Native telemetry first
Register the SDK's OpenTelemetry integration, map what it already emits, and extend only the gaps. Version-check every option.
Premium skill
Observe your AI SDK agent in production
Production observability for AI SDK agents: native telemetry extended with tool spans, per-user cost attribution, privacy-safe capture, and failure traces that become eval fixtures.
- Plan
- Premium
- Access
- Gated
- Install
- Tokenized
- Authored files
- 9
Install
Install with skills CLIPremium skills install through a short-lived private link.
$ npx skills add … --skill observe-ai-sdk-agentOpen Premium install
Sign in with Premium to generate a fresh install link.
Filesystem
Browse the authored file tree — tools, references, and evals included. Source unlocks with Premium.
SKILL.mdmarkdownUnlock skill source
Browse every authored SKILL.md with premium.
File tree for observe-ai-sdk-agent stays visible so you can see the pack before unlocking.
What you get
Cost you can attribute
Propagate user and feature identity through context. Compute spend from usage with dated price config, not hardcoded tables.
Failures become evals
Sample errors at 100 percent, sanitize traces, and emit fixtures in the Build AI SDK Agent Evals dataset shape for Optimize.
Detect, do not enforce
Cost-spike, error-rate, and latency alerts notify. Budget caps, routing, and blocking stay out of scope.
See production agents clearly
The skill sits in the lifecycle spine between Evaluate and Optimize: production traces become eval fixtures and baseline evidence.
A multi-step support agent whose tool calls finally show up in one trace.
A cost spike you can attribute to a user and a feature without grepping logs.
Empty serverless dashboards fixed by flush-before-freeze, not re-instrumentation.
Last week's production failures turned into sanitized regression fixtures.
Stop flying blind in production
Available with Premium. The private install link expires; the downloaded skill does not. Generate a fresh link when you want to update it.
Other Premium skills
Lifecycle skills and UI craft skills
- PlanPlan AI SDK AgentBefore you write agent code
- BuildAISDK AgentsImplementing agents, chat apps, and streaming UIs
- EvaluateBuild AI SDK Agent EvalsProtecting critical agent journeys before you optimize
- OptimizeOptimize AI SDK AgentImproving quality, speed, cost, or reliability with proof
- InstructWrite Agent PromptsAgents that ignore instructions or run on folklore prompts
- Chat UIBetter Chat UIBuilding or reviewing the conversation surface
- Generative UIBetter Generative UITurning model output into interactive product UI
- IngestIngest Messy DocumentsPDF, scan, and table-heavy corpora feeding RAG or extraction
- GroundGround AI SDK AgentMaking an agent answer from your data with proof
- MemoryAgent MemoryAgents that should remember users across sessions
- ExposeBuild MCP ServerMaking your product agent-accessible
- ExtractExtract Structured DataInvoices, resumes, contracts, forms, and free text to typed data
- ShipShip AI SDK on CloudflareGetting an AI SDK agent into production on Cloudflare
- ShipShip AI SDK on AWSGetting an AI SDK agent into production on AWS
- MobileAI SDK on MobileShipping AI SDK chat in an Expo or React Native app
- MigrateMigrate to AI SDKLeaving LangChain, the Assistants API, or hand-rolled LLM code