaneously.

Side-by-Side Model Context Protocol Comparison

Llmprobe vs MCP Victoriametrics

In-depth architectural comparison of the Llmprobe and MCP Victoriametrics MCP servers. Compare execution transports, security boundaries, tool capabilities, quality scores, and ready-to-paste client installation snippets for Claude, Cursor, Windsurf, and VS Code.

At a Glance & Executive Verdict

Llmprobe

Monitoring · Remote HTTP/SSE

Quality: 53/100 (Good) | Auth: API Key required

MCP Victoriametrics

Monitoring · Remote HTTP/SSE

Quality: 45/100 (Fair) | Auth: No auth required

Verdict Summary: Choose Llmprobe if you need specialized Monitoring tools running via a hosted cloud SSE transport. Choose MCP Victoriametrics if your workspace requires Monitoring integration with remote web transport. Both servers can be configured concurrently in your client's mcpServers manifest.

Which MCP Server Should You Choose?

Choose Llmprobe when:

You need dedicated capabilities in the Monitoring domain.
You prefer remote streaming HTTP/SSE transport architecture.
Your security boundary fits: API Key required (Free / Open Source).
Primary tools included: probe_all, probe_model, list_providers.

Explore Llmprobe Details

Choose MCP Victoriametrics when:

You need dedicated capabilities in the Monitoring domain.
You prefer remote streaming HTTP/SSE transport architecture.
Your security boundary fits: No auth required (Free / Open Source).
You have access to required keys: VM_INSTANCE_ENTRYPOINT, VMC_API_KEY, VM_INSTANCE_TYPE, MCP_SERVER_MODE, MCP_LISTEN_ADDR.
Primary tools included: Read-only VictoriaMetrics API access, Metric, label, and series exploration, Alert and recording rule analysis.

Feature & Specification Comparison

Specification	Llmprobe Jwrede Monitoring	MCP Victoriametrics Monitoring
Summary	Synthetic monitoring for LLM inference endpoints. Measure TTFT, latency, throughput, and errors across OpenAI, Anthropic, Google, Azure, Bedrock, and local servers (vLLM, SGLang, Ollama). CLI + MCP server with Prometheus and OpenTelemetry export.	MCP Server for VictoriaMetrics. Provides integration with VictoriaMetrics API and documentation
Category & Scope	Monitoring

Tools & Capabilities Breakdown

Llmprobe Tools (4)

probe_all

Probe all configured endpoints from `probes.yml`. Returns TTFT, latency, throughput, and health status for every model. Accepts an optional `config` parameter for a custom config path.

probe_model

Probe a single model without a config file. Requires `provider`, `model`, and `api_key_env`. Supports optional `base_url` for OpenAI-compatible endpoints and optional `label` for display.

list_providers

List all providers and models in the config file with their thresholds. Use this to discover available models before probing.

get_config

Return the full parsed configuration including defaults, providers, models, and thresholds.

MCP Victoriametrics Tools (6)

Read-only VictoriaMetrics API access

Ready-to-Paste Client Configurations

Paste either (or both) of these JSON server blocks into your client config file (e.g. claude_desktop_config.json or ~/.cursor/mcp.json).

Llmprobe Configuration

mcpServers (Claude Desktop / Cursor)

{
  "mcpServers": {
    "jwrede-llmprobe": {
      "url": "https://api.groq.com/openai"
    }
  }
}

MCP Victoriametrics Configuration

mcpServers (Claude Desktop / Cursor)

{
  "mcpServers": {
    "mcp-victoriametrics": {
      "url": "https://play-mcp.victoriametrics.com/mcp"
    }
  }
}

Frequently Asked Questions

Llmprobe is categorized under Monitoring and uses a remote streaming HTTP/SSE transport. In contrast, MCP Victoriametrics belongs to Monitoring using remote streaming HTTP/SSE transport. Select Llmprobe when you need capabilities focused on monitoring and MCP Victoriametrics when you require tools for monitoring.

More alternatives to Llmprobe More alternatives to MCP Victoriametrics Monitoring category hub