RAG & retrieval
912 rows, by stacks then stars
229 of these skill files have been read, by 199 distinct authors, and what they tell an agent counted. What RAG & retrieval authors agree on, and what they forbid
Lin-A1/skills-agent/services/rag_service Skill
no license7★ repo根据agent skill理念构建的通用智能体框架
armelhbobdad/oh-my-skills/skills/oms-cocoindex/0.3.37/oms-cocoindex Skill
7★ repoCurated collection of agentskills.io-compliant, version-pinned agent skills — generated and maintained by Skill Forge
armelhbobdad/oh-my-skills/skills/oms-cognee/0.5.8/oms-cognee Skill
7★ repoCurated collection of agentskills.io-compliant, version-pinned agent skills — generated and maintained by Skill Forge
armelhbobdad/oh-my-skills/skills/oms-cognee/1.0.0/oms-cognee Skill
7★ repoCurated collection of agentskills.io-compliant, version-pinned agent skills — generated and maintained by Skill Forge
param087/agent-ml-skills/skills/rag-pipeline Skill
7★ repoProduction-grade Machine Learning, Data Science & MLOps skills for AI coding agents (Codex, Claude Code, Cursor, OpenCode). One npx command to install.
event4u-app/agent-config/dist/agent-src/skills/evaluate-llm-feature Skill
7★ repoUniversal AI Agent OS — audited skills, governance rules, replayable state. One contract, every host agent.
event4u-app/agent-config/src/skills/evaluate-llm-feature Skill
7★ repoUniversal AI Agent OS — audited skills, governance rules, replayable state. One contract, every host agent.
Harmeet10000/skills/skills/ai-ml/langchain-rag Skill
7★ repoCollection of my Agent Skills and books.
HDeibler/universal-design-principles/plugins/cognition-and-learnability-principles/skills/chunking-form-grouping Skill
no license7★ repoCross-agent marketplace of Universal Design Principles skills for Claude Code, Codex, Cursor, Gemini CLI, and other AI agents.
HDeibler/universal-design-principles/plugins/cognition-and-learnability-principles/skills/chunking-numeric-and-otp Skill
no license7★ repoCross-agent marketplace of Universal Design Principles skills for Claude Code, Codex, Cursor, Gemini CLI, and other AI agents.
HDeibler/universal-design-principles/plugins/cognition-and-learnability-principles/skills/chunking Skill
no license7★ repoCross-agent marketplace of Universal Design Principles skills for Claude Code, Codex, Cursor, Gemini CLI, and other AI agents.
vignesh2027/Claude-Agentic-Skills2.0-version/rag-architect Skill
6★ repoBeen building this for 6 months. Finally at a place where I'm comfortable sharing it.
yeaight7/agent-powerups/plugins/codebase-intelligence/skills/local-rag-mcp Skill
6★ repoCurated power-ups for coding agents: skills, slash commands, MCP configs, hooks, AGENTS.md templates, and workflows for serious software engineering. Claude Code, Codex, Antigravity CLI, Cursor and more
yeaight7/agent-powerups/plugins/tool-integrations/skills/local-rag-mcp Skill
6★ repoCurated power-ups for coding agents: skills, slash commands, MCP configs, hooks, AGENTS.md templates, and workflows for serious software engineering. Claude Code, Codex, Antigravity CLI, Cursor and more
yeaight7/agent-powerups/skills/local-rag-mcp Skill
6★ repoCurated power-ups for coding agents: skills, slash commands, MCP configs, hooks, AGENTS.md templates, and workflows for serious software engineering. Claude Code, Codex, Antigravity CLI, Cursor and more
ranbot-ai/awesome-skills/skills/embedding-strategies Skill
no license6★ repoAwesome Claude Skills, Tools for Customizing Claude AI workflows
ranbot-ai/awesome-skills/skills/rag-engineer Skill
no license6★ repoAwesome Claude Skills, Tools for Customizing Claude AI workflows
ranbot-ai/awesome-skills/skills/rag-implementation Skill
no license6★ repoAwesome Claude Skills, Tools for Customizing Claude AI workflows
ranbot-ai/awesome-skills/skills/vector-database-engineer Skill
no license6★ repoAwesome Claude Skills, Tools for Customizing Claude AI workflows
S3YED/appie-kit/skills/automation/knowledge-pipeline Skill
6★ repoBuild Your Own AI Employee. The complete starter kit for OpenClaw + Hermes Agent. 155 deduplicated skills, drag-and-drop workspace, case studies, install scripts.
