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…
Use when auditing and fixing logging in a scope — missing observability, INFO bloat that doesn't scale, stale or wrong-level messages, payload dumps on routine paths.
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…
Add a new entry to the known-pitfalls catalog that pitfalls-check audits against. Verifies the correct pattern against the Strapi source before adding, and confirms with the user.
Audit a documentation file against the known-pitfalls list: common mistakes, outdated patterns, deprecated APIs.
Audits production systems for scale readiness — observability, performance, reliability, and operational maturity. For teams with traction preparing to grow.
Run the full end-to-end observability setup for a service after its telemetry is already flowing into SigNoz — sequence SLI/SLO capture, data exploration (RED/USE), focused…
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…
Agent-actionable reference for ACM-AI's 6-tool observability stack. Teaches how to query traces, inspect graph state, debug Pydantic failures, and analyze costs programmatically.
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
Inspects and manages Grafana Agent Observability resources via gcx: conversations, generations, evaluators, rules, scores, and templates.
Sets up production evaluation and guardrails for a DEPLOYED AI agent in Grafana Agent Observability, grounded in the agent's own code and its real ingested traffic.
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.
LLM observability with Langfuse — OpenTelemetry-based tracing, evaluations, prompt management, datasets, and production best practices — from agents-inc/skills
Owns shared observability/runtime reporting for diagnostics, inventory, identifiers, logs, and DAG export. Use when deterministic diagnostics or inventory exports are required.
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,…
Investigates a triggered observability alert and returns a structured diagnosis with likely cause, scope, and next steps.
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…