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Ray Data

Scalable data processing for ML workloads. Streaming execution across CPU/GPU, supports Parquet/CSV/JSON/images. Integrates with Ray Train, PyTorch, TensorFlow. Scales from single machine to 100s of nodes. Use for batch inference, data preprocessing, multi-modal data loading, or distributed ETL pipelines.

by Orchestra-Research/AI-Research-SKILLs / 05-data-processing/ray-data

#broad-capability#ai-research#machine-learningData, AI & Research

Ray Train

Distributed training orchestration across clusters. Scales PyTorch/TensorFlow/HuggingFace from laptop to 1000s of nodes. Built-in hyperparameter tuning with Ray Tune, fault tolerance, elastic scaling. Use when training massive models across multiple machines or running distributed hyperparameter sweeps.

by Orchestra-Research/AI-Research-SKILLs / 08-distributed-training/ray-train

#broad-capability#ai-research#machine-learningData, AI & Research

Rdkit

Core cheminformatics toolkit for SMILES/SDF/InChI parsing, descriptors (MW, LogP, TPSA), fingerprints, ECFP/Morgan fingerprints, substructure search, 2D/3D generation, similarity, reactions, and datamol-style molecule standardization when no separate wrapper skill is routed.

by foryourhealth111-pixel/Vibe-Skills / bundled/skills/rdkit

#broad-capability#creative#computationalScience & Simulation

Rdkit

Cheminformatics toolkit for fine-grained molecular control. SMILES/SDF parsing, descriptors (MW, LogP, TPSA), fingerprints, substructure search, 2D/3D generation, similarity, reactions. For standard workflows with simpler interface, use datamol (wrapper around RDKit). Use rdkit for advanced control, custom sanitization, specialized algorithms.

by K-Dense-AI/scientific-agent-skills / skills/rdkit

#broad-capability#science#mathScience & Simulation

RDKit Cheminformatics Toolkit

Cheminformatics toolkit for fine-grained molecular control. SMILES/SDF parsing, descriptors (MW, LogP, TPSA), fingerprints, substructure search, 2D/3D generation, similarity, reactions. For standard workflows with simpler interface, use datamol (wrapper around RDKit). Use rdkit for advanced control, custom sanitization, specialized algorithms.

by K-Dense-AI/scientific-agent-skills / scientific-skills/rdkit

#github#broad-capability#externalData, AI & Research

React

React component-based UI with hooks, context, and state management. Use for .jsx/.tsx files.

by G1Joshi/Agent-Skills / skills/frameworks/react

#broad-capability#developer-workflows#ai-mlSoftware Engineering

React18 Auditor

Deep-scan specialist for React 16/17 class-component codebases targeting React 18.3.1. Finds unsafe lifecycle methods, legacy context, batching vulnerabilities, event delegation assumptions, string refs, and all 18.3.1 deprecation surface. Reads everything, touches nothing. Saves .github/react18-audit.md.

by github/awesome-copilot / agents/react18-auditor.agent.md

#github-copilot#frontend#developmentSoftware Engineering

React18 Batching Fixer

Automatic batching regression specialist. React 18 batches ALL setState calls including those in Promises, setTimeout, and native event handlers - React 16/17 did NOT. Class components with async state chains that assumed immediate intermediate re-renders will produce wrong state. This agent finds every vulnerable pattern and fixes with flushSync where semantically required.

by github/awesome-copilot / agents/react18-batching-fixer.agent.md

#github-copilot#performance#optimizationSoftware Engineering

React18 Batching Patterns

Provides exact patterns for diagnosing and fixing automatic batching regressions in React 18 class components. Use this skill whenever a class component has multiple setState calls in an async method, inside setTimeout, inside a Promise .then() or .catch(), or in a native event handler. Use it before writing any flushSync call - the decision tree here prevents unnecessary flushSync overuse. Also use this skill when fixing test failures caused by intermediate state assertions that break after React 18 upgrade.

by github/awesome-copilot / skills/react18-batching-patterns

#github-copilot#frontend#developmentSoftware Engineering

React18 Class Surgeon

Class component migration specialist for React 16/17 → 18.3.1. Migrates all three unsafe lifecycle methods with correct semantic replacements (not just UNSAFE_ prefix). Migrates legacy context to createContext, string refs to React.createRef(), findDOMNode to direct refs, and ReactDOM.render to createRoot. Uses memory to checkpoint per-file progress.

by github/awesome-copilot / agents/react18-class-surgeon.agent.md

#github-copilot#frontend#developmentSoftware Engineering

React18 Commander

Master orchestrator for React 16/17 → 18.3.1 migration. Designed for class-component-heavy codebases. Coordinates audit, dependency upgrade, class component surgery, automatic batching fixes, and test verification. Uses memory to gate each phase and resume interrupted sessions. 18.3.1 is the target - it surface-exposes every deprecation that React 19 will remove, so the output is a codebase ready for the React 19 orchestra next.