S3YED/appie-kit/skills/ecc/recsys-pipeline-architect Skill
6★ repoBuild Your Own AI Employee. The complete starter kit for OpenClaw + Hermes Agent. 155 deduplicated skills, drag-and-drop workspace, case studies, install scripts.
S3YED/appie-kit/skills/knowledge/turbovec Skill
6★ repoBuild Your Own AI Employee. The complete starter kit for OpenClaw + Hermes Agent. 155 deduplicated skills, drag-and-drop workspace, case studies, install scripts.
S3YED/appie-kit/skills/misc/turbovec Skill
6★ repoBuild Your Own AI Employee. The complete starter kit for OpenClaw + Hermes Agent. 155 deduplicated skills, drag-and-drop workspace, case studies, install scripts.
bg-szy/TOP-SKILLS/skills/agent-skills/rag-blueprint Skill
no license5★ repo全球最大的 Claude Code 技能聚合库 · 收录 3900+ 来自 12+ 来源的技能,提供在线搜索与趋势分析看板 / The world's largest Claude Code skill aggregation hub — 3900+ skills from 12+ sources with online search and trend dashboard
bg-szy/TOP-SKILLS/skills/agent-skills/rag-eval Skill
no license5★ repo全球最大的 Claude Code 技能聚合库 · 收录 3900+ 来自 12+ 来源的技能,提供在线搜索与趋势分析看板 / The world's largest Claude Code skill aggregation hub — 3900+ skills from 12+ sources with online search and trend dashboard
bg-szy/TOP-SKILLS/skills/agent-skills/rag-perf Skill
no license5★ repo全球最大的 Claude Code 技能聚合库 · 收录 3900+ 来自 12+ 来源的技能,提供在线搜索与趋势分析看板 / The world's largest Claude Code skill aggregation hub — 3900+ skills from 12+ sources with online search and trend dashboard
bg-szy/TOP-SKILLS/skills/awesome-skills/embedding-strategies Skill
no license5★ repo全球最大的 Claude Code 技能聚合库 · 收录 3900+ 来自 12+ 来源的技能,提供在线搜索与趋势分析看板 / The world's largest Claude Code skill aggregation hub — 3900+ skills from 12+ sources with online search and trend dashboard
bg-szy/TOP-SKILLS/skills/awesome-skills/rag-implementation Skill
no license5★ repo全球最大的 Claude Code 技能聚合库 · 收录 3900+ 来自 12+ 来源的技能,提供在线搜索与趋势分析看板 / The world's largest Claude Code skill aggregation hub — 3900+ skills from 12+ sources with online search and trend dashboard
Agentdb semantic vector search
bg-szy/TOP-SKILLS/skills/marketplace/agentdb-semantic-vector-search Skill
no license5★ repo全球最大的 Claude Code 技能聚合库 · 收录 3900+ 来自 12+ 来源的技能,提供在线搜索与趋势分析看板 / The world's largest Claude Code skill aggregation hub — 3900+ skills from 12+ sources with online search and trend dashboard
bg-szy/TOP-SKILLS/skills/marketplace/agentdb-vector-search Skill
no license5★ repo全球最大的 Claude Code 技能聚合库 · 收录 3900+ 来自 12+ 来源的技能,提供在线搜索与趋势分析看板 / The world's largest Claude Code skill aggregation hub — 3900+ skills from 12+ sources with online search and trend dashboard
Agentdb vector search skills ruvnet agentdb vector search
bg-szy/TOP-SKILLS/skills/marketplace/agentdb-vector-search__skills-ruvnet-agentdb-vector-search Skill
no license5★ repo全球最大的 Claude Code 技能聚合库 · 收录 3900+ 来自 12+ 来源的技能,提供在线搜索与趋势分析看板 / The world's largest Claude Code skill aggregation hub — 3900+ skills from 12+ sources with online search and trend dashboard
bg-szy/TOP-SKILLS/skills/marketplace/ai-rag-pipeline Skill
no license5★ repo全球最大的 Claude Code 技能聚合库 · 收录 3900+ 来自 12+ 来源的技能,提供在线搜索与趋势分析看板 / The world's largest Claude Code skill aggregation hub — 3900+ skills from 12+ sources with online search and trend dashboard
Ai rag pipeline skills inference sh ai rag pipeline
bg-szy/TOP-SKILLS/skills/marketplace/ai-rag-pipeline__skills-inference-sh-ai-rag-pipeline Skill
