“observability”

Turn observed behaviour into a compatibility contract.

Fresh human-observable information about physical places and conditions that may be stale online.

Audit the setup as it is actually used — session transcripts, skill/agent/MCP invocation counts, session shape, round-trip waste — and report ranked findings…

Implementation guide for production monitoring, error tracking, and health checks using Sentry and Pino.

Exercise faithful behavioral surfaces, compare observation points, and calibrate evidence and claims during software exploration.

Agent tracing, cost tracking, anomaly detection for LLM agents

Build a project-tailored **Observatory** — the live, watchable view of an autonomous Rapid build.

Applies disciplined observation to a situation — suspending interpretation to see what's actually there before deciding what it means.

Adds logging, metrics, tracing, and error reporting that let someone else diagnose a failure.

Migration monitoring, CDC, and observability infrastructure

Write CodeFlowMu EVAL observations with evidence, impact, confidence, and follow-up.

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

LLM Observability Orchestration Agent LangChain MCP server by getvda.ai

Quickly log something noticed mid-flow into the observations store.

Skill for writing gravitational-wave observational results papers for compact binary coalescence events (BNS, BBH, NSBH) detected by LIGO, Virgo, or KAGRA.

Preserve a meaningful raw input as append-only evidence with minimal capture context.

Uses a scope-constrained observe-only Chromium session to collect DOM, form, script, Network/XHR/Fetch, console and screenshot evidence without automatic…

Use when diagnosing PKG evaluator readiness, authz-graph freshness, snapshot alignment, or SeedCore policy runtime health without changing runtime state.

Generate detailed functional observations for in-scope artifacts.

Build an evidence-backed view of data freshness, lineage, quality, logs, and verification receipts.

Run unprompted factory observe ticks and process open missions.

Observe desktop and OS state for agentic workflows.

GAIP Listing Observer

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Behind Second Look (preview): a shop's product page as clean data, source checks, price history.

Use for backend, server, database, deployment, proxy, auth, validation, timeout, external API, and log-based debugging.