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AI agent tools for monitoring and observability

In this catalog, a monitoring and observability tool is one that reads metrics, logs and traces, or traces agent and LLM calls. Our enrichment pass tags 291 listings with it: 118 MCP servers, 47 agent skills, 80 plugins, 7 agent frameworks and 39 AI agents. By listing rank, the top MCP server is Netdata, the top agent skill is caveman-evidence-review and the top plugin is Pixel Agents. 27 of the 291 are published by the vendor behind the product, and 207 were active in the last 30 days. 22 of the 118 MCP servers run only as remote servers, with nothing to install locally. Each entry below links to its listing page, with grades, install commands and sources.

Updated Oct 26, 2026 · Built from catalog data; how we rank and grade

What the job is

Tagged listings
291
By type
118 MCP servers, 47 agent skills, 80 plugins, 7 agent frameworks and 39 AI agents
Published by the vendor
27 of 291
Active in the last 30 days
207 of 291
Open source
234 of 291
MCP servers that run only remotely
22 of 118
Hosts named by the MCP servers
Claude Code (115), Cursor (115), VS Code (115)

Building blocks by type

The top entries of each type, by listing rank. Open a listing for its install command, grades and sources.

MCP servers 118 tagged

  1. 1
    Netdata

    netdata

    Real-time infrastructure monitoring with metrics, logs, alerts, and ML-based anomaly detection.

    • Most GitHub stars here (81,116)
    • Remote server, no local install
    • Active in the last 30 days

    ★ 81.1KLast active Oct 23, 2026Remote (HTTP)Claude Code, VS Code, Cursor, Windsurf

  2. 2
    openstatus

    openstatus.devOfficial

    Manage monitors, status pages, incidents and maintenances in your openstatus workspace.

    • Published by the vendor
    • 9.2K GitHub stars
    • Remote server, no local install

    ★ 9.2KLast active Oct 24, 2026Remote (HTTP)Claude Code, VS Code, Cursor, Windsurf

  3. 3
    kubeshark/mcp

    kubeshark

    Real-time Kubernetes network traffic visibility and API analysis for HTTP, gRPC, Redis, Kafka, DNS.

    • 12.1K GitHub stars
    • Active in the last 30 days
    • Open source (Apache-2.0)

    ★ 12.1KLast active Oct 21, 2026Local (stdio)Claude Desktop

  4. 4
    Measure

    measure.shOfficial

    Get to the root cause of mobile app crashes, errors & slow traces with Measure MCP

    • Published by the vendor
    • 1.4K GitHub stars
    • Remote server, no local install

    ★ 1.4KLast active Oct 21, 2026Remote (HTTP)Claude Code, VS Code, Cursor, Windsurf

  5. 5
    Superlog

    superlog.shOfficial

    Open-source agent that observes and fixes your application.

    • Published by the vendor
    • 1.5K GitHub stars
    • Remote server, no local install

    ★ 1.5KLast active Oct 15, 2026Remote (HTTP)Claude Code, VS Code, Cursor, Windsurf

Search MCP servers for monitoring and observability → All connectors

Agent skills 47 tagged

  1. 1

    Read-only review of Caveman Cloud evidence: cost, Cave Score, workflows, traces, latency, errors, routing, savings.

    • Largest repository here (114,786 stars)
    • Active in the last 30 days
    • Open source (Apache-2.0)

    ★ 114.8KLast active Oct 13, 2026Claude Code, Claude apps, Codex, Cursor +6

  2. 2
    audit-logging

    devops-skills

    Implement centralized audit logging and SIEM integration.

    • Repository has 48.4K stars
    • Active in the last 30 days
    • Open source (MIT)

    ★ 48.4KLast active Oct 24, 2026Claude Code, Claude apps, Codex, Cursor +6

  3. 3
    deepagents-thread-inspector

    langchain-aiOfficial

    Inspect and explain conversations in the local Deep Agents Code SQLite session store.

    • Published by the vendor
    • Repository has 30.6K stars
    • Active in the last 30 days

    ★ 30.6KLast active Oct 23, 2026Claude Code, Claude apps, Codex, Cursor +6

  4. 4
    nemo-relay-get-started

    NVIDIA Corporation and Affiliates

    Use this skill when first-time NeMo Relay users want help selecting and following an appropriate quick-start guide or verifying their first working integration.

    • Repository has 3.7K stars
    • Active in the last 30 days
    • Open source (Apache-2.0)

    ★ 3.7KLast active Oct 23, 2026Claude Code, Claude apps, Codex, Cursor +6

  5. 5

    Improve Plano tracing and debugging workflows.

    • Repository has 7.1K stars
    • Active in the last 30 days
    • Open source (Apache-2.0)

    ★ 7.1KLast active Oct 24, 2026Claude Code, Claude apps, Codex, Cursor +6

Search agent skills for monitoring and observability → All skills

Plugins 80 tagged

  1. 1
    Pixel Agents

    pablodelucca

    Pixel art office where your Claude Code agents come to life as animated characters

    • Most GitHub stars here (9,874)
    • Active in the last 30 days
    • Open source (MIT)

    ★ 9.9KLast active Oct 17, 2026VS Code, Cursor, Windsurf, VSCodium

  2. 2

    Quota monitor & cache manager for Google Antigravity IDE.

