أفضل Agent Observability Tools (2026)

Daniel Nikulshynبقلم Daniel Nikulshyn·تم التحديث يونيو 2026·تمت مراجعة 6 أداة

A curated guide to the best agent observability tools for monitoring, debugging, and evaluating AI agents and LLM-powered workflows in development and production.

Agent Observability Tools بالأرقام

6
الأدوات المُدرجة
50%
مجاني أو فريميوم
6
مع مراجعات المستخدمين

تشكيلة الأسعار

مجاني 2فريميوم 1مدفوع 2تواصل 1

أفضل Agent Observability Tools (2026)

  1. 1ClawWatcherReal-time OpenClaw monitoring that breaks down token spend, actions, and cost per task so you can spot waste and optimize prompts.
    4.8 (6)
  2. 2Trent AIAgentic AI security platform that continuously scans, judges, and mitigates risks across AI systems.
    4.8 (4)
  3. 3CICubeAI DevOps agent for better CI productivity, delivering actionable insights, detecting anomalies, and reducing downtime.
    4.5 (4)
  4. 4Wayfound AIAn AI agent management platform that enables businesses to create, monitor, and optimize AI agents for enhanced operational efficiency.
    4.5 (4)
  5. 5ManifestReal-time cost observability for OpenClaw agents: track tokens, actions, and spend with self-hosted deployment and alerts.
    4.4 (5)
  6. 6Crawl4AIAn open-source, LLM-friendly web crawler and scraper optimized for AI agents and data pipelines.
    4.4 (5)
1

ClawWatcher

Real-time OpenClaw monitoring that breaks down token spend, actions, and cost per task so you can spot waste and optimize prompts.

4.8 (6)
· freemium
ClawWatcher screenshot

ClawWatcher is a Agent Observability Tools tool listed on Agent Pantheon.

2

Trent AI

Agentic AI security platform that continuously scans, judges, and mitigates risks across AI systems.

4.8 (4)
· contact
Trent AI screenshot

Trent AI is an AI security platform built around specialized agents that work together to safeguard machine learning models and AI applications. Each agent handles a distinct role in the security lifecycle, from scanning for vulnerabilities to judging severity, mitigating issues, and evaluating outcomes. The platform is designed for continuous operation, providing ongoing assurance rather than point-in-time audits. By coordinating multiple agents, Trent AI aims to catch emerging threats, model weaknesses, and policy violations as AI systems evolve in production. It targets security teams, ML engineers, and compliance leads who need automated coverage across increasingly complex AI deployments.

  • Continuous AI system scanning
  • Severity judgment agent
  • Automated mitigation workflows
  • Post-mitigation evaluation
  • Multi-agent orchestration
  • Coverage across the AI security lifecycle
3

CICube

AI DevOps agent for better CI productivity, delivering actionable insights, detecting anomalies, and reducing downtime.

4.5 (4)
· paid
CICube screenshot

CICube is a Agent Observability Tools tool listed on Agent Pantheon.

4

Wayfound AI

An AI agent management platform that enables businesses to create, monitor, and optimize AI agents for enhanced operational efficiency.

4.5 (4)
· paid
Wayfound AI screenshot

Wayfound AI is a Agent Observability Tools tool listed on Agent Pantheon.

5

Manifest

Real-time cost observability for OpenClaw agents: track tokens, actions, and spend with self-hosted deployment and alerts.

4.4 (5)
· free
Manifest screenshot

Manifest is a Agent Observability Tools tool listed on Agent Pantheon.

6

Crawl4AI

An open-source, LLM-friendly web crawler and scraper optimized for AI agents and data pipelines.

4.4 (5)
· free
Crawl4AI screenshot

Crawl4AI is a Agent Observability Tools tool listed on Agent Pantheon.

تصفح جميع أدوات Agent Observability Tools الـ 6

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