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trajectory-monitor

MCP Tool

Mars375/trajectory-monitor

Analyse les trajectoires d'exécution des agents LLM — detect anomalies, score quality, expose MCP

Install

$ npx loaditout add Mars375/trajectory-monitor

Platform-specific configuration:

.claude/settings.json
{
  "mcpServers": {
    "trajectory-monitor": {
      "command": "npx",
      "args": [
        "-y",
        "trajectory-monitor"
      ]
    }
  }
}

Add the config above to .claude/settings.json under the mcpServers key.

About

trajectory-monitor

Analyse les trajectoires d'exécution des agents LLM — détecte les anomalies, score la qualité, expose une interface MCP.

Installation
cd trajectory-monitor
pip install -e .
Usage
CLI
# Analyze OpenClaw cron jobs (auto-detects paths)
python -m trajectory_monitor.cli analyze

# Specify custom paths
python -m trajectory_monitor.cli analyze /path/to/jobs.json --runs-dir /path/to/runs

# JSON output
python -m trajectory_monitor.cli analyze --json
Example Report (Real Data)
============================================================
  TRAJECTORY MONITOR — Session Analysis Report
  Generated: 2026-04-07T10:50:21Z
============================================================

  Jobs analyzed: 44
  Total signals: 39 (7 critical, 30 warnings)
  Average quality score: 58/100

────────────────────────────────────────────────────────────
  Job                                 Score Grade Signals
────────────────────────────────────────────────────────────
  forge-imagine                          17     F       1
  forge-chantier-memos                   64     C       1
  forge-chantier-mcp-audit               75     B       0
  forge-scout-needs                      74     C       0
  ...

  SIGNALS DETECTED
  ────────────────────────────────────────────────────────
  [forge-chantier-memos]
    ⚠️ [crash_repeat] Same error repeated 2x: Write to <path> failed

  [orphan:4a10627b]
    🔴 [crash_repeat] Same error repeated 13x: cron: job execution timed out
    ⚠️ [loop] Similar output repeated 24x — possible loop

  [orphan:2a20474b]
    ⚠️ [token_bloat] Output tokens growing: 655→12647 (19.3x)
============================================================
Signals Detected

| Signal | Description | |--------|-------------| | crash_repeat | Same error pattern repeated across consecutive runs (🔴 ≥3x, ⚠️ 2x) | | loop | Similar output repeated 3+ times without progression | | stagnation | Job enab

Tags

agent-monitoringcronllmmcpobservability

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Quality Signals

0
Installs
Last updated6 days ago
Security: BREADME
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Safety

Risk Levelmedium
Data Access
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Network Accessnone

Details

Sourcegithub-crawl
Last commit4/8/2026
View on GitHub→

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