Monitoring & Observability

🚀 Debug server logs in under 30 seconds - AI-powered MCP server with rapid debugging, real-time monitoring, and actionable fixes

MCP server for CraftRift Verify API - verify websites, SSL certificates, DNS propagation, and API health

MCP server for the Beszel system/container monitoring tool

Behavioral trust scoring MCP server for 14,800+ MCP servers — runtime reliability, anomaly detection, and compliance reporting for the agent economy

Structured error recovery for MCP agents.

Gasoline MCP is an AI Debugger, Inspector, and Observability toolkit. It acts as Chrome DevTools for AI Agents using the Model Context Protocol (MCP).

evestack's control plane as an MCP server. Ask Claude Code why last night's agent run got denied, what it cost, and turn it into a regression test — over stdio, read-only by default.

Model Context Protocol (MCP) server for intelligent task management, evaluation scoring, and session-based workflow tracking. Seamlessly integrates with AI assistants to provide structured task orchestration, real-time progress monitoring, and comprehensi

Model Context Protocol server for AgentMinds — gives Claude Code, Cursor, Zed, and other MCP-aware AI clients native access to the AgentMinds cross-site collective intelligence pool. Push agent reports, pull personalised recommendations, browse the networ

A Model Context Protocol (MCP) server that provides tools for interacting with Amazon CloudWatch Logs services. This server enables AI Agent to manage CloudWatch log through a standardized interface using AWS SDK.

MCP server for Agent Zone — infrastructure knowledge for AI agents

MCP server for Proxmox homelab — modular, AI-extensible. 65+ tools across 17 domains.

A DVR and time-travel debugger for AI browser agents (MCP). Records every session — screen, DOM, network, console, storage — with provenance, so an agent can rewind to the moment it broke and see exactly what happened.

MCP server for VictoriaLogs - query logs using LogsQL

Structured CI failure summaries on PRs + compact test/build logs for AI agents. GitHub Action, CLI, MCP. ~80-95% fewer tokens on failures.

Latten Installer — a Codex-ready MCP server that provisions, scans, and instruments TypeScript AI apps so cost, reach, and blast radius show up in Latten. Every change lands as a reviewable PR you approve.

Capture browser console logs and expose them to AI via MCP — bridges Chrome extension console output to any MCP-compatible IDE

MCP server for browser inspection with Puppeteer - network monitoring and console error tracking

Ory plugin for Google Antigravity: scaffolding skills, a local Ory instance, and authentication, authorization, and audit for every tool call

MCP server that rafts logs, code, and tickets into investigation reports.