Browse Skills — Page 160

rag-implementation

wshobson/agents

Build Retrieval-Augmented Generation (RAG) systems for LLM applications with vector databases and semantic search. Use when implementing knowledge-grounded AI, building document Q&A systems, or integrating LLMs with external knowledge bases.

rag-implementation

diegosouzapw/awesome-omni-skills

RAG Implementation Workflow workflow skill. Use this skill when the user needs RAG (Retrieval-Augmented Generation) implementation workflow covering embedding selection, vector database setup, chunking strategies, and retrieval optimization and the operator should preserve the upstream workflow, copied support files, and provenance before merging or handing off.

rag-implementation-v2

diegosouzapw/awesome-omni-skills

RAG Implementation Workflow workflow skill. Use this skill when the user needs RAG (Retrieval-Augmented Generation) implementation workflow covering embedding selection, vector database setup, chunking strategies, and retrieval optimization and the operator should preserve the upstream workflow, copied support files, and provenance before merging or handing off.

rag-implementation-v3

diegosouzapw/awesome-omni-skills

RAG Implementation Workflow workflow skill. Use this skill when the user needs RAG (Retrieval-Augmented Generation) implementation workflow covering embedding selection, vector database setup, chunking strategies, and retrieval optimization and the operator should preserve the upstream workflow, copied support files, and provenance before merging or handing off.

rag-retrieval

yonatangross/orchestkit

Retrieval-Augmented Generation patterns for grounded LLM responses. Use when building RAG pipelines, embedding documents, implementing hybrid search, contextual retrieval, HyDE, agentic RAG, multimodal RAG, query decomposition, reranking, or pgvector search.

ragas

TerminalSkills/skills

Expert guidance for Ragas, the framework for evaluating Retrieval-Augmented Generation pipelines. Helps developers measure and improve the quality of their RAG systems across retrieval accuracy, answer faithfulness, and response relevance.

ragic-automation

ComposioHQ/awesome-claude-skills

"Automate Ragic tasks via Rube MCP (Composio). Always search tools first for current schemas."

rails

TerminalSkills/skills

|

rails-action-controller-patterns

TheBushidoCollective/han

Use when action Controller patterns including routing, filters, strong parameters, and REST conventions.

rails-active-record-patterns

TheBushidoCollective/han

Use when active Record patterns including models, associations, queries, validations, and callbacks.

rails-hotwire

TheBushidoCollective/han

Use when hotwire (Turbo and Stimulus) for building modern reactive Rails applications without complex JavaScript frameworks.

Railway CLI

ComposioHQ/awesome-agent-clis

"Deploy services, manage variables, and provision databases on Railway. Use when an agent needs to deploy backend services, manage environment variables, or provision databases on Railway."

railway-deploy

TerminalSkills/skills

>-

raindrop-api

mkurman/zorai

>

raise-negotiation-prep

OneWave-AI/claude-skills

Market salary research, accomplishment quantification, negotiation scripts, total compensation analysis, timing strategy.

raisely-automation

ComposioHQ/awesome-claude-skills

"Automate Raisely tasks via Rube MCP (Composio). Always search tools first for current schemas."

ralph

opentabs-dev/opentabs

'Plan work and generate ralph task files for autonomous execution. Use when the user wants to plan tasks, create a prd, run ralph, or fix a batch of issues. Triggers on: ralph, create tasks, plan this, run ralph, prd.'

ralph-ceo-loop

aAAaqwq/AGI-Super-Team

以持续计划-执行-检查-重试循环驱动项目推进，直到开发、部署与验收目标完成。

ralph-github-create-issues

richtabor/agent-skills

Converts a PRD markdown file into GitHub Issues (parent + sub-issues) for ralph-github-start-loop to execute. Use when user wants to push PRD stories to GitHub Issues.

ralph-github-start-loop

richtabor/agent-skills

Runs autonomous loop fetching stories from GitHub Issues. Implements and closes issues as done. Triggers on "loop through my PRDs", "work on my issues", "start the autonomous loop", "implement my PRDs", or requests to work through GitHub issues autonomously.

ralph-gpu

vercel-labs/ralph-gpu

Minimal WebGPU shader library for creative coding and real-time graphics. Provides fullscreen passes, particles, compute shaders, render targets, and ping-pong buffers with automatic uniform bindings and global time/resolution tracking.

ralph-json-create-issues

richtabor/agent-skills

Converts a PRD or plan markdown file into prd.json format for ralph-json-start-loop to execute autonomously. Use when user wants to convert a PRD or plan to JSON stories.