no license5★ repo全球最大的 Claude Code 技能聚合库 · 收录 3900+ 来自 12+ 来源的技能,提供在线搜索与趋势分析看板 / The world's largest Claude Code skill aggregation hub — 3900+ skills from 12+ sources with online search and trend dashboard
bg-szy/TOP-SKILLS/skills/marketplace/building-rag-systems Skill
no license5★ repo全球最大的 Claude Code 技能聚合库 · 收录 3900+ 来自 12+ 来源的技能,提供在线搜索与趋势分析看板 / The world's largest Claude Code skill aggregation hub — 3900+ skills from 12+ sources with online search and trend dashboard
bg-szy/TOP-SKILLS/skills/marketplace/embedding-strategies Skill
no license5★ repo全球最大的 Claude Code 技能聚合库 · 收录 3900+ 来自 12+ 来源的技能,提供在线搜索与趋势分析看板 / The world's largest Claude Code skill aggregation hub — 3900+ skills from 12+ sources with online search and trend dashboard
Embedding strategies skills wshobson embedding strategies
bg-szy/TOP-SKILLS/skills/marketplace/embedding-strategies__skills-wshobson-embedding-strategies Skill
no license5★ repo全球最大的 Claude Code 技能聚合库 · 收录 3900+ 来自 12+ 来源的技能,提供在线搜索与趋势分析看板 / The world's largest Claude Code skill aggregation hub — 3900+ skills from 12+ sources with online search and trend dashboard
bg-szy/TOP-SKILLS/skills/marketplace/rag-engineer Skill
no license5★ repo全球最大的 Claude Code 技能聚合库 · 收录 3900+ 来自 12+ 来源的技能,提供在线搜索与趋势分析看板 / The world's largest Claude Code skill aggregation hub — 3900+ skills from 12+ sources with online search and trend dashboard
bg-szy/TOP-SKILLS/skills/marketplace/rag-implementation Skill
no license5★ repo全球最大的 Claude Code 技能聚合库 · 收录 3900+ 来自 12+ 来源的技能,提供在线搜索与趋势分析看板 / The world's largest Claude Code skill aggregation hub — 3900+ skills from 12+ sources with online search and trend dashboard
Rag implementation skills wshobson rag implementation
bg-szy/TOP-SKILLS/skills/marketplace/rag-implementation__skills-wshobson-rag-implementation Skill
no license5★ repo全球最大的 Claude Code 技能聚合库 · 收录 3900+ 来自 12+ 来源的技能,提供在线搜索与趋势分析看板 / The world's largest Claude Code skill aggregation hub — 3900+ skills from 12+ sources with online search and trend dashboard
bg-szy/TOP-SKILLS/skills/marketplace/rag-pipeline Skill
no license5★ repo全球最大的 Claude Code 技能聚合库 · 收录 3900+ 来自 12+ 来源的技能,提供在线搜索与趋势分析看板 / The world's largest Claude Code skill aggregation hub — 3900+ skills from 12+ sources with online search and trend dashboard
bg-szy/TOP-SKILLS/skills/marketplace/surrealdb-python Skill
no license5★ repo全球最大的 Claude Code 技能聚合库 · 收录 3900+ 来自 12+ 来源的技能,提供在线搜索与趋势分析看板 / The world's largest Claude Code skill aggregation hub — 3900+ skills from 12+ sources with online search and trend dashboard
bg-szy/TOP-SKILLS/skills/marketplace/vector-database-engineer Skill
no license5★ repo全球最大的 Claude Code 技能聚合库 · 收录 3900+ 来自 12+ 来源的技能,提供在线搜索与趋势分析看板 / The world's largest Claude Code skill aggregation hub — 3900+ skills from 12+ sources with online search and trend dashboard
ceoimperiumprojects/imperium-brain/skills/engineering-advanced Skill
no license5★ repoCEO, CTO, CMO, CFO, sales, product & legal advisors — all in one Claude Code plugin. 250+ skills from 10 distilled startup books. Install once, run your startup smarter.
air-gapped/skills/.claude/skills/open-webui-embeddings Skill
5★ repoClaude Code plugin marketplace — 58 installable reference skills across vLLM/SGLang inference, Kubernetes & Harvester, GPU host bring-up, observability, security, and agent workflows.