by github/awesome-copilot / agents/react18-commander.agent.md

#github-copilot#planningSoftware Engineering

React18 Dep Compatibility

React 18.3.1 and React 19 dependency compatibility matrix.

by github/awesome-copilot / skills/react18-dep-compatibility

#github-copilot#frontend#developmentSoftware Engineering

React18 Dep Surgeon

Dependency upgrade specialist for React 16/17 → 18.3.1. Pins to 18.3.1 exactly (not 18.x latest). Upgrades RTL to v14, Apollo 3.8+, Emotion 11.10+, react-router v6. Detects and blocks on Enzyme (no React 18 support). Returns GO/NO-GO to commander.

by github/awesome-copilot / agents/react18-dep-surgeon.agent.md

#github-copilot#project#managementSoftware Engineering

React18 Enzyme To Rtl

Provides exact Enzyme → React Testing Library migration patterns for React 18 upgrades. Use this skill whenever Enzyme tests need to be rewritten - shallow, mount, wrapper.find(), wrapper.simulate(), wrapper.prop(), wrapper.state(), wrapper.instance(), Enzyme configure/Adapter calls, or any test file that imports from enzyme. This skill covers the full API mapping and the philosophy shift from implementation testing to behavior testing. Always read this skill before rewriting Enzyme tests - do not translate Enzyme APIs 1:1, that produces brittle RTL tests.

by github/awesome-copilot / skills/react18-enzyme-to-rtl

#github-copilot#testingSoftware Engineering

React18 Legacy Context

Provides the complete migration pattern for React legacy context API (contextTypes, childContextTypes, getChildContext) to the modern createContext API. Use this skill whenever migrating legacy context in class components - this is always a cross-file migration requiring the provider AND all consumers to be updated together. Use it before touching any contextTypes or childContextTypes code, because migrating only the provider without the consumers (or vice versa) will cause a runtime failure. Always read this skill before writing any context migration - the cross-file coordination steps here prevent the most common context migration bugs.

by github/awesome-copilot / skills/react18-legacy-context

#github-copilot#frontend#developmentSoftware Engineering

React18 Lifecycle Patterns

Provides exact before/after migration patterns for the three unsafe class component lifecycle methods - componentWillMount, componentWillReceiveProps, and componentWillUpdate - targeting React 18.3.1. Use this skill whenever a class component needs its lifecycle methods migrated, when deciding between getDerivedStateFromProps vs componentDidUpdate, when adding getSnapshotBeforeUpdate, or when fixing React 18 UNSAFE_ lifecycle warnings. Always use this skill before writing any lifecycle migration code - do not guess the pattern from memory, the decision trees here prevent the most common migration mistakes.

by github/awesome-copilot / skills/react18-lifecycle-patterns

#github-copilot#frontend#developmentSoftware Engineering

React 18 String Refs Migration

Provides exact migration patterns for React string refs (ref="name" + this.refs.name) to React.createRef() in class components. Use this skill whenever migrating string ref usage - including single element refs, multiple refs in a component, refs in lists, callback refs, and refs passed to child components. Always use this skill before writing any ref migration code - the multiple-refs-in-list pattern is particularly tricky and this skill prevents the most common mistakes. Use it for React 18.3.1 migration (string refs warn) and React 19 migration (string refs removed).

by github/awesome-copilot / skills/react18-string-refs

#github-copilot#awesome-copilot#externalSoftware Engineering

React18 Test Guardian

Test suite fixer and verifier for React 16/17 → 18.3.1 migration. Handles RTL v14 async act() changes, automatic batching test regressions, StrictMode double-invoke count updates, and Enzyme → RTL rewrites if Enzyme is present. Loops until zero test failures. Invoked as subagent by react18-commander.

by github/awesome-copilot / agents/react18-test-guardian.agent.md

#github-copilot#testingSoftware Engineering

React 19

React 19 patterns with React Compiler. Trigger: When writing React components - no useMemo/useCallback needed.

by Gentleman-Programming/Gentleman-Skills / curated/react-19

#angular#react#typescriptSoftware Engineering

React19 Auditor

Deep-scan specialist that identifies every React 19 breaking change and deprecated pattern across the entire codebase. Produces a prioritized migration report at .github/react19-audit.md. Reads everything, touches nothing. Invoked as a subagent by react19-commander.

by github/awesome-copilot / agents/react19-auditor.agent.md

#github-copilot#frontend#developmentSoftware Engineering

React19 Commander

Master orchestrator for React 19 migration. Invokes specialist subagents in sequence - auditor, dep-surgeon, migrator, test-guardian - and gates advancement between steps. Uses memory to track migration state across the pipeline. Zero tolerance for incomplete migrations.