ralph-json-start-loop

richtabor/agent-skills

Runs the Ralph autonomous loop. Executes stories from prds/*.json using git worktrees.

ralphinho-rfc-pipeline

affaan-m/ECC

RFC-driven multi-agent DAG execution pattern with quality gates, merge queues, and work unit orchestration.

ramp

anthropics/claude-for-legal

>

Ramp Automation

ComposioHQ/awesome-claude-skills

"Ramp Automation: manage corporate card transactions, reimbursements, users, and expense tracking via the Ramp platform"

Ramp CLI

ComposioHQ/awesome-agent-clis

"Agent-ready spend and finance service provisioning. Use when an agent needs to manage corporate spend, provision finance services, or interact with Ramp's platform."

ramping-rep-tracker

OneWave-AI/claude-skills

30/60/90/120 day ramp milestones. Activity expectations by week, certification progress, early warning indicators.

random-entry

yogsoth-ai/de-anthropocentric-research-engine

Random word/concept as thinking entry point (de Bono Random Entry)

random-number

rivet-dev/sandbox-agent

Generate a random integer between min and max (inclusive). Use when the user asks for a random number.

random-paper-entry

yogsoth-ai/de-anthropocentric-research-engine

Select random paper facet as creative stimulus. Uses genuine randomness in paper selection to break domain fixation.

random-stimulus-entry

yogsoth-ai/de-anthropocentric-research-engine

Random word/paper/concept as thinking entry point. Use genuine randomness to escape fixation and open unexpected solution paths.

random-word-stimulus

yogsoth-ai/de-anthropocentric-research-engine

Use random word/concept injection as creative stimulus. Selects random concepts and forces connection to the problem space, generating unexpected solution paths.

ranger-finance

elophanto/EloPhanto

Ranger Finance SDK for building perpetual futures trading applications on Solana. The first Solana Perps Aggregator - aggregates liquidity across multiple perp protocols (Drift, Flash, Adrena, Jupiter). Use when integrating perps trading, smart order routing, position management, or building AI trading agents.

rangruecktritt-formulieren

Klotzkette/claude-fuer-deutsches-recht

Formulierung des qualifizierten Rangruecktritts mit vorinsolvenzlicher Durchsetzungssperre und insolvenzlicher Subordination nach § 39 Abs. 2 InsO und BGH IX ZR 191/15 sowie IX ZR 133/14. IDW S 11 bilanzielle Behandlung. GIRA-Bestaetigung gegenueber Wirtschaftspruefer. Aufhebungsverbot als Vertrag zugunsten Dritter (§ 328 BGB).

rank-by-user-fit

lyndonkl/claude

Scores and ranks substacker Trend Scout annotated candidates against voice-profile and goals, producing a top-10 keep list and an explicit drop list with reasons. Weighted-sum scoring across intuition-density fit, goal alignment, dedup penalty, source reliability, freshness. Produces the digest's keeps and drops sections. Use after cross-ref-topic-ledger. Trigger keywords: rank, fit score, user fit, keep list, drop list, signal weight.

rank-comparison

yogsoth-ai/de-anthropocentric-research-engine

Compare multiple ranking results to assess agreement and identify divergent items.

rank-monitor

indranilbanerjee/digital-marketing-pro

Monitor keyword rankings. Use when: tracking keyword positions, detecting ranking drops, or alerting on position changes.

ranking-synthesis

yogsoth-ai/de-anthropocentric-research-engine

Produce the final ranking artifact from converged ratings and consistency report.

rapid-prototyping

elophanto/EloPhanto

Specialized in ultra-fast proof-of-concept development and MVP creation using efficient tools and frameworks. Adapted from msitarzewski/agency-agents.

rapid-triage

yogsoth-ai/de-anthropocentric-research-engine

Strategy: 快速粗筛——两轮过滤将大量 gaps 压缩为可精排的候选集

rare_disease_genetics

InternScience/scp

Rare Disease Genetic Analysis - Analyze rare disease genetics: Monarch phenotype-disease mapping, ClinVar variants, NCBI gene data, and OpenTargets. Use this skill for rare disease genetics tasks involving get HPO ID by phenotype get joint associated diseases by HPO ID list clinvar search get associated targets by disease efoId. Combines 4 tools from 3 SCP server(s).

rare-disease-hpo-mapper

aipoch/medical-research-skills

Map patient symptoms to Human Phenotype Ontology terms for gene diagnosis.

ratchet

boshu2/agentops

Record Brownian Ratchet gates.

