“observability”

Unified observability gateway for AI agents — Prometheus, Loki & more, with anomaly detection.

AI agent observability with deterministic record/replay for debugging agent failures.

New Relic MCP server for observing AI coding assistants (Claude Code, Cursor, Copilot, etc.)

Observability for incident agents — query Loki (LogQL), Prometheus (PromQL), Elasticsearch.

Agent observability: structured logging, cost tracking, and compliance audit trails

Trace AI agent execution: every tool call, every error, every dollar.

Governed Prometheus + Grafana ops: PromQL, alerts, dashboards, RCA; 39 tools.

MCP server for querying logs from observability platforms with unified search and tracing

Agentry.sh Observability

fr33dr4g0n

Canonical Agentry discovery for coding agents: analytics, errors, deploys, and automation.

Agent tracing, cost tracking, anomaly detection for LLM agents

NWS surface wind observations (ASOS/AWOS) via Weather.gov and Iowa Environmental Mesonet APIs

Mushroom Observer MCP server.

Verified memory for coding agents: briefed before each task, proven by checks, gated on change.

Watch video and live sessions, keep timestamped evidence, and verify an agent's own work.

Verifiable execution for AI agents: Ed25519-signed work contracts and audit trails.

MCP server for Langfuse LLM observability — trace and observation analysis.

Get US weather forecasts, active alerts, and current observations.

Search iNaturalist sightings, identification threads, phenology, and look-alike species.

Add OpenTelemetry tracing to Python AI agents.

Memorix

AVIDS2

Local-first project memory with legacy MCP and 2026 discovery compatibility.

Smarter Weather MCP: forecasts, alerts, outlooks, observations, AQI, grids, and map imagery.

Verify a running web app from the inside over MCP: look, act, observe, assert.

Constitutional AI Governance with 13 enforced floors (F1-F13) and tri-witness consensus for LLMs.

BetterDB MCP server - Valkey observability for Claude Code and other MCP clients