“OpenTelemetry”

Typed Python SDK for building agents with swappable model providers, plus optional capabilities for memory, sub-agents, planning and durable execution.

Expert at making systems observable and debuggable.

Inspect lane health and tokens-per-delivered-task before a parallel wave or after a failed dispatch; report evidence without choosing a replacement model.

Open-source platform that runs MCP servers in isolated containers, with access policy and observability.

Python SDK for deploying agents to Amazon Bedrock AgentCore, a managed runtime with memory, gateway, tools and observability.

Sitelemetry

sitelemetry.comOfficial

OAuth website audits: security, SEO, AI visibility, integrations, accessibility and performance.

Kubernetes-native framework and runtime for building and running AI agents as Kubernetes custom resources.

OpenClaw gateway configuration reference.

Lightweight Python framework for composing AI agents and tools as small, typed pieces built on Instructor and Pydantic.

Python and TypeScript toolkit for calling any frontier LLM through one interface, with tools, structured output and tracing.

Query and debug observability data — traces, logs, metrics, dashboards, alerts — in ClickStack/HyperDX (local dev + VPS prod).

Kotlin and Java framework for AI agents with tools, graph workflows, MCP, streaming and multiplatform targets.

Python SDK for tracing agents and scoring their traces with prompt-based judges, to find failures in production.

Push records from apps, services, devices, or scripts directly into Unity Catalog Delta tables with Zerobus Ingest: SDKs (Python, TypeScript, Go, Java, Rust…

Configure and consume Monica health probes, logging, execution timing, metrics exporters, and runtime diagnostics in an application.

OpenAI Codex Rust coding patterns distilled from the codex-rs workspace.

Guide for instrumenting and operating observable software systems.

Makes a codebase propagate W3C baggage (the `baggage` header carrying `mirrord-session=<key>`) end to end, so mirrord HTTP filters, preview environments, and…

Python and TypeScript SDK that gives an AI agent a phone number, with pluggable LLM, speech and telephony providers.

CTO observability stack expertise - Prometheus metrics, Loki logs, Grafana dashboards.

Use when the user asks what IBM Bob consumed or did — Bobcoins, tokens, cost per model class, per task or subagent, tools used, commands flagged as dangerous…

Mesurer et persister la télémétrie réelle d'une tâche Backlog.md (appels, tokens, coût USD/EUR quand il existe, temps effectif vs pauses) depuis les…

Open framework for building and hosting production-grade AI agents and multi-agent workflows in .NET and Python.

Query, parse, and stream NVIDIA DGX Spark Grace Blackwell GB10 GPU metrics, thermals, VRAM, and NVLink telemetry.