rate-limiter

TerminalSkills/skills

>-

rating-update

yogsoth-ai/de-anthropocentric-research-engine

Incorporate a new judgment into the rating model and return updated ratings for all candidates.

ravenseotools-automation

ComposioHQ/awesome-claude-skills

"Automate Ravenseotools tasks via Rube MCP (Composio). Always search tools first for current schemas."

ray

TerminalSkills/skills

|

ray-data

Orchestra-Research/AI-Research-SKILLs

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.

ray-dependencies

ray-project/ray

Manage Python dependencies in Ray — add/remove/upgrade packages, work with raydepsets lock files, debug dependency conflicts, and regenerate compiled requirements. Covers `python/requirements*`, `python/requirements/**`, `python/deplocks/**`, and `ci/raydepsets/configs/*.depsets.yaml`.

ray-so-code-snippet

mkurman/zorai

Generate beautiful code snippet images using ray.so. This skill should be used when the user asks to create a code image, code screenshot, code snippet image, or wants to make their code look pretty for sharing. Saves images locally to the current working directory or a user-specified path.

ray-train

Orchestra-Research/AI-Research-SKILLs

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.

raycast

TerminalSkills/skills

Expert guidance for building Raycast extensions — custom commands, views, and integrations for the Raycast launcher on macOS. Helps developers create productivity extensions using React, TypeScript, and Raycast's API for lists, forms, actions, and preferences.

rayden-code

diegosouzapw/awesome-omni-skills

Rayden Code Skill workflow skill. Use this skill when the user needs Generate React code with Rayden UI components using correct props, tokens, and premium layout patterns and the operator should preserve the upstream workflow, copied support files, and provenance before merging or handing off.

rayden-code-v2

diegosouzapw/awesome-omni-skills

Rayden Code Skill workflow skill. Use this skill when the user needs Generate React code with Rayden UI components using correct props, tokens, and premium layout patterns and the operator should preserve the upstream workflow, copied support files, and provenance before merging or handing off.

rayden-use

diegosouzapw/awesome-omni-skills

Rayden UI Design Skill workflow skill. Use this skill when the user needs Build and maintain Rayden UI components and screens in Figma via Figma MCP with full design token enforcement and the operator should preserve the upstream workflow, copied support files, and provenance before merging or handing off.

rayden-use-v2

diegosouzapw/awesome-omni-skills

Rayden UI Design Skill workflow skill. Use this skill when the user needs Build and maintain Rayden UI components and screens in Figma via Figma MCP with full design token enforcement and the operator should preserve the upstream workflow, copied support files, and provenance before merging or handing off.

raydium

elophanto/EloPhanto

Complete Raydium Protocol SDK - the single source of truth for integrating Raydium on Solana. Covers SDK, Trade API, CLMM, CPMM, AMM pools, LaunchLab token launches, farming, CPI integration, and all Raydium tools.

rce-hunter

H-mmer/pentest-agents

Remote Code Execution specialist (H1 #70). Use for testing command injection, template injection (SSTI), deserialization, expression language injection, and any vector that achieves server-side code execution.

rcsb-pdb-skill

openai/plugins

Submit compact RCSB PDB requests for core metadata, Search API queries, and FASTA downloads. Use when a user wants concise RCSB summaries; save raw JSON or FASTA only on request.

rct-bias-assessment-rob2

aipoch/medical-research-skills

Automates Risk of Bias 2 (ROB2) assessment for RCT papers by analyzing text against specific domains and synthesizing a report. Use when you need to assess the quality of a clinical trial paper or evaluate risk of bias.

rdg-pruefung-chatbot

Klotzkette/claude-fuer-deutsches-recht

Prüft, wann KI-Chatbot-Output als Rechtsdienstleistung im Sinne des § 2 RDG qualifiziert, erläutert die Abgrenzung bei Nichtjuristen-Nutzung sowie die BGH-Entscheidung BGH I ZR 113/20 (smartlaw) und deren Bedeutung für KI-gestützte Rechtsberatung.

rdkit

K-Dense-AI/scientific-agent-skills

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.

rdp-pentesting

wgpsec/AboutSecurity

|

re-amaze-automation

ComposioHQ/awesome-claude-skills

"Automate Re Amaze tasks via Rube MCP (Composio). Always search tools first for current schemas."

re-derivation

yogsoth-ai/de-anthropocentric-research-engine

Re-derive conclusions under a negated assumption, tracking where the derivation diverges from the original.

re-scoring

yogsoth-ai/de-anthropocentric-research-engine

Re-evaluate S/O/D scores after mitigation measures are in place. Validates that mitigations actually reduce risk as expected.

