Arize AI skill for production ML monitoring, embedding drift, and performance analysis.
Verifies that <
>'s backend services emit observability data per the observability contract: structured JSON logs with the required fields, /healthz and /readyz…
Verifies that <
> conforms to all 15 ASCENT invariants. The umbrella audit — delegates to ascent-layering-check, ascent-env-audit, and ascent-observability-check for…
Observability visualization with Grafana and the LGTM stack. Use for creating dashboards, configuring panels, writing LogQL/TraceQL queries, setting up data sources, dashboard…
Prometheus monitoring and alerting for cloud-native observability. Use for writing PromQL queries, configuring scrape targets, creating alerting and recording rules, instrumenting…
Export cost-tracking telemetry in Prometheus textfile or webhook JSON formats — for external observability (Grafana, Datadog, custom dashboards)
Set up Langfuse LLM observability to trace Claude API calls with costs, tokens, and latency
Guide observability setup, metrics design, and alerting configuration. Use when: new service instrumentation, SLO definition, alert design, maturity assessment.
Score observability across the four pillars — logs, metrics, traces, and alerts/dashboards — with per-service coverage heatmap. Cross-cutting synthesis.
**DEFAULT for observability-specific audits — dispatches auditor with observability focus.**
Make OpenClaw a reusable machine-global execution system for all VS Code Copilot agent chats, regardless of repository, by standardizing routing, observability, and decision…
Audits production systems for scale readiness — observability, performance, reliability, and operational maturity. For teams with traction preparing to grow.
Un skill simple pour commencer avec OpenClaw. Use when: vous voulez apprendre comment créer un skill, vous avez besoin d'un exemple minimal, vous testez le système de skills.
Create your observability and cost engineering skill in one prompt, then learn to improve it throughout the chapter
Diagnose and fix common Abridge clinical AI integration errors. Use when encountering EHR connectivity failures, note generation errors, audio streaming issues, or FHIR validation…
Optimize Abridge clinical AI costs through tier selection, session management, and usage monitoring for healthcare organizations.
Plan and execute Abridge integration upgrades and EHR migration procedures. Use when upgrading Abridge API versions, migrating between EHR systems, or handling breaking changes in…
Implement Abridge webhook handling for clinical documentation events. Use when receiving note completion notifications, encounter status changes, provider enrollment events, or…
Instruments code so production behavior is visible and diagnosable. Use when adding logging, metrics, tracing, or alerting.
Optimize Adobe API costs across Firefly Services (generative credits), PDF Services (document transactions), and Photoshop/Lightroom APIs.
Implement data handling for Adobe APIs including PII redaction in logs, Firefly content policy compliance, PDF document data classification, and GDPR/CCPA data subject access…
Configure Adobe enterprise identity with Admin Console SCIM provisioning, User Management API, product profile-based RBAC, and Federated ID with Azure AD or Google Workspace.
Set up comprehensive observability for Adobe API integrations with Prometheus metrics, OpenTelemetry traces, structured logging, and alert rules covering Firefly, PDF Services,…
Implement reliability patterns for Adobe APIs: circuit breakers for IMS/Firefly, idempotency for PDF Services operations, graceful degradation when Adobe is down, and dead letter…
Analyze, plan, and execute Adobe SDK upgrades — including the critical JWT-to-OAuth migration, PDF Services SDK v3-to-v4, and Photoshop API endpoint changes (cutout v1 to…
Create and manage production-ready Grafana dashboards for comprehensive system observability. Use when you need help with grafana dashboards. — from anubhavg-icpl/vibe
Use when your agent or environment is broken — wrong answers, errors, timeouts, tool failures, or CLI issues. Reads traces and logs to diagnose root causes.
Multi-provider LLM orchestration system with intelligent routing, fallback chains, cost optimization, and automatic observability.
Use when the user wants to list or search AI Observability conversations, inspect generations, manage evaluators (create, test, delete), set up evaluation rules, check scores, or…
Diagnose and fix common Alchemy SDK and Web3 API errors. Use when encountering rate limits, RPC failures, invalid parameters, or blockchain query errors with the Alchemy SDK.