by github/awesome-copilot / agents/react19-commander.agent.md

#github-copilot#planningSoftware Engineering

React19 Concurrent Patterns

Preserve React 18 concurrent patterns and adopt React 19 APIs (useTransition, useDeferredValue, Suspense, use(), useOptimistic, Actions) during migration.

by github/awesome-copilot / skills/react19-concurrent-patterns

#github-copilot#frontend#developmentSoftware Engineering

React19 Dep Surgeon

Dependency upgrade specialist. Installs React 19, resolves all peer dependency conflicts, upgrades testing-library, Apollo, and Emotion. Uses memory to log each upgrade step. Returns GO/NO-GO to the commander. Invoked as a subagent by react19-commander.

by github/awesome-copilot / agents/react19-dep-surgeon.agent.md

#github-copilot#planningSoftware Engineering

React19 Migrator

Source code migration engine. Rewrites every deprecated React pattern to React 19 APIs - forwardRef, defaultProps, ReactDOM.render, legacy context, string refs, useRef(). Uses memory to checkpoint progress per file. Never touches test files. Returns zero-deprecated-pattern confirmation to commander.

by github/awesome-copilot / agents/react19-migrator.agent.md

#github-copilot#frontend#developmentSoftware Engineering

React19 Source Patterns

Reference for React 19 source-file migration patterns, including API changes, ref handling, and context updates.

by github/awesome-copilot / skills/react19-source-patterns

#github-copilot#frontend#developmentSoftware Engineering

React19 Test Guardian

Test suite fixer and verification specialist. Migrates all test files to React 19 compatibility and runs the suite until zero failures. Uses memory to track per-file fix progress and failure history. Does not stop until npm test reports 0 failures. Invoked as a subagent by react19-commander.

by github/awesome-copilot / agents/react19-test-guardian.agent.md

#github-copilot#testingSoftware Engineering

React19 Test Patterns

Provides before/after patterns for migrating test files to React 19 compatibility, including act() imports, Simulate removal, and StrictMode call count changes.

by github/awesome-copilot / skills/react19-test-patterns

#github-copilot#testingSoftware Engineering

React Audit Grep Patterns

Provides the complete, verified grep scan command library for auditing React codebases before a React 18.3.1 or React 19 upgrade. Use this skill whenever running a migration audit - for both the react18-auditor and react19-auditor agents. Contains every grep pattern needed to find deprecated APIs, removed APIs, unsafe lifecycle methods, batching vulnerabilities, test file issues, dependency conflicts, and React 19 specific removals. Always use this skill when writing audit scan commands - do not rely on memory for grep syntax, especially for the multi-line async setState patterns which require context flags.

by github/awesome-copilot / skills/react-audit-grep-patterns

#github-copilot#code#qualitySoftware Engineering

React Controls & Platform Libraries

React controls and platform libraries for PCF components

by github/awesome-copilot / instructions/pcf-react-platform-libraries.instructions.md

#github-copilot#awesome-copilot#externalBusiness, Marketing & Sales

React Email

Use when building HTML email templates with React components, adding a visual email editor to an application using the React Email visual editor, rendering emails to HTML, or sending emails with Resend. Covers welcome emails, password resets, notifications, order confirmations, newsletters, transactional emails, and the embeddable email editor component.

by resend/resend-skills / skills/react-email

#email#transactional#frontendSoftware Engineering

React Expert

Use when building React 18+ applications in .jsx or .tsx files, Next.js App Router projects, or create-react-app setups. Creates components, implements custom hooks, debugs rendering issues, migrates class components to functional, and implements state management. Invoke for Server Components, Suspense boundaries, useActionState forms, performance optimization, or React 19 features.

by Jeffallan/claude-skills / skills/react-expert

#engineering#full-stack#frontendSoftware Engineering

React Modernization

Upgrade React applications to latest versions, migrate from class components to hooks, and adopt concurrent features. Use when modernizing React codebases, migrating to React Hooks, or upgrading to latest React versions.

by wshobson/agents / plugins/framework-migration/skills/react-modernization

#broad-capability#engineering#agent-skillsSoftware Engineering

React Native

React Native mobile patterns, platform-specific code

by alinaqi/maggy / skills/react-native

#claude-bootstrap#bootstrap#reactMobile App Development

React Native

React Native patterns for mobile app development with Expo and bare workflow. Trigger: When building mobile apps, working with React Native components, using Expo, React Navigation, or NativeWind.

