AI tools for “observability”

…IoC hunting in logs/spans (dt-sec-ioc-hunting), K8s observability…

…Flutter app", "integrate Dynatrace Flutter", "mobile observability Flutter", "dynatrace_flutter_plugin", "Flutter session replay", "dynatrace_flutter_plugin_replay". Do NOT use for: querying Flutter RUM data (use…

…spans into Dynatrace", "onboard this agent app to AI Observability". Do NOT use for analyzing telemetry from an already-instrumented app (use dt-obs-genai) or for languages other than…

…React Native app", "integrate Dynatrace RN", "mobile observability React Native", "react-native-plugin", "dynatrace react native", "add Dynatrace to Expo", "instrument Expo app", "Dynatrace Expo setup", "React…

…already has. Use when the user asks to add Lens, tracing, observability, or per-turn traces to their agent, or asks why their Lens traces are…

Query an organization's observability data — logs, metrics, traces, profiles, dashboards, Kubernetes, SQL databases — with the incident.io telemetry tools. Use when answering a question that needs evidence from its…

…user asks to get started with MLflow, set up tracking, add observability, or integrate MLflow into their project. Triggers on "get started with MLflow", "set up MLflow", "onboard to MLflow", "add MLflow to my project",…

…Python, Rust, Node.js, Go, C FFI, CLI, configuration, and observability…

…Not for VPC configuration — use agents-build. Not for observability setup or missing logs — use…

…spanning multiple accounts, with end-to-end open-standards observability and cost allocation. Also helps reduce costs in high fan-out scenarios where multi-account forwarding adds cost. A serverless, managed…

…Engine). Do not use for raw usage reporting (use bigquery-observability), query execution plan analysis, error troubleshooting, or diagnosing why a specific job was slow (use…

…telemetry they want and just needs the query (use…

…with "metrics" in their name, or conceptual questions (use…

…"instrument OpenAI", "instrument Anthropic", "GenAI observability", "trace tool calling", "LLM token usage", "instrument embeddings", "trace MCP", "GenAI metrics", "instrument LangChain", "add GenAI spans",…

…including natural-language Grafana Assistant questions and observability investigations. Covers setup, OAuth authorization, read/write access scopes, choosing tools, and best practices for context window management.…

…or SDK usage, or (3) do any AI engineering task (AI observability, prompt engineering/management, evaluation and evaluator management, experimentation, dataset management, evaluation-driven CI/CD, feedback…

Migrate to Langfuse from another LLM observability/evals platform (LangSmith, Arize AX, Phoenix, Braintrust, Helicone, Promptfoo, ...). A one-off vendor switch: live tracing cutover plus transfer of historical traces,…

…stanzas, pre-baked detection-rule packs, and metrics observability (DOCA Telemetry). Argus is NVIDIA's currently- promoted runtime-security framework, superseding the older App Shield library; name it first for…

Add PostHog AI Observability to trace AI model usage. Use after implementing LLM features or reviewing PRs to ensure all generations are captured with token counts, latency, and costs. Also handles initial PostHog SDK…

…guardrails, query rewriting, models, search, ingestion, observability, summarization, reasoning, and…