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
- 1Netdata
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
AFreshness: A–Security: not graded yet - 2openstatus
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
AFreshness: A–Security: not graded yet - 3kubeshark/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
AFreshness: A–Security: not graded yet - 4
Measuremeasure.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
AFreshness: A–Security: not graded yet - 5Superlog
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
AFreshness: A–Security: not graded yet
Search MCP servers for monitoring and observability → All connectors
Agent skills 47 tagged
- 1caveman-evidence-review
JuliusBrussee
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
AFreshness: A–Security: not graded yet - 2audit-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
AFreshness: A–Security: not graded yet - 3deepagents-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
AFreshness: A–Security: not graded yet - 4nemo-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
AFreshness: A–Security: not graded yet - 5plano-observability-debugging
katanemo
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
AFreshness: A–Security: not graded yet
Search agent skills for monitoring and observability → All skills
Plugins 80 tagged
- 1
Pixel Agentspablodelucca
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
AFreshness: A–Security: not graded yet - 2
Antigravity PanelN2NS Lab
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
AFreshness: A–Security: not graded yet - 3
Antigravity Cockpitjlcodes
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
CFreshness: C–Security: not graded yet - 4
Bernstein — Multi-Agent Orchestrationalex-chernysh
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
AFreshness: A–Security: not graded yet
Search plugins for monitoring and observability → All plugins
Agent frameworks 7 tagged
- 1Agno
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
AFreshness: A–Security: not graded yet - 2judgeval
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
AFreshness: A–Security: not graded yet - 3VoltAgent
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
AFreshness: A–Security: not graded yet - 4Burr
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
AFreshness: A–Security: not graded yet
Search agent frameworks for monitoring and observability → All harnesses & sdks
AI agents 39 tagged
- 1HolmesGPT
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
AFreshness: A–Security: not graded yet - 2juggler
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
AFreshness: A–Security: not graded yet - 3ongrid
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
AFreshness: A–Security: not graded yet - 4Codeman
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
AFreshness: A–Security: not graded yet - 5tmux-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
AFreshness: A–Security: not graded yet
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.
| Agent | Pricing in its listing | Source |
|---|---|---|
| NeuBird HawkeyeNeuBird | Usage-based; $0 per month; pricing page checked Oct 2026 | Pricing page |
| PagerDuty AI AgentsPagerDuty | Paid; $415 per month; pricing page checked Oct 2026 | Pricing 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.