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

• 721

  Retrieval rag design desk

  MadewellRD/skills-lab/dist/vendor/openai/ai-engineering-command-desk/retrieval-rag-design-desk · Skill

  2★ repo

  Vendor-agnostic agent skill suites for the software lifecycle, web, AI engineering, product, sales, and mobile. Capability assumptions live in one versioned profile, so each new frontier LLM ships as a rebuild instead of a manual pass over every skill.

• 722

  Rag architect

  timdevai/proteus/skills/community/from-alireza/engineering/skills/rag-architect · Skill

  1★ repo

  Always-on multi-agent AI workstation for Claude Code. 142 specialist agents (ML, security, K8s, backend, frontend) · 366 curated skills · 200+ prompt templates · auto prompt-matcher · auto skill-matcher · MCP support · token router cuts Anthropic bill 6x via Kimi/Haiku/Ollama. LiteLLM · BYOK · MIT + Apache. One-line install.

• 723

  Embedding attacks

  sunilgentyala/OmniRed/skills/llm-pipeline/embedding-attacks · Skill

  no license1★ repo

  OmniRed: Multi-AI offensive security skills library for Claude, ChatGPT, Gemini & Microsoft Copilot — with unique MCP, LLM-pipeline, and AI-native attack categories. By Sunil Gentyala, Independent Researcher.

• 724

  Rag poisoning

  sunilgentyala/OmniRed/skills/llm-pipeline/rag-poisoning · Skill

  no license1★ repo

  OmniRed: Multi-AI offensive security skills library for Claude, ChatGPT, Gemini & Microsoft Copilot — with unique MCP, LLM-pipeline, and AI-native attack categories. By Sunil Gentyala, Independent Researcher.

• 725

  Hanx knowledge base

  wrm3/ai_project_template/.claude/skills/hanx-knowledge-base · Skill

  1★ repo

  template for projects that you plan on having one or more different AI Assistants working in, and attempting to keep co-ordinated

• 726

  Youtube rag storage

  wrm3/ai_project_template/.claude/skills/youtube-rag-storage · Skill

  1★ repo

  template for projects that you plan on having one or more different AI Assistants working in, and attempting to keep co-ordinated

• 727

  Hanx knowledge base

  wrm3/ai_project_template/plugins/fstrent-research-toolkit/skills/hanx-knowledge-base · Skill

  1★ repo

  template for projects that you plan on having one or more different AI Assistants working in, and attempting to keep co-ordinated

• 728

  Youtube rag storage

  wrm3/ai_project_template/plugins/fstrent-research-toolkit/skills/youtube-rag-storage · Skill

  1★ repo

  template for projects that you plan on having one or more different AI Assistants working in, and attempting to keep co-ordinated

• 729

  Vaultspec rag discovery

  nevenincs/vaultspec-core/.vaultspec/skills/vaultspec-rag-discovery · Skill

  1★ repo

  A spec-driven harness for coding agents (and, humans)

• 730

  Complex doc rag

  MARUCIE/openclaw-foundry/web/public/packs/spellbook-ai-app-engineer/skills/complex-doc-rag · Skill

  1★ repo

  The curated AI Agent skill marketplace — 37K+ vetted skills, S/A/B/C ratings, deploy anywhere

• 731

  Complex doc rag

  MARUCIE/openclaw-foundry/web/public/packs/spellbook-code-reviewer/skills/complex-doc-rag · Skill

  1★ repo

  The curated AI Agent skill marketplace — 37K+ vetted skills, S/A/B/C ratings, deploy anywhere

• 732

  Rag implement

  manastalukdar/ai-devstudio/skills/rag-implement · Skill

  1★ repo

  Professional development studio for Claude Code CLI

• 733

  Chunking strategy optimizer

  imtiazrayhan/agentscamp-library/skills/chunking-strategy-optimizer · Skill

  1★ repo

  Installable library of AI coding agents, skills, commands, guides & tools — the copy-paste mirror of agentscamp.com

• 734

  Embedding index tuner

  imtiazrayhan/agentscamp-library/skills/embedding-index-tuner · Skill

  1★ repo

  Installable library of AI coding agents, skills, commands, guides & tools — the copy-paste mirror of agentscamp.com

• 735

  Embedding set inspector

  imtiazrayhan/agentscamp-library/skills/embedding-set-inspector · Skill

  1★ repo

  Installable library of AI coding agents, skills, commands, guides & tools — the copy-paste mirror of agentscamp.com

• 736

  Rag system designer

  omarfarahatoglu-tur/ai-agent-skills/skills/ai-team/rag-system-designer · Skill

  1★ repo

  Open-source AI agent skills for Claude Code, OpenAI Codex, Cursor, and modern developer workflows.

