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Focused pattern for fetching data using URL parameters in Next.js. Covers creating dynamic routes ([id], [slug]) and accessing route parameters in server components to fetch data from APIs. Use when building pa...
Safely remove code patterns from multiple files with validation and rollback (project)
Compress documentation while preserving execution equivalence (validation-driven approach)
Session ID is automatically available via ${CLAUDE_SESSION_ID} substitution
Policy-as-code enforcement and compliance validation using Open Policy Agent (OPA). Use when: (1) Enforcing security and compliance policies across infrastructure and applications, (2) Validating Kubernetes adm...
Display current FIRE project status including intents, work items, and active runs.
Break an intent into discrete, executable work items with complexity assessment and dependency validation.
Display current run status and progress. Shows work item, mode, duration, and files changed.
Plan the scope of a run by discovering available work items and suggesting groupings. Invoked before run-execute.
Configure ReinforceNow training runs with config.yml and train.jsonl. Use when setting up training configuration, choosing models, configuring RL algorithms, rollout settings, or training data format. Triggers...
Convert HuggingFace datasets to ReinforceNow format. Use when creating train.jsonl from HuggingFace datasets, formatting data for SFT or RL training, or writing reward functions for math datasets. Triggers on "...
Write reward functions for ReinforceNow RL training. Use when creating @reward decorated functions, writing rewards.py, using precondition rewards, sandbox rewards, or llm_judge. Triggers on "reward function",...
Write tool functions for ReinforceNow agent training. Use when creating @tool decorated functions, writing tools.py, defining function calling tools, or sandbox tools. Triggers on "@tool", "tools.py", "tool fun...
Use the ReinforceNow CLI for RLHF training. Use when running rnow commands, initializing projects, submitting training runs, testing rollouts, or downloading models. Triggers on "rnow", "rnow init", "rnow run",...
Write idiomatic Go with goroutines, channels, and interfaces. Use for Go development, concurrency, or performance.
Generate semantic codebase symbol map for precise code navigation. Use when starting work on unfamiliar codebase, before refactoring, or when you need to understand where classes/functions/interfaces are define...
Build React components, responsive layouts, and handle state management. Use for UI development, styling, or frontend performance.
Create new Claude Code skills with proper structure. Use when user wants to add a skill, create a slash command, or automate a workflow. Fetches official docs and guides through skill creation.
Create OpenAPI specs, SDK docs, and API documentation. Use for API documentation or client library generation.
Design GraphQL schemas, resolvers, and federation. Use for GraphQL API design or performance issues.
Security audits, vulnerability detection, and secure coding. Use for security reviews, auth implementation, or OWASP compliance.
Debug errors, test failures, and unexpected behavior. Use when encountering issues, error messages, or when something doesn't work as expected.
Write modern PHP with generators, SPL, and PHP 8+ features. Use for PHP development or optimization.
Write modern JavaScript with ES6+, async patterns, and Node.js. Use for JS development, async debugging, or optimization.
Le classement utilise les étoiles du dépôt GitHub indexé. Plusieurs skills peuvent partager ce nombre : ce n’est ni un nombre d’installations ni une note de qualité.