by Gentleman-Programming/Gentleman-Skills / community/react-native

#angular#react#typescriptMobile App Development

React Native Architecture

Build production React Native apps with Expo, navigation, native modules, offline sync, and cross-platform patterns. Use when developing mobile apps, implementing native integrations, or architecting React Native projects.

by wshobson/agents / plugins/frontend-mobile-development/skills/react-native-architecture

#github#broad-capability#externalMobile App Development

React Native Best Practices

Provides React Native performance optimization guidelines for FPS, TTI, bundle size, memory leaks, re-renders, and animations. Applies to tasks involving Hermes optimization, JS thread blocking, bridge overhead, FlashList, native modules, or debugging jank and frame drops.

by callstackincubator/agent-skills / skills/react-native-best-practices

#react-native#mobile#expoMobile App Development

React Native Brownfield Migration

Provides an incremental adoption strategy to migrate native iOS or Android apps to React Native or Expo using @callstack/react-native-brownfield for initial setup. Use when planning migration steps, packaging XCFramework/AAR artifacts, and integrating them into host apps.

by callstackincubator/agent-skills / skills/react-native-brownfield-migration

#react-native#mobile#expoMobile App Development

React Native Design

Master React Native styling, navigation, and Reanimated animations for cross-platform mobile development. Use when building React Native apps, implementing navigation patterns, or creating performant animations.

by wshobson/agents / plugins/ui-design/skills/react-native-design

#github#broad-capability#externalDesign, Media & Creative

React Native Expert

Builds, optimizes, and debugs cross-platform mobile applications with React Native and Expo. Implements navigation hierarchies (tabs, stacks, drawers), configures native modules, optimizes FlatList rendering with memo and useCallback, and handles platform-specific code for iOS and Android. Use when building a React Native or Expo mobile app, setting up navigation, integrating native modules, improving scroll performance, handling SafeArea or keyboard input, or configuring Expo SDK projects.

by Jeffallan/claude-skills / skills/react-native-expert

#engineering#full-stack#reactMobile App Development

React State Management

Master modern React state management with Redux Toolkit, Zustand, Jotai, and React Query. Use when setting up global state, managing server state, or choosing between state management solutions.

by wshobson/agents / plugins/frontend-mobile-development/skills/react-state-management

#broad-capability#engineering#agent-skillsSoftware Engineering

React Web

React web development with hooks, React Query, Zustand

by alinaqi/maggy / skills/react-web

#claude-bootstrap#bootstrap#frontendSoftware Engineering

Read GitHub Docs

Read and search GitHub repository documentation via gitmcp.io MCP service. **WHEN TO USE:** - User provides a GitHub URL - User mentions a specific repo in owner/repo format - User asks "what does this repo do?", "read the docs for X repo", or similar - User wants to search code or docs within a repo

by am-will/codex-skills / skills/read-github

#github#broad-capability#externalAgent Orchestration

Readme Blueprint Generator

Intelligent README.md generation prompt that analyzes project documentation structure and creates comprehensive repository documentation. Scans .github/copilot directory files and copilot-instructions.md to extract project information, technology stack, architecture, development workflow, coding standards, and testing approaches while generating well-structured markdown documentation with proper formatting, cross-references, and developer-focused content.

by github/awesome-copilot / skills/readme-blueprint-generator

#github-copilot#documentationSoftware Engineering

Readme Writer

Generate polished, well-structured README.md files for software projects. Use this skill whenever the user wants to write, create, draft, generate, update, improve, or rewrite a README — including phrasings like "write a readme", "document this project", "make a readme for my repo", "the readme is terrible, fix it", or "I need docs for this package". Also triggers when a user shares a repo or codebase and asks for documentation, a project description, a GitHub landing page, or a "getting started" doc. Do NOT use for general markdown writing unrelated to project READMEs (e.g. blog posts, changelogs, design docs).

by psenger/ai-agent-skills / skills/readme-writer

#broad-capability#skill-authoring#code-reviewSoftware Engineering

Reassign Deactivated Owners

Reassign contacts and companies from deactivated team members to active owners. Fully automated via the HubSpot Owners API and Batch Update API. Includes territory analysis for informed reassignment decisions.

by TomGranot/hubspot-admin-skills / skills/reassign-deactivated-owners

#work-life#crm#hubspotBusiness, Marketing & Sales

Rebuttal

Workflow 4: Submission rebuttal pipeline. Parses external reviews, enforces coverage and grounding, drafts a safe text-only rebuttal under venue limits, and manages follow-up rounds. Use when user says "rebuttal", "reply to reviewers", "ICML rebuttal", "OpenReview response", or wants to answer external reviews safely.

