“observability”

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

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

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

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.

Memorix

AVIDS2

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

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.

Hurricane reconnaissance data — HDOB flight observations, Vortex Data Messages, SFMR, and ATCF fixes

Hurricane reconnaissance data — HDOB flight observations, Vortex Data Messages, SFMR, and ATCF fixes

GFS-Wave (WAVEWATCH III) forecasts and NDBC buoy wave observations

GFS-Wave (WAVEWATCH III) forecasts and NDBC buoy wave observations

NOAA STOFS storm surge forecasts, observation validation, and OPeNDAP data

NOAA STOFS storm surge forecasts, observation validation, and OPeNDAP data

NOAA National Data Buoy Center observations: waves, SST, wind, pressure from 1,300+ stations

Vantio Optics — read-only Sight Loop observe for agents.