What is the key difference between Calories Club: AI Food Tracker and Opik MCP?

Calories Club: AI Food Tracker belongs to the Monitoring category with local stdio execution, while Opik MCP belongs to the Monitoring category with local stdio execution.

How do I install Calories Club: AI Food Tracker or Opik MCP 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 Calories Club: AI Food Tracker and Opik MCP free or paid?

Calories Club: AI Food Tracker operates under a Free / Open Source model (No auth required). Opik MCP operates under a BYOK (Pay Provider Direct) model (API Key required).

Which MCP server has more tools and community activity?

Calories Club: AI Food Tracker lists 0 tools with 1 views and 0 GitHub stars. Opik MCP lists 1 tools with 1 views and 221 GitHub stars.

Can I use both Calories Club: AI Food Tracker and Opik MCP 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

Calories Club: AI Food Tracker vs Opik MCP

In-depth architectural comparison of the Calories Club: AI Food Tracker and Opik MCP 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

Calories Club: AI Food Tracker

Monitoring · Local stdio

Quality: 37/100 (Fair) | Auth: No auth required

Opik MCP

Monitoring · Local stdio

Quality: 61/100 (Good) | Auth: API Key required

Verdict Summary: Choose Calories Club: AI Food Tracker if you need specialized Monitoring tools running via a local process. Choose Opik MCP if your workspace requires Monitoring integration with local subprocess execution. Both servers can be configured concurrently in your client's mcpServers manifest.

Which MCP Server Should You Choose?

Choose Calories Club: AI Food Tracker when:

You need dedicated capabilities in the Monitoring domain.
You prefer local stdio subprocess transport architecture.
Your security boundary fits: No auth required (Free / Open Source).

Explore Calories Club: AI Food Tracker Details

Choose Opik MCP when:

You need dedicated capabilities in the Monitoring domain.
You prefer local stdio subprocess transport architecture.
Your security boundary fits: API Key required (BYOK (Pay Provider Direct)).
You have access to required keys: OPIK_API_KEY, OPIK_WORKSPACE, COMET_WORKSPACE, COMET_URL_OVERRIDE, OPIK_URL, OPIK_MCP_ANALYTICS_SOURCE.
Primary tools included: read_skill.

Explore Opik MCP Details

Feature & Specification Comparison

Specification	C Calories Club: AI Food Tracker Monitoring	Opik MCP Comet-ML Monitoring
Summary	AI-powered calorie tracking with photo recognition, barcode scanning, and voice logging	Use natural language to explore LLM observability, traces, and monitoring data captured by Opik.
Category & Scope	Monitoring	Monitoring

Tools & Capabilities Breakdown

Calories Club: AI Food Tracker Tools (0)

No explicit tool names declared in metadata yet. Check project README on main listing page.

Opik MCP Tools (1)

read_skill

Read one of the Opik agent skills bundled with this server

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).

Calories Club: AI Food Tracker Configuration

mcpServers (Claude Desktop / Cursor)

{
  "mcpServers": {
    "calories-club-ai-food-tracker-2": {
      "command": "npx",
      "args": [
        "-y",
        "calories-club-ai-food-tracker-2"
      ]
    }
  }
}

Opik MCP Configuration

mcpServers (Claude Desktop / Cursor)

{
  "mcpServers": {
    "comet-ml-opik-mcp": {
      "command": "npx",
      "args": [
        "-y",
        "opik-mcp"
      ],
      "env": {
        "OPIK_API_KEY": "YOUR_OPIK_API_KEY_HERE",
        "OPIK_WORKSPACE": "YOUR_OPIK_WORKSPACE_HERE",
        "COMET_WORKSPACE": "YOUR_COMET_WORKSPACE_HERE",
        "COMET_URL_OVERRIDE": "YOUR_COMET_URL_OVERRIDE_HERE",
        "OPIK_URL": "YOUR_OPIK_URL_HERE",
        "OPIK_MCP_ANALYTICS_SOURCE": "YOUR_OPIK_MCP_ANALYTICS_SOURCE_HERE"
      }
    }
  }
}

Frequently Asked Questions

Calories Club: AI Food Tracker is categorized under Monitoring and uses a local stdio subprocess. In contrast, Opik MCP belongs to Monitoring using local stdio subprocess. Select Calories Club: AI Food Tracker when you need capabilities focused on monitoring and Opik MCP when you require tools for monitoring.

More alternatives to Calories Club: AI Food Tracker More alternatives to Opik MCP Monitoring category hub