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outputai
Workflow development tools
Skills
50 in the Claude listing
Output build workflow
Implement an Output SDK workflow from a plan document.
Output credentials edit
View and edit encrypted credentials in an Output.ai project.
Output credentials env vars
Wire encrypted credentials to environment variables using the credential: convention.
Output credentials init
Initialize encrypted credentials for an Output.ai project.
Output debug workflow
Debug Output SDK workflow issues.
Output dev agent class
Use the Agent class for multi-step tool loops, conversation history, streaming progress, and reusable LLM agents.
Output dev code style
Code style conventions for Output SDK workflow projects.
Output dev create skeleton
Generate workflow skeleton files using the Output SDK CLI.
Output dev credentials
Store and reference encrypted secrets in Output SDK workflows using @outputai/credentials.
Output dev eval testing
Create offline evaluation tests for Output SDK workflows using @outputai/evals.
Output dev evaluator function
Create evaluator functions in evaluators.ts for Output SDK workflows.
Output dev folder structure
Workflow folder structure conventions for Output SDK.
Output dev http client create
Create shared HTTP clients in src/shared/clients/ for Output SDK workflows.
Output dev llm streaming
Implement LLM text streaming in Output workflow steps with generateTextWithStreaming, Agent.generateWithStreaming, streamText, or Agent.stream.
Output dev model selection
Pick the right LLM model for an Output SDK prompt file.
Output dev prompt file
Create .prompt files for LLM operations in Output SDK workflows.
Output dev scenario file
Create test scenario JSON files for Output SDK workflows.
Output dev skill file
Create .md skill files for Output framework's lazy-loaded instruction system.
Output dev step function
Create step functions in steps.ts for Output SDK workflows.
Output dev types file
Create types.ts files with Zod schemas for Output SDK workflows.
Output dev upgrade prompt models
Bulk-upgrade the model field across .prompt files to the latest version of each prompt's existing family.
Output dev workflow cost
Calculate and display the cost of an Output SDK workflow execution run.
Output dev workflow function
Create workflow.ts files for Output SDK workflows.
Output error direct io
Fix direct I/O in Output SDK workflow functions.
Output error http client
Fix HTTP client misuse in Output SDK steps.
Output error missing schemas
Fix missing schema definitions in Output SDK steps.
Output error nondeterminism
Fix non-determinism errors in Output SDK workflows.
Output error try catch
Handle errors caught in Output workflows without losing failure context.
Output error zod import
Fix Zod schema import issues in Output SDK workflows.
Output eval audit
Audit an existing eval suite for trustworthiness.
Output eval dataset design
Design diverse eval datasets using dimension-based variation.
Output eval error analysis
Systematically review workflow traces to identify failure modes before building evaluators.
Output eval judge prompt
Design effective LLM judge .prompt files for evaluators.
Output eval validate judge
Validate LLM judges against human labels using TPR/TNR metrics and train/dev/test splits.
Output meta post flight
Post-flight validation for Output SDK workflow operations.
Output meta pre flight
Pre-flight validation checks for Output SDK workflow operations.
Output meta project context
Comprehensive guide to Output.ai Framework for building durable, LLM-powered workflows orchestrated by Temporal.
Output migrate
Upgrade a project between versions of the Output framework.
Output plan workflow
Use when the user asks to create, build, generate, scaffold, or plan a new workflow.
Output services check
Verify Output SDK development services are running.
Output workflow list
List all available Output SDK workflows in the project.
Output workflow reset
Re-run an Output SDK workflow from after a specific completed step, creating a new run that replays up to that point and re-executes subsequent steps.
Output workflow result
Get the result of an Output SDK workflow execution.
Output workflow run
Execute an Output SDK workflow synchronously and wait for the result.
Output workflow runs list
List Output SDK workflow execution history.
Output workflow start
Start an Output SDK workflow asynchronously without waiting for completion.
Output workflow status
Check the status of an Output SDK workflow execution.
Output workflow stop
Stop a running Output SDK workflow execution.
Output workflow trace
Analyze Output SDK workflow execution traces.
Output workflow trace file
Read and render the output of a local Output SDK workflow trace file as clean readable markdown.
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