by wanshuiyin/Auto-claude-code-research-in-sleep / skills/rebuttal

#broad-capability#wanshuiyin-aris#ml-researchData, AI & Research

Rebuttal

Workflow 4: Submission rebuttal pipeline. Parses external reviews, enforces coverage and grounding, drafts a safe text-only rebuttal under venue limits, and manages follow-up rounds. Use when user says "rebuttal", "reply to reviewers", "ICML rebuttal", "OpenReview response", or wants to answer external reviews safely.

by wanshuiyin/Auto-claude-code-research-in-sleep / skills/skills-codex/rebuttal

#broad-capability#wanshuiyin-aris#ml-researchData, AI & Research

Receiving Code Review

Review-feedback handling route for CodeRabbit, GitHub, PR, or human reviewer comments. Use before implementing suggestions to verify each finding. Do not use for a fresh code review, security audit, TDD, or final completion evidence.

by foryourhealth111-pixel/Vibe-Skills / bundled/skills/receiving-code-review

#broad-capability#creative#codeSoftware Engineering

Receiving Code Review

Use when receiving code review feedback, before implementing suggestions, especially if feedback seems unclear or technically questionable - requires technical rigor and verification, not performative agreement or blind implementation

by guanyang/antigravity-skills / skills/receiving-code-review

#broad-capability#agent-skills#designSoftware Engineering

Recipe Create Shared Drive

Create a Google Shared Drive and add members with appropriate roles.

by googleworkspace/cli / skills/recipe-create-shared-drive

#work-life#productivity#google-workspaceDevOps & Cloud

Recipe Forward Labeled Emails

Find Gmail messages with a specific label and forward them to another address.

by googleworkspace/cli / skills/recipe-forward-labeled-emails

#work-life#productivity#google-workspacePersonal Productivity

Reconciliation

Design and operate reconciliation processes across portfolio management, custodian, and clearing systems. Use when building a daily position, cash, or transaction reconciliation process, investigating discrepancies between internal records and custodian records, diagnosing recurring break patterns from corporate actions or pricing differences, setting tolerance thresholds for position, cash, or market value matching, implementing three-way reconciliation, designing break investigation workflows with aging and escalation, normalizing multi-custodian feeds from Schwab, Fidelity, or Pershing, reconciling cost basis or accrued income, or preparing for examinations on books and records accuracy.

by JoelLewis/finance_skills / plugins/client-operations/skills/reconciliation

#finance#personal-finance#wealth-managementSecurity & Compliance

Reconciliation

Reconcile accounts by comparing GL balances to subledgers, bank statements, or third-party data. Use when performing bank reconciliations, GL-to-subledger recs, intercompany reconciliations, or identifying and categorizing reconciling items.

by anthropics/knowledge-work-plugins / finance/skills/reconciliation

#work-life#productivity#knowledge-workBusiness, Marketing & Sales

Recovering Deleted Files With Photorec

Recover deleted files from disk images and storage media using PhotoRec's file signature-based carving engine regardless of file system damage.

by mukul975/Anthropic-Cybersecurity-Skills / skills/recovering-deleted-files-with-photorec

#mukul-cybersecurity-skills#security#cybersecuritySecurity & Compliance

Recovering From Ransomware Attack

Executes structured recovery from a ransomware incident following NIST and CISA frameworks, including environment isolation, forensic evidence preservation, clean infrastructure rebuild, prioritized system restoration from verified backups, credential reset, and validation against re-infection. Covers Active Directory recovery, database restoration, and application stack rebuild in dependency order. Activates for requests involving ransomware recovery, post-encryption restoration, or disaster recovery from ransomware.

by mukul975/Anthropic-Cybersecurity-Skills / skills/recovering-from-ransomware-attack

#mukul-cybersecurity-skills#security#cybersecuritySecurity & Compliance

Recruiting Pipeline

Track and manage recruiting pipeline stages. Trigger with "recruiting update", "candidate pipeline", "how many candidates", "hiring status", or when the user discusses sourcing, screening, interviewing, or extending offers.

by anthropics/knowledge-work-plugins / human-resources/skills/recruiting-pipeline

#work-life#productivity#externalBusiness, Marketing & Sales

Recursive Decomposition

Based on the Recursive Language Models (RLM) research by Zhang, Kraska, and Khattab (2025), this skill provides strategies for handling tasks that exceed comfortable context limits through programmatic decomposition and recursive self-invocation. Triggers on phrases like "analyze all files", "process this large document", "aggregate information from", "search across the codebase", or tasks involving 10+ files or 50k+ tokens.

by massimodeluisa/recursive-decomposition-skill / plugins/recursive-decomposition/skills/recursive-decomposition

#broad-capability#massimodeluisa-recursive-decomposition#problem-solvingSoftware Engineering

