Agently-Skills

Use when a model-powered product, assistant, automation, evaluator, or workflow request still needs the right Agently owner, execution shape, or project boundary chosen. Also use for explicit low-frequency TaskDAG or DynamicTask requests.

Use to design, understand, tune, or audit a non-trivial model workflow, including framework-undecided designs, partial implementations, and production reviews: model-node responsibilities, input/output completeness, data-flow correctness or redundancy, model-versus-Host/workflow ownership, topology, evidence, lifecycle, concurrency, or observed execution effects. The user need not say Prompt review or name Agently. Use agently-request for one request family and agently-triggerflow for already-decided executable orchestration details.

Use when migrating an existing LangChain, LangGraph, LlamaIndex, or CrewAI system into Agently and mapping each source behavior to its actual request, runtime, context/storage, or TriggerFlow owner.

Use for Agently request-side setup and contracts: model settings, Prompt/input/output design, effect tuning, missing or redundant context, structured output, LongContent, auto_continue, response reuse, streaming, TTS/STT audio, session memory, embeddings, and retrieval within one request family. Use agently-design for cross-node data flow and model/Host ownership.

Use for Agently runtime extensions: AgentExecution plugins and final review/artifact policies, Actions and MCP, Shell/BashExecutor and PowerShell permissions, ExecutionResource lifecycle, TaskWorkspace, RecordStore, auto_func and KeyWaiter, FastAPIHelper, or optional DevTools observation.

Use for Agently-Stage process-local task lifetime and sync/async interop: Stage scopes and handles, settlement/cancellation, StageCallBridge and StageStream, Tunnel replay channels, or local EventEmitter listeners. Choose this even inside TriggerFlow when a provider-owned sync wrapper bridges an async SDK; use TriggerFlow for application workflow orchestration or persistence.

Use when developer-owned execution needs inspectable branching, concurrency, joins, waits, approval, retry, runtime streams, pause/resume, recovery, or mixed sync/async orchestration. Use agently-stage instead when a provider-owned sync wrapper only bridges an async SDK.

Use when a business metric comparison must be written from structured evidence with explicit evidence references and limitations.