output
Build, debug, and evaluate durable LLM workflows
All Skills in This Repository (33)
Pure Emerald Level Indicatorsoutput-workflow-stop
Stop running Output SDK workflows by ID via the npx command.
output-error-direct-io
Move direct I/O operations in Output SDK workflows into step functions.
output-error-nondeterminism
Identify and fix non-deterministic patterns in Output SDK workflows.
output-credentials-env-vars
Resolve credential: references into environment variables at worker startup.
output-error-zod-import
Replace direct zod imports with @outputai/core in Output SDK workflows.
output-workflow-trace
Analyze Output SDK workflow traces to identify failures and performance bottlenecks.
output-meta-post-flight
Audit Output SDK workflows for step execution, conventions, and deliverables.
output-workflow-result
Retrieve completed Output SDK workflow results for post-run analysis.
output-workflow-run
Execute Output SDK workflows synchronously with inline or file-based JSON inputs.
output-dev-create-skeleton
Generates a standardized skeleton for new Output workflow projects.
output-error-missing-schemas
Detect missing inputSchema/outputSchema definitions in Output SDK workflows and guide fixes with examples.
output-error-try-catch
Remove try-catch blocks around Output SDK step calls to enforce retry policies.
Frequently Asked Questions
FAQPage SchemaHow to install Output?โผ
Run `npx skills add growthxai/output --all -g -y` in your terminal to install all skills in this suite globally.
What does the Output framework do?โผ
It is an open-source TypeScript framework for building reliable LLM workflows and agents with prompts, evals, tracing, cost tracking, and encrypted credentials built in. Temporal runs underneath, so failed workflows retry and resume automatically.
How do I debug a failing Output workflow?โผ
The included skills walk your agent through checking services, listing runs, reading execution traces, and matching errors to known fixes like wrong Zod imports or direct I/O in workflow code.
Does Output work with Claude Code?โผ
Yes. The framework is designed for AI coding agents, and every skill follows the standard SKILL.md format that works in Claude Code, Cursor, and similar tools.
Can I test LLM output quality automatically?โผ
Yes. Output includes an eval system with LLM-as-judge evaluators, dataset-driven offline tests, and skills for error analysis, judge validation, and eval suite audits.
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