Reddit Ads

Reddit Ads API - campaigns, targeting, conversions, agentic optimization

by alinaqi/maggy / skills/reddit-ads

#claude-bootstrap#bootstrap#marketingBusiness, Marketing & Sales

Reddit API

Reddit API with PRAW (Python) and Snoowrap (Node.js)

by alinaqi/maggy / skills/reddit-api

#claude-bootstrap#bootstrap#webData, AI & Research

Reddit Skill

Search and retrieve content from Reddit. Get posts, comments, subreddit info, and user profiles via the public JSON API. Use when user mentions Reddit, a subreddit, or r/ links.

by ReScienceLab/opc-skills / skills/reddit

#broad-capability#github#externalBusiness, Marketing & Sales

Redesign Existing Projects

Upgrades existing websites and apps to premium quality. Audits current design, identifies generic AI patterns, and applies high-end design standards without breaking functionality. Works with any CSS framework or vanilla CSS.

by Leonxlnx/taste-skill / skills/redesign-skill

#work-life#productivity#designDesign, Media & Creative

Redis Best Practices

Redis performance optimization and best practices. Use this skill when working with Redis data structures, Redis Query Engine (RQE), vector search with RedisVL, semantic caching with LangCache, or optimizing Redis performance.

by redis/agent-skills / skills/redis-development

#github#external#license-mitAgent Orchestration

Reepl -- LinkedIn Content Agent

AI-powered LinkedIn content creation, scheduling, and analytics agent. Create posts, carousels, and manage your LinkedIn presence with GitHub Copilot.

by github/awesome-copilot / agents/reepl-linkedin.agent.md

#github-copilot#awesome-copilot#externalAgent Orchestration

Refactor

Surgical code refactoring to improve maintainability without changing behavior. Covers extracting functions, renaming variables, breaking down god functions, improving type safety, eliminating code smells, and applying design patterns. Less drastic than repo-rebuilder; use for gradual improvements.

by github/awesome-copilot / skills/refactor

#github-copilot#code#qualitySoftware Engineering

Refactoring Java Methods with Extract Method

Refactoring using Extract Methods in Java Language

by github/awesome-copilot / skills/java-refactoring-extract-method

#github-copilot#awesome-copilot#externalSoftware Engineering

Refactor Method Complexity Reduce

Refactor given method `${input:methodName}` to reduce its cognitive complexity to `${input:complexityThreshold}` or below, by extracting helper methods.

by github/awesome-copilot / skills/refactor-method-complexity-reduce

#github-copilot#code#qualitySoftware Engineering

Refactor Module

Transform monolithic Terraform configurations into reusable, maintainable modules following HashiCorp's module design principles and community best practices.

by hashicorp/agent-skills / terraform/module-generation/skills/refactor-module

#terraform#packer#infrastructure-as-codeDevOps & Cloud

Refactor Plan

Create a concrete plan before starting a multi-file refactor. Use when the user asks to plan, sequence, scope, or safely execute a refactor across multiple files; always investigate first, output the plan, and wait for confirmation before making code changes.

by github/awesome-copilot / skills/refactor-plan

#github-copilot#planningSoftware Engineering

Reference Data

Design and manage reference data systems — security master, client master, account master, identifier mapping, pricing data sources, golden source designation, and governance. Use when building or evaluating a security master database, mapping identifiers across systems (CUSIP to ISIN, SEDOL to FIGI), designing client master models for onboarding or KYC, defining account master attributes across custodians, designating golden sources and MDM patterns across systems, establishing a pricing vendor hierarchy with fallback order, establishing reference data governance and stewardship, handling identifier changes from corporate actions, or troubleshooting issues traced to missing or changed identifiers. Trigger on: security master, CUSIP, ISIN, SEDOL, FIGI, client master, account master, pricing data, reference data, golden source, MDM, master data, identifier mapping, data governance, vendor hierarchy.

by JoelLewis/finance_skills / plugins/data-integration/skills/reference-data

#finance#personal-finance#wealth-managementSoftware Engineering

Reference List Builder

Format professional references properly and prepare reference materials

by Paramchoudhary/ResumeSkills / skills/reference-list-builder

#work-life#productivity#careerPersonal Productivity

Referral Program

Referral Program linked from Corey Haines marketing skills, with the upstream skill instructions available on GitHub.

by coreyhaines31/marketingskills / skills/referral-program

#work-life#productivity#externalBusiness, Marketing & Sales

Referral Program

When the user wants to design, launch, or optimize an in-app referral / invite / share-to-earn program — including reward structure, mechanics, fraud prevention, deep link setup, and viral coefficient measurement. Use when the user mentions "referral program", "invite a friend", "refer and earn", "share to earn", "viral loop", "viral coefficient", "K-factor", "double-sided rewards", "give X get X", "referral rewards", "invite link", "share sheet", "Branch referrals", "in-app invites", or "how to make my app go viral". For deep link infrastructure that referrals depend on, see attribution-setup. For organic content-driven virality (UGC, creator), see creator-ugc-marketing.