Install the Alchemy SDK and configure API key authentication for Web3 development. Use when setting up blockchain API access, creating an Alchemy app, or configuring multi-chain…
Migrate from alchemy-sdk v2 to v3 and handle breaking changes. Use when upgrading Alchemy SDK versions, migrating from deprecated alchemy-web3, or adapting to new API patterns.
Implement Alchemy Notify webhooks for real-time blockchain event notifications. Use when tracking wallet activity, monitoring mined transactions, watching smart contract events,…
Diagnose and fix the top Algolia API errors: 400, 403, 404, 429, ApiError, RetryError, and indexing failures.
Implement Algolia data handling: record transforms, PII filtering before indexing, data retention, GDPR/CCPA compliance with Algolia's deleteByQuery and Insights deletion.
Configure Algolia enterprise access control: team-scoped API keys, Secured API Keys for multi-tenant RBAC, dashboard team management, and audit logging.
Configure Algolia across dev/staging/production: index prefixing, per-environment API keys, settings-as-code, and environment isolation guards.
Set up observability for Algolia: Prometheus metrics for search latency/errors, OpenTelemetry tracing, structured logging, and Grafana dashboards.
Upgrade algoliasearch from v4 to v5 with breaking change detection and codemod. Use when upgrading SDK versions, detecting deprecations, or migrating initIndex patterns.
Assess Alibaba Cloud workload reliability: multi-AZ ECS topology, SLB/ALB/NLB load balancing, Auto Scaling health policies, RDS/PolarDB HA failover, backup and cross-region DR,…
Run the AI-DLC `observability-setup` stage (operation phase) in isolation, without advancing the main workflow.
Data & product analytics workflow: event taxonomy design, instrumentation (Segment, PostHog, Mixpanel, Amplitude, GA4), analytics pipelines, funnel and retention analysis, and…
Diagnose and fix common Anima SDK design-to-code errors. Use when encountering Figma token errors, code generation failures, node not found issues, or output quality problems.
Install the Anima SDK and configure authentication for Figma-to-code generation. Use when setting up design-to-code automation, configuring Figma token access, or initializing the…
Set up iterative design-to-code development loop with Anima SDK. Use when rapidly iterating on Figma-to-code output, comparing framework outputs, or building a local preview…
Use Figma webhooks to trigger automatic Anima code generation on design changes. Use when building event-driven design-to-code pipelines, auto-generating components when Figma…
Debug complex Claude API issues including context window overflow, tool use failures, streaming corruption, and response quality problems.
Implement data privacy, PII handling, and compliance patterns for Claude API. Use when handling sensitive data, implementing PII redaction, or configuring data retention for…
Configure Anthropic enterprise organization management, Workspaces, and role-based access control for teams.
Configure a local development workflow for Anthropic Claude API projects. Use when setting up dev environment, configuring hot reload, or establishing a fast iteration cycle with…
Migrate to Claude API from OpenAI, Gemini, or other LLM providers. Use when switching from GPT-4 to Claude, migrating from Text Completions, or building a multi-provider…
Configure Claude API across dev, staging, and production environments with isolated keys, model routing, and spend controls per environment.
Set up observability for Claude API integrations with metrics, logging, and alerting for latency, cost, errors, and token usage.
Implement content policy guardrails, input/output validation, and usage governance for Claude API integrations.
Implement reliability patterns for Claude API: circuit breakers, graceful degradation, idempotency, and fallback strategies.
You are an SLO (Service Level Objective) expert specializing in implementing reliability standards and error budget-based engineering practices.
Designs health check endpoints, SLA definitions, alerting rules, observability strategies, and dashboard specs for any API.
Diagnose and fix common Apify Actor and API errors. Use when encountering run failures, API errors, proxy issues, or Actor crashes on the Apify platform.
Optimize Apify platform costs through memory tuning, compute unit management, and proxy budgeting. Use when analyzing Apify billing, reducing Actor run costs, or implementing…
Install and configure Apify SDK, CLI, and API client authentication. Use when setting up a new Apify project, configuring API tokens, or initializing apify-client / Apify SDK in…