AgentIndex icon
AgentIndex
dunetrace logo
dunetrace
★ 68
vs
unraid-mcp logo
unraid-mcp
★ 142

dunetrace vs unraid-mcp

dunetrace: Dunetrace monitors every run of AI agents in real-time, detecting structural failures like tool loops, retry storms, and context bloat within 15 seconds of completion. It fires alerts via Slack or webhook, provides plain-English explanations, and offers one-click fixes through Langfuse or GitHub PRs.; unraid-mcp: This MCP server translates tool calls into Unraid GraphQL queries and mutations over HTTP and WebSocket. It provides a comprehensive set of actions for system inspection, health checks, array management, Docker, VM, notifications, and more. Destructive operations require explicit confirmation to prevent accidents.

01

TL;DR

dunetrace logo
dunetraceObservability · ★ 68

Monitor production AI agents for silent failures like tool loops and cost spikes

Read dunetrace full review →
unraid-mcp logo
unraid-mcpObservability · ★ 142

System inspection and monitoring

Read unraid-mcp full review →
02

Side-by-Side Comparison

Field
dunetrace logodunetrace
unraid-mcp logounraid-mcp
Category
Observability
Observability
Stars
★ 68
★ 142
License
NOASSERTION
MIT
Install Command
git clone https://github.com/dunetrace/dunetrace && cd dunetrace && cp .env.example .env && docker compose build && docker compose up -d
pip install unraid-mcp
Updated
1mo ago
1d ago
Open Source
Yes
Yes
Website
↗ Visit
↗ Visit
GitHub
↗ GitHub
↗ GitHub
Tags
agent-observability, ai, ai-agents
ai, claude-code, claude-code-plugins
03

Features

dunetrace logodunetrace
01Real-time monitoring with 15-second alert latency
0217 automatic structural detectors (no configuration needed)
03Diagnose with plain-English explanations and LLM-powered root-cause analysis (via Langfuse)
04One-click fix application (prompt version or GitHub PR)
05Policies for mid-run guardrails (cost cap, tool call limit)
unraid-mcp logounraid-mcp
01GraphQL-backed MCP server for Unraid
02Unified tool with action/subaction routing for all operations
03Live telemetry via WebSocket subscriptions
04Destructive actions require explicit confirmation
05Multiple transport modes: streamable HTTP, stdio, SSE
04

Use Cases

dunetrace logodunetrace
↳Monitor production AI agents for silent failures like tool loops and cost spikes
↳Automatically detect and alert on agent behavioral anomalies
↳Quickly diagnose and fix agent issues with one-click actions
unraid-mcp logounraid-mcp
↳System inspection and monitoring
↳Parity check management
↳Docker container lifecycle management
FAQ

FAQ

What is the difference between dunetrace and unraid-mcp?
Both dunetrace and unraid-mcp are in the Observability category. dunetrace has 68 stars, while unraid-mcp has 142 stars.
Which is better, dunetrace or unraid-mcp?
The best choice depends on your use case. Choose dunetrace if Monitor production AI agents for silent failures like tool loops and cost spikes, and unraid-mcp if System inspection and monitoring.
Is dunetrace free or open source?
Yes, dunetrace is open source on GitHub (NOASSERTION).
Is unraid-mcp free or open source?
Yes, unraid-mcp is open source on GitHub (MIT).
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Related

Alternatives to dunetrace →Alternatives to unraid-mcp →dunetrace details →unraid-mcp details →