react

partme-ai/full-stack-skills

"Provides comprehensive guidance for React development including components, JSX, props, state, hooks, context, performance optimization, and best practices. Use when the user asks about React, needs to create React components, implement hooks, manage component state, or build React applications."

react

vercel-labs/json-render

React renderer for json-render that turns JSON specs into React components. Use when working with @json-render/react, building React UIs from JSON, creating component catalogs, or rendering AI-generated specs.

react-and-nextjs-data-visualization

openai/plugins

Integrate data visualizations into React and Next.js applications. Use when the user needs chart components, UML-like or architecture diagram components, React integration patterns, Next.js client or server boundaries, hydration-safe rendering, lazy loading, framework-aware performance, scroll-driven visual stories, or export guidance.

react-architect

aAAaqwq/AGI-Super-Team

Build production-grade React applications with modern architecture, state management, and performance optimization. Use when: (1) creating new React projects, (2) component architecture design, (3) state management setup (Redux, Zustand, Jotai), (4) React Router configuration, (5) custom hooks development, (6) performance optimization (React.memo, useMemo, useCallback), (7) code splitting and lazy loading, (8) testing setup. Supports React 18+, Next.js, Vite. Triggers: "React project", "create component", "state management", "React hooks", "Next.js", "Redux", "component architecture".

react-aria

TerminalSkills/skills

>-

react-audit-grep-patterns

github/awesome-copilot

'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.'

react-best-practices

openai/plugins

React and Next.js performance optimization guidelines from Vercel Engineering. This skill should be used when writing, reviewing, or refactoring React/Next.js code to ensure optimal performance patterns. Triggers on tasks involving React components, Next.js pages, data fetching, bundle optimization, or performance improvements.

react-best-practices

elizaOS/eliza

**IMPORTANT**: Any change to React or Next.js code must read through this skill first. React and Next.js guidelines from Vercel Engineering covering visual instability, layout shifts, CLS, flickering, hydration issues, and font loading.

react-best-practices-v2

diegosouzapw/awesome-omni-skills

Vercel React Best Practices workflow skill. Use this skill when the user needs Comprehensive performance optimization guide for React and Next.js applications, maintained by Vercel. Use when writing new React components or Next.js pages, implementing data fetching (client or server-side), or reviewing code for performance issues and the operator should preserve the upstream workflow, copied support files, and provenance before merging or handing off.

react-best-practices-v3

diegosouzapw/awesome-omni-skills

Vercel React Best Practices workflow skill. Use this skill when the user needs Comprehensive performance optimization guide for React and Next.js applications, maintained by Vercel. Use when writing new React components or Next.js pages, implementing data fetching (client or server-side), or reviewing code for performance issues and the operator should preserve the upstream workflow, copied support files, and provenance before merging or handing off.

react-best-practices-v4

diegosouzapw/awesome-omni-skills

Vercel React Best Practices workflow skill. Use this skill when the user needs Comprehensive performance optimization guide for React and Next.js applications, maintained by Vercel. Use when writing new React components or Next.js pages, implementing data fetching (client or server-side), or reviewing code for performance issues and the operator should preserve the upstream workflow, copied support files, and provenance before merging or handing off.

react-best-practices-v5

diegosouzapw/awesome-omni-skills

Vercel React Best Practices workflow skill. Use this skill when the user needs Comprehensive performance optimization guide for React and Next.js applications, maintained by Vercel. Use when writing new React components or Next.js pages, implementing data fetching (client or server-side), or reviewing code for performance issues and the operator should preserve the upstream workflow, copied support files, and provenance before merging or handing off.

react-component-diagnosis

hylarucoder/hai-stack

深度诊断单个 React 组件的架构设计质量，产出一份结构化体检报告：7 维度评分卡（使用者 API、数据流、可测试性、可扩展性、性能、心智模型、边界契约，每维 1-5 分 + 代码证据）、设计亮点、按 P0/P1/P2 分级且标注工作量的改进建议——所有评分基于逐行读代码后发现的具体问题（useMemo 依赖、useEffect cleanup、类型断言、每帧重复计算等），而非扫一眼目录得出的表面评价。当用户请求组件诊断、组件设计审查、架构分析、组件体检、组件 API/props 设计评估时使用，即使没说出"诊断"二字也应主动触发：用户指向一个组件目录或 .tsx 文件问"这个组件设计得怎么样"、"帮我看看这个组件"、"这个写得怎么样"、"是否需要重构"、"为什么每次都 re-render"、"useEffect 写对了吗"、"props 设计合理吗"，或用英文说 "review this React component"、"is this component well designed"、"audit this component"、"should I refactor this component" 时，都应触发。触发词：组件诊断、组件体检、架构审查、设计分析、组件评审、组件 API、props 设计、组件要不要重构、component diagnosis、component review、react component audit。

react-component-generator

OneWave-AI/claude-skills

Generate React components with TypeScript, proper props, hooks, and accessibility. Use when creating new React components, UI elements, or refactoring existing components.