by Eronred/aso-skills / skills/referral-program

#work-life#productivity#app-store-optimizationBusiness, Marketing & Sales

Referral Program

When the user wants to design, launch, or optimize a referral or affiliate program. Use when they mention 'referral program,' 'affiliate program,' 'word of mouth,' 'refer a friend,' 'incentive program,' 'customer referrals,' 'brand ambassador,' 'partner program,' 'referral link,' or 'growth through referrals.' Covers program mechanics, incentive design, and optimization — not just the idea of referrals but the actual system.

by alirezarezvani/claude-skills / marketing-skill/skills/referral-program

#work-life#productivity#businessBusiness, Marketing & Sales

Referrals

When the user wants to create, optimize, or analyze a referral program, affiliate program, or word-of-mouth strategy. Also use when the user mentions 'referral,' 'affiliate,' 'ambassador,' 'word of mouth,' 'viral loop,' 'refer a friend,' 'partner program,' 'referral incentive,' 'how to get referrals,' 'customers referring customers,' or 'affiliate payout.' Use this whenever someone wants existing users or partners to bring in new customers. For launch-specific virality, see launch.

by coreyhaines31/marketingskills / skills/referrals

#work-life#productivity#marketingBusiness, Marketing & Sales

Refine Requirement or Issue

Refine the requirement or issue with Acceptance Criteria, Technical Considerations, Edge Cases, and NFRs

by github/awesome-copilot / agents/refine-issue.agent.md

#github-copilot#project#managementSoftware Engineering

Rehabilitation Analyzer

分析康复训练数据、识别康复模式、评估康复进展,并提供个性化康复建议

by huifer/WellAlly-health / .claude/skills/rehabilitation-analyzer

#work-life#productivity#claude-ally-healthPersonal Productivity

Relation Creation

Guides you through defining a relationship between two Honeydew entities — covering join type, direction, cross-filtering, and connection method — then pushes the updated entity YAML to Honeydew via the MCP tools.

by honeydew-ai/honeydew-ai-coding-agents-plugins / skills/relation-creation

#honeydew-ai-plugins#coding-agents#structuredData, AI & Research

Relationship Check-In Planner

Creates structured check-in templates for personal and professional relationships — conversation prompts, active listening guides, and follow-up action items. Tracks relationship touchpoints over time. Prerequisites: python3.

by AgentArmory

#relationships#communication#personal-growthRelationships & Social

Relay

Integrating messaging platforms, developing bots, and designing/implementing real-time communication. Covers channel adapter patterns, webhook handlers, WebSocket servers, event-driven architecture, bot command frameworks. Use when integrating Slack/Discord/Teams bots, designing webhook receivers, or wiring event-driven messaging.

by simota/agent-skills / relay

#broad-capability#development#securitySoftware Engineering

Release Director

Coordinates album release including QA, distribution prep, and platform uploads. Use when mastering and album art are complete and the user is ready to release.

by bitwize-music-studio/claude-ai-music-skills / skills/release-director

#broad-capability#music#audio-generationBusiness, Marketing & Sales

Release Manager

GitHub releases command center -- create, edit, and manage releases and their binary assets entirely from the editor. Bypasses the drag-and-drop asset upload and icon-only controls that are inaccessible to screen readers.

by Community-Access/accessibility-agents / codex-skills/release-manager

#broad-capability#accessibility#a11ySoftware Engineering

Release Notes

Generate user-facing release notes from tickets, PRDs, or changelogs. Creates clear, engaging summaries organized by category (new features, improvements, fixes). Use when writing release notes, creating changelogs, announcing product updates, or summarizing what shipped.

by phuryn/pm-skills / pm-execution/skills/release-notes

#work-life#productivity#product-managementEducation & Writing

Release Openclaw Maintainer

Prepare or verify OpenClaw stable/beta releases, changelogs, release notes, publish commands, and artifacts.

by openclaw/openclaw / .agents/skills/release-openclaw-maintainer

#version#controlSoftware Engineering

Remediating S3 Bucket Misconfiguration

This skill provides step-by-step procedures for identifying and remediating Amazon S3 bucket misconfigurations that expose sensitive data to unauthorized access. It covers enabling S3 Block Public Access at account and bucket levels, auditing bucket policies and ACLs, enforcing encryption, configuring access logging, and deploying automated remediation using AWS Config and Lambda.

by mukul975/Anthropic-Cybersecurity-Skills / skills/remediating-s3-bucket-misconfiguration

