Monitoring & Observability

NestJS dynamic module for Model Context Protocol (MCP) integration

Publish ntfy notifications, read the message cache, and manage users and topic access

Encrata MCP Server — Email intelligence, monitoring, contact lists, and bulk email jobs for AI agents.

Structured execution trace and span logging for AI agents

Colter audits product pages for AI shopping agents and returns fixes, tests, and Evidence Packs.

n8n AI Agent node with native Langfuse integration: tracing + prompt management

Cut 79-91% of the input tokens your logs and command output cost. MCP server or drop-in proxy: park bytes outside the conversation, fetch exact slices, draw a slice as dense PNG pages when that is cheaper - and it says when plain text is cheaper instead.

Model Context Protocol server for Jaylog observability (logs, metrics, services, schedules)

Grafana MCP Server with comprehensive API access for dashboards, datasources, alerting, and observability

MCP server for Redis diagnostics — analyze memory usage, slowlog, client connections, and keyspace health with AI-powered recommendations

Ionhour MCP Server -- connect AI assistants to your uptime monitoring workspace

Generate MCP servers in TypeScript or Python from an OpenAPI spec, with OpenTelemetry or product analytics and tool curation built in.

Local observability for AI agent skill usage

Query Spanlens LLM observability from Cursor, Claude Desktop, or Continue via MCP.

Inspect, create and adjust Healthchecks cron and uptime checks, and read why one failed

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.

Transparent proxy for MCP servers — records every AI agent tool call and lets you browse, debug, and replay sessions in a live web UI.

A community MCP server for reliable, AI-friendly Warcraft Logs report analysis.

Vantio Optics — read-only Sight Loop observe for agents. Proofs, hosts, upgrade path.

MCP server for Linux system monitoring — CPU, memory, disk, network, processes, systemd services, and system logs for Claude, Cursor, and AI agents