    • Active in the last 30 days
    • Open source (Apache-2.0)

    ★ 734Last active Oct 11, 2026VS Code, Cursor, Windsurf, VSCodium

  3. 3

    A premium, dashboard-style quota monitor for Antigravity AI.

    • 4.8K GitHub stars
    • Open source (MIT)

    ★ 4.8KLast active Jul 8, 2026VS Code, Cursor, Windsurf, VSCodium

  4. 4

    Orchestrate parallel AI coding agents from your editor.

    • 1.3K GitHub stars
    • Active in the last 30 days
    • Open source (Apache-2.0)

    ★ 1.3KLast active Oct 24, 2026VS Code, Cursor, Windsurf, VSCodium

Search plugins for monitoring and observability → All plugins

Agent frameworks 7 tagged

  1. 1
    Agno

    Agno

    Python framework and runtime for building agents, serving them over a REST API and MCP server, and managing them from a web control plane.

    • Most GitHub stars here (42,878)
    • Most weekly downloads here (519.4K)
    • Active in the last 30 days

    ★ 42.9K↓ 519.4K/wkLast active Oct 24, 2026

  2. 2
    judgeval

    JudgmentLabs

    Python SDK for tracing agents and scoring their traces with prompt-based judges, to find failures in production.

    • 1.1K GitHub stars
    • Active in the last 30 days
    • Open source (Apache-2.0)

    ★ 1.1K↓ 77.7K/wkLast active Oct 23, 2026

  3. 3
    VoltAgent

    VoltAgent

    TypeScript framework for AI agents with tools, memory, RAG, MCP and sub-agents, paired with a Cloud or self-hosted console.

    • 10.9K GitHub stars
    • Active in the last 30 days
    • Open source (MIT)

    ★ 10.9KLast active Sep 28, 2026

  4. 4
    Burr

    Apache Software Foundation

    Python framework that models an application as a state machine, with a trace UI and persisted state.

    • 2.6K GitHub stars
    • Active in the last 30 days
    • Open source (Apache-2.0)

    ★ 2.6K↓ 4.7K/wkLast active Oct 19, 2026

Search agent frameworks for monitoring and observability → All harnesses & sdks

AI agents 39 tagged

  1. 1
    HolmesGPT

    Robusta

    Open-source agent that investigates production incidents and finds root causes across Kubernetes, cloud and SaaS data sources.

    • Most GitHub stars here (3,678)
    • Active in the last 30 days
    • Open source (Apache-2.0)

    ★ 3.7KLast active Oct 22, 2026

  2. 2
    juggler

    juggler-ai

    Visual workbench for AI coding agents that shows every model call, with sessions run locally or on a server

    • Active in the last 30 days
    • Open source (AGPL-3.0)

    ★ 804Last active Oct 24, 2026

  3. 3
    ongrid

    ongridio

    Ops agent that finds the root cause of infrastructure problems, can fix them, and runs from Slack, Telegram or Lark

    • 1.2K GitHub stars
    • Active in the last 30 days
    • Open source (AGPL-3.0)

    ★ 1.2KLast active Oct 22, 2026

  4. 4
    Codeman

    Ark0N

    Self-hosted mission control that runs Claude Code, Codex, Gemini and other coding CLIs in tmux sessions, viewable from any browser

    • Active in the last 30 days
    • Open source (MIT)

    ★ 813Last active Oct 22, 2026

  5. 5
    tmux-ide

    wavyrai

    Open-source workspace that shows the status of coding agents such as Claude Code and Codex running in tmux panes.

    • Active in the last 30 days
    • Open source (MIT)

    ★ 555Last active Oct 24, 2026

Search AI agents for monitoring and observability → All agents

For business buyers: agents with stated pricing

Only agents whose listing states pricing are shown, with what the listing says. Check the publisher's pricing page before you buy.

AgentPricing in its listingSource
NeuBird HawkeyeNeuBirdUsage-based; $0 per month; pricing page checked Oct 2026Pricing page
PagerDuty AI AgentsPagerDutyPaid; $415 per month; pricing page checked Oct 2026Pricing page

Questions

What are the top tools for monitoring and observability?
By listing rank, the top MCP server is Netdata, the top agent skill is caveman-evidence-review and the top plugin is Pixel Agents. Rank weighs adoption, freshness, documentation and publisher identity; money never changes it.
How many tools does the catalog list for monitoring and observability?
291 listings are tagged for it: 118 MCP servers, 47 agent skills, 80 plugins, 7 agent frameworks and 39 AI agents. Tags come from an automated enrichment pass over the top-ranked listings, so tools outside that pass are not counted.
Which AI apps do the MCP servers work with?
Of the 118 MCP servers, 115 list Claude Code, 115 list Cursor and 115 list VS Code as a supported host. Open a listing for its install command and the other hosts it names.
Do the AI agents for monitoring and observability cost money?
Pricing is stated for 2 of the 39 agents: NeuBird Hawkeye (usage-based), PagerDuty AI Agents (paid). The other agents state no pricing in their listings.

291 listings are tagged for this use case; the lists above show the top entries.