Aha! integration. Manage data, records, and automate workflows. Use when the user wants to interact with Aha! data.

Design, build, document, and ship SDKs. Use when creating a client library, planning a breaking change, or reviewing SDK quality. It does not build a CLI (that's `devrel-tooling`) or an MCP server (that's `mcp-server-craft`).

Build MCP servers an agent can call. Use when designing tools, choosing stdio vs Streamable HTTP, or hardening an MCP server. It does not design a generic SDK (that's `sdk-craft`).

Build developer CLIs and API collections. Use when adding commands, completions, or generating a Postman collection from routes. It does not design the SDK API (that's `sdk-craft`).

Receive and verify Absorb LMS webhooks. Use when setting up an Absorb LMS webhook endpoint, verifying the absorb-signature header (HMAC-SHA256 of the raw body), debugging signature failures on Test Webhook requests, or handling events like UserCreated, CertificateAwarded and EnrollmentCompletedbyAdmin.

Receive and authenticate 100ms webhooks. Use when setting up a 100ms (live video) webhook endpoint, checking the secret header you configure in the 100ms dashboard, debugging 401s, or handling events like peer.join.success, peer.leave.success, session.open.success, session.close.success, recording.success and hls.started.success.

Add an SBOM Policy Enforcement (SscaEnforcement / CdSscaEnforcement) step to an existing Harness pipeline to verify SBOM attestations and apply OPA SBOM policy sets. Supports CI, Security, and CD (Deployment) including CI-only pipelines — if no Deploy stage exists, add one via Phase 3b (service, environment, infra, containerized step group) then place CdSscaEnforcement before deploy. Supports container images and repositories from Artifact Registry, Third-Party registries (docker, ECR, GCR, GAR, ACR), and Git. Matches Pipeline Studio SBOM Policy Enforcement UI. Only works with existing pipelines (may append a Deploy stage). Use when asked to enforce SBOM policies, add SBOM policy enforcement, verify SBOM attestation in pipeline, or block non-compliant components. Trigger phrases: enforce SBOM, SBOM policy enforcement, SBOM policy step, verify SBOM policy, SscaEnforcement, add policy enforcement after SBOM.

Use when working with Chaos Engineering steps inside a Harness pipeline. Covers ChaosFault, ChaosProbe, ChaosAction steps (DRTest stages), the Chaos step (DRTest stages), and DRTest stage/pipeline structure. Use when the user asks to add, modify, or create chaos steps, fault injection, probes, or disaster recovery test pipelines. Do not use for standalone Chaos Experiment create or edit; use chaos-experiment for those. Trigger phrases: DR test, DRTest pipeline, disaster recovery test, chaos step, ChaosFault step, ChaosProbe step, ChaosAction step.

Azure AI Agents Persistent SDK for .NET. Low-level SDK for creating and managing AI agents with threads, messages, runs, and tools.

Azure AI Agents Persistent SDK for .NET. Low-level SDK for creating and managing AI agents with threads, messages, runs, and tools.

Azure AI Content Understanding SDK for Python. Use for multimodal content extraction from documents, images, audio, and video.

Azure AI Content Understanding SDK for Python. Use for multimodal content extraction from documents, images, audio, and video.

Azure AI Agents Persistent SDK for .NET. Low-level SDK for creating and managing AI agents with threads, messages, runs, and tools.

Build a native macOS app using xcodebuild from the command line. Use this skill whenever the user asks to build, compile, or check if their macOS project compiles successfully. Also use it when the user asks to fix build errors, verify changes compile, or run a debug build. Trigger on phrases like "build the app", "does it compile", "run xcodebuild", "fix build errors", or even just "build".

Push records from apps, services, devices, or scripts directly into Unity Catalog Delta tables with Zerobus Ingest: SDKs (Python, TypeScript, Go, Java, Rust, C++, .NET), REST, OTLP, MQTT, Arrow Flight, or Apache Kafka-compatible producer APIs, with no message bus to run. Use to stream events, telemetry, logs, IoT data, CDC, or columnar batches into Databricks in near real time; connect existing collectors and log shippers (OpenTelemetry, Debezium, Vector, Telegraf, Cribl); replace a message bus that only feeds the lakehouse; or debug Zerobus auth, schema, throughput, or delivery issues.

Databricks Model Serving endpoint lifecycle and ops. Use when asked to: CRUD serving endpoints (CLI or MLflow Deployments client); configure traffic routing for A/B / canary deploys and zero-downtime version swaps; retrieve OpenAPI schemas; inspect logs, metrics, or permissions; manage legacy AI Gateway rate limits (not Unity Gateway); discover Foundation Model API endpoints at runtime; integrate endpoints into Databricks Apps; or stream from off-platform clients (Vercel AI SDK v6, standalone Node.js). NOT for: Unity Gateway CRUD and management (databricks-unity-gateway), training, MLflow autologging, UC registration, custom PyFunc/ResponsesAgent authoring (databricks-ml-training); Knowledge Assistants/Supervisor Agents (databricks-agent-bricks); MLflow evaluation (databricks-mlflow-evaluation).

Wire n8n error handling so failures are loud, structured, and recoverable. Use when building any webhook/API workflow, a scheduled or unattended workflow, or any path where a silent failure would drop user-visible work — and whenever the user mentions error handling, onError, continueErrorOutput, error branches/outputs, retries, retryOnFail, Respond to Webhook status codes, 4xx/5xx, Error Trigger, or "my workflow fails silently". Covers per-node error outputs and wiring, retry/self-healing, error-trigger workflows, and 4xx/5xx response shapes.

Build AI agents and knowledge bases for Falcon Foundry apps. TRIGGER when user asks to "create an AI agent", "add a Foundry agent", "build a knowledge base", "give my agent documents", "expose a collection as an agent tool", "expose an API operation to an agent", "put my agent in Charlotte", "expose an agent as a tool for other agents", "delete an agent or knowledge base", runs `foundry agents create`, `foundry agents delete`, `foundry knowledge-bases create`, or `foundry knowledge-bases delete`, or needs help with the `ai.agents` / `ai.knowledge_bases` manifest blocks, agent system prompts, agent input/output formats, agent exposure, or agent tool references. DO NOT TRIGGER for Fusion SOAR workflow YAML — use workflows-development. DO NOT TRIGGER for serverless function handlers — use functions-development. DO NOT TRIGGER for designing a collection schema itself — use collections-development, then return here to wire the collection up as an agent tool.

Automate Agiled tasks via Rube MCP (Composio). Always search tools first for current schemas.

Finds, reads, and reconstructs coding-agent sessions across Codex, Claude, OpenCode, OMO/Senpi, and other local agent logs. Use when asked to find or search past sessions, transcripts, or subagent runs, or to recover what an earlier session did.