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  1. Home
  2. Browse
  3. Sentry MCP
  4. vs Llmprobe
Side-by-Side Model Context Protocol Comparison

Sentry MCP vs Llmprobe

In-depth architectural comparison of the Sentry MCP and Llmprobe 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

Sentry MCP
Monitoring · Local stdio
Quality: 49/100 (Fair) | Auth: API Key required
Llmprobe
Monitoring · Remote HTTP/SSE
Quality: 48/100 (Fair) | Auth: API Key required
Verdict Summary: Choose Sentry MCP if you need specialized Monitoring tools running via a local process. Choose Llmprobe 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?

Sentry MCP logo

Choose Sentry MCP when:

  • You need dedicated capabilities in the Monitoring domain.
  • You prefer local stdio subprocess transport architecture.
  • Your security boundary fits: API Key required (Free / Open Source).
  • You have access to required keys: SENTRY_ACCESS_TOKEN, EMBEDDED_AGENT_PROVIDER, OPENAI_API_KEY, ANTHROPIC_API_KEY, OPENROUTER_API_KEY, OPENROUTER_MODEL, OPENROUTER_REASONING_EFFORT, SENTRY_HOST.
  • Primary tools included: Remote MCP access through mcp.sentry.dev, Local stdio transport for Sentry, Error, issue, trace, and performance investigation.
Explore Sentry MCP Details
Llmprobe logo

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: .

Feature & Specification Comparison

Specification
Sentry MCP logo
Sentry MCP
getsentry
Monitoring
Llmprobe logo
Llmprobe
Jwrede
Monitoring
Summary
Category & ScopeMonitoringMonitoring
Quality signal

Tools & Capabilities Breakdown

Sentry MCP Tools (6)

Remote MCP access through mcp.sentry.dev
Local stdio transport for Sentry
Error, issue, trace, and performance investigation
AI-assisted event and issue search
Self-hosted Sentry host override
Selective skill disabling

Llmprobe Tools (6)

Measures TTFT, total latency, tokens per second, output tokens, and errors

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).

Sentry MCP Configuration
mcpServers (Claude Desktop / Cursor)
{
  "mcpServers": {
    "getsentry-sentry-mcp": {
      "command": "npx",
      "args": [
        "-y",
        "@sentry/mcp-server@latest"
      ],
      "env": {
        "SENTRY_ACCESS_TOKEN": "YOUR_SENTRY_ACCESS_TOKEN_HERE",
        "EMBEDDED_AGENT_PROVIDER": "YOUR_EMBEDDED_AGENT_PROVIDER_HERE",
        "OPENAI_API_KEY": "YOUR_OPENAI_API_KEY_HERE",
        "ANTHROPIC_API_KEY": "YOUR_ANTHROPIC_API_KEY_HERE",
        "OPENROUTER_API_KEY": "YOUR_OPENROUTER_API_KEY_HERE",
        "OPENROUTER_MODEL": "YOUR_OPENROUTER_MODEL_HERE",
        "OPENROUTER_REASONING_EFFORT": "YOUR_OPENROUTER_REASONING_EFFORT_HERE",
        "SENTRY_HOST": "YOUR_SENTRY_HOST_HERE"
      }
    }
  }
}
Llmprobe Configuration
mcpServers (Claude Desktop / Cursor)
{
  "mcpServers": {
    "jwrede-llmprobe": {
      "url": "https://api.groq.com/openai"
    }
  }
}

Frequently Asked Questions

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

More alternatives to Sentry MCPMore alternatives to LlmprobeMonitoring category hub

Related MCP Server Comparisons

Popular comparisons with Sentry MCP

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  • MCP Victoriametrics logoSentry MCP vs MCP Victoriametrics
  • MCP Victoriametrics logoSentry MCP vs MCP Victoriametrics

Popular comparisons with Llmprobe

Measures TTFT, total latency, tokens per second, output tokens, and errors, Supports OpenAI, Anthropic, Google, Azure OpenAI, AWS Bedrock, and OpenAI-compatible endpoints, Runs one-off probes or continuous monitoring intervals
Explore Llmprobe Details
49/100 (Fair)
48/100 (Fair)
Transport ProtocolLocal Subprocess (stdio)Remote HTTP/SSE
Auth RequirementAPI Key requiredAPI Key required
Pricing ModelFree / Open SourceFree / Open Source
Required Env Vars
SENTRY_ACCESS_TOKENEMBEDDED_AGENT_PROVIDEROPENAI_API_KEYANTHROPIC_API_KEYOPENROUTER_API_KEYOPENROUTER_MODELOPENROUTER_REASONING_EFFORTSENTRY_HOST
None required
Compatible Clients
Claude DesktopCursorWindsurfClineVS Code
Claude DesktopCursorWindsurfClineVS Code
Install path signalnpx · highRemote (HTTP/SSE) · high
Engagement & Health 3 views 0 copies 0 upvotes 858 stars 2 views 0 copies 0 upvotes 6 stars
Verified / OfficialCommunity ListingCommunity Listing
Open full listingView Sentry MCP ListingView Llmprobe Listing
Supports OpenAI, Anthropic, Google, Azure OpenAI, AWS Bedrock, and OpenAI-compatible endpoints
Runs one-off probes or continuous monitoring intervals
Provides table, JSON, JSONL, and terminal dashboard output
Generates Markdown reports with p50, p95, and p99 percentiles
Exports Prometheus and OpenTelemetry metrics
Heimdall MCP logo
Llmprobe vs Heimdall MCP
  • World Monitor logoLlmprobe vs World Monitor
  • Llmkit logoLlmprobe vs Llmkit
  • Byok Observability MCP logoLlmprobe vs Byok Observability MCP
  • Sentry.io integration for error tracking and performance monitoring
    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.