AnthonyAlcaraz/agentic-graph-rag-skills/skills/tool-orchestration/rag-mcp-tool-selection Skill
5★ repoCompanion repo for Agentic Graph RAG (O'Reilly, Anthony Alcaraz & Sam Julien) — 50 runnable skills + 8 pedagogical notebooks covering all eight chapters, on one moto-mocked AWS DevOps scenario
thaolst/ai-growth-agents-for-marketers/skills/agentic-rag Skill
5★ repoAI agents for growth marketing — built from real fintech campaigns. Prompts + Python.
thaolst/ai-growth-agents-for-marketers/skills/rag-knowledge-base Skill
5★ repoAI agents for growth marketing — built from real fintech campaigns. Prompts + Python.
VersoXBT/claude-initial-setup/skills/agent-patterns/context-management Skill
4★ repo75 skills, 14 agents, 15 commands for Claude Code. Plug-and-play starter kit covering TypeScript, Python, Go, Rust, React, Next.js, FastAPI, Django, Docker, CI/CD, security, testing, and more. Cross-AI support for Cursor, Copilot, and Codex.
EthanYoQ/Skill-hub/skills/06-data-search/bioc-fulltext-fetch Skill
4★ repoReusable AI agent skills for Codex, Claude Code etc. — AI coding workflows, SKILL.md templates, and automation practices. 面向 Codex、Claude Code等agents 的可复用 AI Agent Skill 技能库:AI 编程工作流、SKILL.md 模板与自动化实践。
Decision tree with lp embedding
EthanYoQ/Skill-hub/skills/08-writing-marketing/decision-tree-with-lp-embedding Skill
4★ repoReusable AI agent skills for Codex, Claude Code etc. — AI coding workflows, SKILL.md templates, and automation practices. 面向 Codex、Claude Code等agents 的可复用 AI Agent Skill 技能库:AI 编程工作流、SKILL.md 模板与自动化实践。
celticht32/Couchbase-Skills-for-Claude.ai/skills/couchbase/couchbase-ai-applications Skill
4★ repoThis is a collection of skills I have created for Couchbase for Claude.ai
Amey-Thakur/AI-SKILLS/skills/llm-engineering/embeddings-selection Skill
4★ repoPlug-and-play skills and prompts for every AI coding agent
Amey-Thakur/AI-SKILLS/skills/llm-engineering/rag-pipeline Skill
4★ repoPlug-and-play skills and prompts for every AI coding agent
Amey-Thakur/AI-SKILLS/skills/llm-engineering/retrieval-reranking Skill
4★ repoPlug-and-play skills and prompts for every AI coding agent
fabioc-aloha/Alex_Skill_Mall/plugins/ai-agents/rag-architecture Skill
4★ repo284 curated plugins for AI assistants across 16 categories: security, Azure, documentation, code quality, cloud infrastructure, and more. Works with GitHub Copilot. Drop into .github/skills/local/ and go.
fabioc-aloha/Alex_Skill_Mall/plugins/media-graphics/image-embedding-size-limits Skill
4★ repo284 curated plugins for AI assistants across 16 categories: security, Azure, documentation, code quality, cloud infrastructure, and more. Works with GitHub Copilot. Drop into .github/skills/local/ and go.
fabioc-aloha/Alex_Skill_Mall/plugins/media-graphics/image-storage-embedding-split Skill
4★ repo284 curated plugins for AI assistants across 16 categories: security, Azure, documentation, code quality, cloud infrastructure, and more. Works with GitHub Copilot. Drop into .github/skills/local/ and go.
tienenwu/fables/en/rag Skill
4★ repoSelf-evolving skill packs that give Claude Code & Codex judgment, not knowledge — decidable rules, per-playbook regression quizzes for models, and a project harness generator. zh-TW canon + full EN mirror.
tienenwu/fables/rag Skill
4★ repoSelf-evolving skill packs that give Claude Code & Codex judgment, not knowledge — decidable rules, per-playbook regression quizzes for models, and a project harness generator. zh-TW canon + full EN mirror.
build-with-dhiraj/ai-workflow-framework-portability-kit/Skills/evaluate-rag Skill
4★ repoPortable, self-contained snapshot of a complete Claude Code setup — 36 specialist agents, 134 skills, plugins, MCP servers & host tooling. Clone, claude login, run one script, restore the whole orchestration stack in ~20 min.