#mukul-cybersecurity-skills#security#cybersecuritySecurity & Compliance

Remember

Explicitly save important knowledge to auto-memory with timestamp and context. Use when a discovery is too important to rely on auto-capture.

by alirezarezvani/claude-skills / engineering-team/self-improving-agent/skills/remember

#obsidian#vault#managementPersonal Productivity

Remember

Transforms lessons learned into domain-organized memory instructions (global or workspace). Syntax: `/remember [>domain [scope]] lesson clue` where scope is `global` (default), `user`, `workspace`, or `ws`.

by github/awesome-copilot / skills/remember

#github-copilot#obsidian#vaultPersonal Productivity

Remember Interactive Programming

A micro-prompt that reminds the agent that it is an interactive programmer. Works great in Clojure when Copilot has access to the REPL (probably via Backseat Driver). Will work with any system that has a live REPL that the agent can use. Adapt the prompt with any specific reminders in your workflow and/or workspace.

by github/awesome-copilot / skills/remember-interactive-programming

#github-copilot#awesome-copilot#externalSoftware Engineering

Remotion Best Practices

Best practices for Remotion - Video creation in React

by guanyang/antigravity-skills / skills/remotion

#broad-capability#agent-skills#designDesign, Media & Creative

Remove AI Code Slop

Check the diff against main and remove all AI-generated slop introduced in this branch.

by foryourhealth111-pixel/Vibe-Skills / bundled/skills/deslop

#broad-capability#creative#codeSoftware Engineering

Rename

Renames an album or track, updating slugs, titles, and all mirrored paths. Use when the user wants to rename an album or track.

by bitwize-music-studio/claude-ai-music-skills / skills/rename

#broad-capability#music#audio-generationPersonal Productivity

Replay UX Research

Analyze Sentry session replays to surface UX patterns, pain points, and user journeys for a given product area. Use when asked to "show me how users use", "day in the life", "UX research", "replay research", "how do customers use", "what's the user experience like for", "watch replays of", "analyze replays for", "user behavior on", or "replay UX audit" for any Sentry product surface.

by getsentry/skills / skills/replay-ux-research

#observability#sentry#uxDesign, Media & Creative

Repo Admin

Repository administration command center -- add and remove collaborators, configure branch protection, manage webhooks, adjust repository settings, audit access, and synchronize labels and milestones across repos.

by Community-Access/accessibility-agents / codex-skills/repo-admin

#broad-capability#accessibility#a11ySoftware Engineering

Repo Architect Agent

Bootstraps and validates agentic project structures for GitHub Copilot (VS Code) and OpenCode CLI workflows. Run after `opencode /init` or VS Code Copilot initialization to scaffold proper folder hierarchies, instructions, agents, skills, and prompts.

by github/awesome-copilot / agents/repo-architect.agent.md

#github-copilot#project#managementSoftware Engineering

Repo Manager

GitHub repository setup and management specialist - scaffolds issue templates, contributing guides, CI workflows, releases, labels, badges, licenses, and open source best practices for any repo.

by Community-Access/accessibility-agents / codex-skills/repo-manager

#broad-capability#accessibility#a11ySoftware Engineering

Repomix

Pack entire codebases into AI-friendly files for LLM analysis. Use when consolidating code for AI review, generating codebase summaries, or preparing context for ChatGPT, Claude, or other AI tools.

by julianobarbosa/claude-code-skills / skills/repomix

#broad-capability#devops#azureSoftware Engineering

Repomix Safe Mixer

Safely package codebases with repomix by automatically detecting and removing hardcoded credentials before packing. Use when packaging code for distribution, creating reference packages, or when the user mentions security concerns about sharing code with repomix.

by daymade/claude-code-skills / repomix-safe-mixer

#broad-capability#research#documentsSecurity & Compliance

Repomix Skill

Repomix Skill linked from Juliano Barbosa Claude Code Skills, with the upstream skill instructions available on GitHub.

by julianobarbosa/claude-code-skills / skills/repomix-skill

#github#broad-capability#externalDevOps & Cloud

Repomix Unmixer

Extracts files from repomix-packed repositories, restoring original directory structures from XML/Markdown/JSON formats. Activates when users need to unmix repomix files, extract packed repositories, restore file structures from repomix output, or reverse the repomix packing process.

by daymade/claude-code-skills / repomix-unmixer

#broad-capability#research#documentsSoftware Engineering

Report

Generate test report. Use when user says "test report", "results summary", "test status", "show results", "test dashboard", or "how did tests go".

by alirezarezvani/claude-skills / engineering-team/playwright-pro/skills/report

#testingSoftware Engineering

Report Generator

Generate professional data reports with charts, tables, and visualizations

by claude-office-skills/skills / report-generator

#work-life#office#productivityPresentations & Documents