react-component-patterns

HoangNguyen0403/agent-skills-standard

Build modern React component architecture with composition patterns. Use when designing reusable React components, applying composition patterns, or structuring component hierarchies.

react-component-performance

diegosouzapw/awesome-omni-skills

React Component Performance workflow skill. Use this skill when the user needs Diagnose slow React components and suggest targeted performance fixes and the operator should preserve the upstream workflow, copied support files, and provenance before merging or handing off.

react-component-performance-v2

diegosouzapw/awesome-omni-skills

React Component Performance workflow skill. Use this skill when the user needs Diagnose slow React components and suggest targeted performance fixes and the operator should preserve the upstream workflow, copied support files, and provenance before merging or handing off.

react-components

langchain-ai/skills-benchmarks

Modern React component patterns with hooks and TypeScript

react-composition-patterns

tech-leads-club/agent-skills

React composition patterns that scale. Use when refactoring components with boolean prop proliferation, building flexible component libraries, or designing reusable APIs. Triggers on tasks involving compound components, render props, context providers, or component architecture. Includes React 19 API changes. Do NOT use for React/Next.js performance optimization (use react-best-practices instead).

react-container-presentation-component

github/awesome-copilot

Create a React component using the Container/Presentation pattern in src/components by asking for the component name and type (ui or features), then scaffold files that follow this repository's TypeScript, Storybook, and SCSS conventions. Use when the user explicitly asks for a Container/Presentation-based component or runs /react-container-presentation-component.

react-context-patterns

TheBushidoCollective/han

Use when React Context patterns for state management. Use when sharing state across component trees without prop drilling.

react-doctor

databuddy-analytics/Databuddy

Diagnose and fix React codebase health issues. Use when reviewing React code, fixing performance problems, auditing security, or improving code quality.

react-email

TerminalSkills/skills

>-

react-email

vercel-labs/json-render

React Email renderer for json-render that turns JSON specs into HTML or plain-text emails using @react-email/components and @react-email/render. Use when working with @json-render/react-email, building transactional or marketing emails from JSON, creating email catalogs, rendering AI-generated email specs, or when the user mentions react-email, HTML email, or transactional email.

react-expert

aAAaqwq/AGI-Super-Team

Use when researching React APIs or concepts for documentation. Use when you need authoritative usage examples, caveats, warnings, or errors for a React feature.

react-flow-architect

diegosouzapw/awesome-omni-skills

ReactFlow Architect workflow skill. Use this skill when the user needs Build production-ready ReactFlow applications with hierarchical navigation, performance optimization, and advanced state management and the operator should preserve the upstream workflow, copied support files, and provenance before merging or handing off.

react-flow-architect-v2

diegosouzapw/awesome-omni-skills

ReactFlow Architect workflow skill. Use this skill when the user needs Build production-ready ReactFlow applications with hierarchical navigation, performance optimization, and advanced state management and the operator should preserve the upstream workflow, copied support files, and provenance before merging or handing off.

react-flow-node-ts

diegosouzapw/awesome-omni-skills

React Flow Node workflow skill. Use this skill when the user needs Create React Flow node components following established patterns with proper TypeScript types and store integration and the operator should preserve the upstream workflow, copied support files, and provenance before merging or handing off.

react-flow-node-ts-v2

diegosouzapw/awesome-omni-skills

React Flow Node workflow skill. Use this skill when the user needs Create React Flow node components following established patterns with proper TypeScript types and store integration and the operator should preserve the upstream workflow, copied support files, and provenance before merging or handing off.

react-hook-form

TerminalSkills/skills

>-

react-hooks

HoangNguyen0403/agent-skills-standard

Write efficient React functional components and hooks. Use when writing custom hooks, optimizing useEffect, or working with useMemo/useCallback in React.

react-hooks-patterns

TheBushidoCollective/han

Use when React Hooks patterns including useState, useEffect, useContext, useMemo, useCallback, and custom hooks. Use for modern React development.

react-modernization

wshobson/agents

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.