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Best Monitoring AI tools

Watching systems in production — metrics, health checks, monitors and the alerts they raise. The 13 highest-ranked of the 13 apps tagged Monitoring in the Onei AI catalogue.

Everything tagged Monitoring: apps, skills and MCP servers

  1. Session replay, error tracking and vision-AI agents in one SDK — agents watch real user sessions on a schedule, file the bugs they find and post to Slack.

    Also: Observability, QA · Editor's pick

  2. An AI on-call agent that drops read-only probes into running production code, capturing live variable snapshots and stack context without a redeploy or a restart.

    Also: Developers, Observability · Editor's pick

  3. Agentic IDE that runs coding agents, self-healing QA tests and production monitoring in one workspace so fixes reach a PR automatically.

    Also: Coding Agent, QA

  4. Tatva Labs Inc.

    Continuous automated QA for voice and chat AI agents, from pre-launch simulation to live call monitoring.

    Also: Developers, Evaluation, QA · Editor's pick

  5. Security scanner and runtime monitor for AI agents that audits skills, MCP servers and CLI tools for malicious code and prompt injection.

    Also: Agents

  6. Dataiku

    Finds every AI agent an enterprise is running across AWS, Databricks, Google, Microsoft, Salesforce and Snowflake, then measures and risk-ranks them.

    Also: Agents, Compliance, Observability

  7. Open-source, OpenTelemetry-native observability platform for logs, metrics and traces — with first-class tracing for LLM calls and agent runs.

    Also: Observability, Open Source

  8. An OpenTelemetry-native control plane for AI agents that enforces policy mid-run instead of paging you after the incident, with cost attribution and EU AI Act evidence built in.

    Also: Agents, Compliance, Observability

  9. Reads your production chat and voice agent conversations to surface the silent failures, frustration loops and policy breaches that offline evals never catch.

    Also: Agents, Evaluation, Observability

  10. Zeabur, Inc.

    A shared DevOps workspace where AI agents investigate incidents and operate AWS, GCP and Kubernetes under IAM scoping, approval gates and a full audit trail.

    Also: Compliance

  11. Harsha Chaganti

    Watch and approve Claude Code, Codex and OpenCode sessions running on your Mac from an iPhone, with live transcripts and push notifications.

    Also: Coding Agent, Developers

  12. fizzy718

    Free, open-source macOS menu bar app that shows live status for every parallel Codex task, so you can see which agent needs you without reopening Codex.

    Also: Coding Agent, Developers, Open Source

  13. Prefactor Pty Ltd

    Agent observability and evaluation that scores every production run for quality, drift and risk — and can pause or block a risky action before it executes.

    Also: Compliance, Developers, Evaluation

How this list is ranked

Ranked by editorial weight (0–100), plus 5 points per bookmark up to 10, plus or minus up to 20 for the average review rating; ties go to featured apps, then the most recently updated. Discontinued apps are never ranked.

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