Create evaluator functions in evaluators.ts for Output SDK workflows. Use when implementing quality assessment, validation logic, or content evaluation.
Workflow folder structure conventions for Output SDK. Use when creating new workflows, organizing workflow files, or understanding the standard project layout.
Pick the right LLM model for an Output SDK prompt file. Use when writing a new .prompt file, reviewing a model choice, or upgrading a stale model.
Create .prompt files for LLM operations in Output SDK workflows. Use when designing prompts, configuring LLM providers, or using Liquid.js templating.
Create step functions in steps.ts for Output SDK workflows. Use when implementing I/O operations, error handling, HTTP requests, or LLM calls.
Create types.ts files with Zod schemas for Output SDK workflows. Use when defining input/output schemas, creating type definitions, or fixing schema-related errors.
Bulk-upgrade the model field across .prompt files to the latest version of each prompt's existing family.
Calculate and display the cost of an Output SDK workflow execution run. Use when checking LLM token costs, API service costs, or total spend for a specific workflow run.
Create workflow.ts files for Output SDK workflows. Use when defining workflow functions, orchestrating steps, or fixing workflow structure issues.
Anti-laziness enforcement — bans placeholder patterns (// ..., // TODO, // rest of code), enforces complete code generation, handles token-limit splits cleanly.
Fix direct I/O in Output SDK workflow functions. Use when workflow hangs, returns undefined, shows "workflow must be deterministic" errors, or when HTTP/API calls are made…
Fix HTTP client misuse in Output SDK steps. Use when seeing untraced requests, missing error details, axios-related errors, or when HTTP calls aren't being properly logged and…
Fix missing schema definitions in Output SDK steps. Use when seeing type errors, undefined properties at step boundaries, validation failures, or when step inputs/outputs aren't…
Fix non-determinism errors in Output SDK workflows. Use when seeing replay failures, inconsistent results between runs, "non-deterministic" error messages, or workflows behaving…
Fix try-catch anti-pattern in Output SDK workflows. Use when retries aren't working, errors are being swallowed, seeing unexpected FatalError wrapping, or when step failures don't…
Fix Zod schema import issues in Output SDK workflows. Use when seeing "incompatible schema" errors, type errors at step boundaries, schema validation failures, or when schemas…
Audit an existing eval suite for trustworthiness. Use when inheriting evals, suspecting evals miss real failures, or after significant pipeline changes.
Design diverse eval datasets using dimension-based variation. Use when bootstrapping eval datasets, when real traces are sparse, or when existing datasets miss edge cases.
Systematically review workflow traces to identify failure modes before building evaluators. Use when starting an eval project, after significant pipeline changes, or when…
Design effective LLM judge .prompt files for evaluators. Use when creating judgeVerdict/judgeScore/judgeLabel prompts, or when existing judges produce unreliable results.
Validate LLM judges against human labels using TPR/TNR metrics and train/dev/test splits. Use after writing a judge prompt to verify it agrees with human judgment.
Pick the right output file format (PNG / JPG / WebP / OpenEXR / TIFF) per use case based on bit depth, compression, transparency, and consumer support.
Reusable Discord-safe output formatting for cron briefings and reports — emoji section headers, box-drawing separators, color-coded tables, tone tags, and a structural recipe that…
Gibt das Subsumtionsergebnis auf Englisch oder Franzoesisch aus. Enthaelt obligatorischen Hinweis auf nicht-amtliche Uebersetzung und Abweichung von deutschen Originalnormen.
Erzeugt Ausgaben im juristischen Schriftsatzstil auf Deutsch: Antrag-Begruendung-Beweismittel-Struktur, Subsumtionsdarstellung im Vier-Schritt, Zitierweise nach BGH-Standard,…
Strukturhilfe für eine Klageschrift aus Bereicherungsrecht nach §§ 812 ff. BGB: Rubrum, Klageantrag auf Zahlung oder Herausgabe, Begründung mit…
Druckreifes KI-VO-Konformitätspaket erzeugen: interne Konformitätsbescheinigung, EU-Konformitätserklärung nach Art.
Muster EU-Konformitaetserklaerung fuer Hochrisiko-KI-Systeme nach Art. 47 i.V.m. Anhang V KI-VO: Pflichtinhalt Identifikation des Systems Verweis auf harmonisierte Normen…
Erzeugt den finalen Prüfvermerk zum Meinungsfall mit Sachverhalt, Wortlaut, Kontext, Normen, Rechtsprechung, Subsumtion, Risikoampel, Belegliste, Alternativformulierungen und…
Erzeugt interne Aktennotiz (Rechtsmemo) oder externen Mandantenbrief als Ausgabe der Subsumtion. Klarer Unterschied: Memo fuer interne Nutzung mit juristischer Tiefe;…
Post-flight validation for Output SDK workflow operations. Systematic verification of step completion, convention compliance, quality validation, and deliverable verification.
