finetuneReference tool for devtools — covers intro, quickstart, patterns and more. Quick lookup for Finetune concepts, best practices, and implementation patterns.
Install via ClawdBot CLI:
clawdbot install ckchzh/finetuneGrade Fair — based on market validation, documentation quality, package completeness, maintenance status, and authenticity signals.
Calls external URL not in known-safe list
https://bytesagain.comAudited Apr 17, 2026 · audit v1.0
Generated Mar 21, 2026
A company fine-tunes a language model to handle customer inquiries by preparing datasets with system prompts for tone, user questions, and assistant responses. This ensures consistent, accurate support automation across channels like chat and email.
An e-learning provider uses the tool to create fine-tuning datasets for generating personalized study materials, quizzes, and explanations. It helps automate content creation for subjects like coding or language learning, tailored to student levels.
A law firm prepares datasets to fine-tune models for drafting contracts, summarizing cases, or answering legal queries. The tool validates data for accuracy and formats it to ensure compliance with legal standards and terminology.
A healthcare organization builds datasets to train AI models for preliminary patient symptom assessment and appointment scheduling. The tool helps ensure data quality and privacy by validating entries before deployment.
An e-commerce platform uses the tool to fine-tune models for generating product descriptions, ad copy, and personalized recommendations. It augments data to create varied content that aligns with brand voice and customer segments.
Offer the tool as a cloud-based service with tiered subscriptions for teams managing fine-tuning datasets. Revenue comes from monthly fees based on data volume, advanced features like augmentation, and integration with AI platforms.
Provide consulting to businesses for setting up and optimizing fine-tuning workflows, including custom dataset preparation and validation. Revenue is generated through project-based fees and ongoing support contracts.
Release a free version with basic commands like prepare and validate, then charge for advanced features such as augmentation, detailed stats, and multi-format exports. Revenue comes from one-time purchases or in-app upgrades.
💬 Integration Tip
Integrate with existing CI/CD pipelines by running validate before deployments to catch data issues early, and use export to feed datasets directly into training frameworks like Hugging Face or OpenAI.
Scored Jun 19, 2026
Control desktop applications on Windows — launch, close, focus, resize, move windows, simulate keyboard/mouse input, manage processes, control VSCode, read clipboard, and capture screen info. Use when the user wants to interact with any running program, switch windows, type text, press shortcuts, open files in VSCode, manage running processes, or get system display information.
Conduct rigorous, adversarial code reviews with zero tolerance for mediocrity. Use when users ask to "critically review" my code or a PR, "critique my code", "find issues in my code", or "what's wrong with this code". Identifies security holes, lazy patterns, edge case failures, and bad practices across Python, R, JavaScript/TypeScript, SQL, and front-end code. Scrutinizes error handling, type safety, performance, accessibility, and code quality. Provides structured feedback with severity tiers (Blocking, Required, Suggestions) and specific, actionable recommendations.
Coding style memory that adapts to your preferences, conventions, and patterns for consistent coding.
Pragmatic coding standards for writing clean, maintainable code — naming, functions, structure, anti-patterns, and pre-edit safety checks. Use when writing new code, refactoring existing code, reviewing code quality, or establishing coding standards.
Claude Code integration for OpenClaw. This skill provides interfaces to: - Query Claude Code documentation from https://code.claude.com/docs - Manage subagents and coding tasks - Execute AI-assisted coding workflows - Access best practices and common workflows Use this skill when users want to: - Get help with coding tasks - Query Claude Code documentation - Manage AI-assisted development workflows - Execute complex programming tasks
Plan, draft, version, and refine written content with enforced versioning and quality audits.