Pre-flight validation checks for Output SDK workflow operations. Ensures conventions are followed, requirements are gathered, and quality gates are passed before workflow…
Comprehensive guide to Output.ai Framework for building durable, LLM-powered workflows orchestrated by Temporal.
Upgrade a project between versions of the Output framework. Use when the user asks to upgrade, migrate, or move to a newer Output version.
Generiert das abschliessende Pruefdokument des KI-VO-Workflows: Pflicht-Header keine Rechtsberatung Ergebnistabelle mit Risikoklasse Rolle Pflichten offene Punkte.
Erzeugt das vollstaendige Pruefungsdokument mit Pflicht-Kopfhinweis: kein Rechtsgutachten, kein Rechtsrat, nur mechanische Pruefung anhand Nutzerangaben.
Workflow zur strukturierten Aufnahme, Priorisierung und Ausgabe im Thema Output Rechtstexte Risikoampel Tickets. — from Klotzkette/claude-fuer-deutsches-recht
Независимый аудит результата любого скилла по его чек-листу. Используй после завершения скилла для проверки качества output.
Overrides default LLM truncation behavior. Enforces complete code generation, bans placeholder patterns, and handles token-limit splits cleanly.
Workflow zur strukturierten Aufnahme, Priorisierung und Ausgabe im Thema Output Vertragsentwurf Memo Anzeige. — from Klotzkette/claude-fuer-deutsches-recht
Workflow zur strukturierten Aufnahme, Priorisierung und Ausgabe im Thema Output Vorstandsvorlage Behördenbrief Klage. — from Klotzkette/claude-fuer-deutsches-recht
Pflicht-Header und Warnblock für alle Prüfungsdokumente dieses Plugins: Keine Rechtsberatung, nur mechanische Prüfung, Vorbehalt unvollständiger Sachverhalte und falscher Normwahl.
List all available Output SDK workflows in the project. Use when discovering what workflows exist, checking workflow names, exploring the project's workflow structure, or when…
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.
Get the result of an Output SDK workflow execution. Use when retrieving the output of a completed workflow, getting the return value, or checking what a workflow produced after…
Start an Output SDK workflow asynchronously without waiting for completion. Use when starting long-running workflows, getting a workflow ID for later monitoring, running workflows…
Check the status of an Output SDK workflow execution. Use when monitoring a running workflow, checking if a workflow completed, or determining workflow state (RUNNING, COMPLETED,…
Stop a running Output SDK workflow execution. Use when cancelling a workflow, stopping a long-running process, terminating a stuck workflow, or when you need to abort a workflow…
Outscraper integration. Manage Organizations. Use when the user wants to interact with Outscraper data.
Outseta integration. Manage Persons, Organizations, Deals, Leads, Projects, Activities and more. Use when the user wants to interact with Outseta data.
Evaluate CEOs and companies using Thorndike's Outsider framework. Trigger on: \"Is this CEO a good capital allocator?\", \"How should a company use excess cash?\", \"Should…
Externe Dienstleister außerhalb reiner IKT prüfen: Auslagerung, sonstiger Fremdbezug, Datenschutz, Bankgeheimnis, SLA, Prüfungsrechte, Kündigung, Business Continuity und…
FinTech-Outsourcing und Bank-as-a-Service prüfen: Rollen, KWG/ZAG, White Label, Auslagerung, Vertrieb, AML, Kundenkommunikation, Haftung und Exit.
OutSystems integration. Manage data, records, and automate workflows. Use when the user wants to interact with OutSystems data.
Phân tích khung hình bằng vision LLM không phải Gemini để đề xuất vị trí text/image/video overlay tránh che chủ thể và tránh vùng unsafe, dùng khi cần quyết định placement cho…
Isolate agent file-system writes using OverlayFS and bubblewrap (bwrap). Core directories mounted read-only; all agent writes go to RAM-backed tmpfs.
Overledger integration. Manage data, records, and automate workflows. Use when the user wants to interact with Overledger data.
Overloop integration. Manage Organizations, Pipelines, Users, Goals, Filters. Use when the user wants to interact with Overloop data.
Autonomous, long-running loop that drives a goal to completion while the user is away. Repeats AUDIT -> FIX -> VERIFY -> COMMIT (calling the /audit skill each round) until…
Autonomous overnight development pipeline. Analyzes a feature idea and selects the right pipeline pattern (Sequential, Continuous Claude, Ralphinho, or Infinite Loop).