• 737

  Embedding strategies

  steph-frtech/cdesign-expo/.claude/marketplaces/wshobson/plugins/llm-application-dev/skills/embedding-strategies · Skill

  no license1★ repo

  Claude Code skill plugin that turns any design (Claude Design, screenshot, HTML, Figma) into production-ready Expo + NativeWind code. One skill, three slash commands, two reviewer agents.

• 738

  Rag implementation

  steph-frtech/cdesign-expo/.claude/marketplaces/wshobson/plugins/llm-application-dev/skills/rag-implementation · Skill

  no license1★ repo

  Claude Code skill plugin that turns any design (Claude Design, screenshot, HTML, Figma) into production-ready Expo + NativeWind code. One skill, three slash commands, two reviewer agents.

• 739

  Rag specialist

  Marine-softdrink524/claude-skills/skills/rag-specialist · Skill

  no license1★ repo

  Provide and maintain a community-driven collection of standardized Agent Skills for Claude AI using the SKILL.md format

• 740

  Rag evaluator

  bob798/ai-skill-kit/ai-engineering/rag-evaluator · Skill

  no license1★ repo

  A curated library of reusable AI skills and prompt templates for LLMs and AI agents to enhance reasoning, productivity, and workflows.

• 741

  Vector db guide

  bob798/ai-skill-kit/ai-engineering/vector-db-guide · Skill

  no license1★ repo

  A curated library of reusable AI skills and prompt templates for LLMs and AI agents to enhance reasoning, productivity, and workflows.

• 742

  Rag eval

  bob798/ai-skill-kit/development/rag-eval · Skill

  no license1★ repo

  A curated library of reusable AI skills and prompt templates for LLMs and AI agents to enhance reasoning, productivity, and workflows.

• 743

  Rag search

  kuc-arc-f/agent_skills_2ex/skill-rag-1/.claude/skills/rag_search · Skill

  no license1★ repo

  Agent Skills , example

• 744

  Rag search

  kuc-arc-f/agent_skills_2ex/skill-rag-3/.claude/skills/rag_search · Skill

  no license1★ repo

  Agent Skills , example

• 745

  Rag search

  kuc-arc-f/agent_skills_2ex/skill-rag-4/.claude/skills/rag_search · Skill

  no license1★ repo

  Agent Skills , example

• 746

  Rag search

  kuc-arc-f/agent_skills_2ex/skill-rag-5/.claude/skills/rag_search · Skill

  no license1★ repo

  Agent Skills , example

• 747

  Rag embed

  kuc-arc-f/agent_skills_2ex/skills-example-5/.claude/skills/rag_embed · Skill

  no license1★ repo

  Agent Skills , example

• 748

  Rag search

  kuc-arc-f/agent_skills_2ex/skills-example-5/.claude/skills/rag_search · Skill

  no license1★ repo

  Agent Skills , example

• 749

  Rag patterns

  yunseo-kim/agent-toolbox/catalog/skills/rag-patterns · Skill

  no license1★ repo

  A trusted, curated cross-tool registry for agent components, with end-to-end provenance and automated security vetting of skills, MCP servers, and hooks.

• 750

  Rag specialist

  skillsdirectory/claude-skills/skills/rag-specialist · Skill

  no license1★ repo

  A curated collection of the best skills, prompts & rules for Claude AI

• 751

  Embedding strategies

  chuyentn/coachai/.agent/skills/skills/embedding-strategies · Skill

  no license1★ repo

  Vibe Code Course Online By Victor Chuyen

• 752

  Rag engineer

  chuyentn/coachai/.agent/skills/skills/rag-engineer · Skill

  no license1★ repo

  Vibe Code Course Online By Victor Chuyen

• 753

  Rag implementation

  chuyentn/coachai/.agent/skills/skills/rag-implementation · Skill

  no license1★ repo

  Vibe Code Course Online By Victor Chuyen

• 754

  Vector database engineer

  chuyentn/coachai/.agent/skills/skills/vector-database-engineer · Skill

  no license1★ repo

  Vibe Code Course Online By Victor Chuyen

• 755

  Agent memory systems

  henriquescastilho/my-claude/.codex/vendor_imports/claude/marketplaces/claude-code-templates/cli-tool/components/skills/ai-research/agent-memory-systems · Skill

  no license1★ repo

  Setup público e sanitizado de um Claude Code full-stack: 8 sub-agents com roteamento por modelo, 792 skills, hooks de segurança, MCP servers e metodologia opinativa. Desenhado para um agente de IA se auto-configurar.

• 756

  Rag chroma

  henriquescastilho/my-claude/.codex/vendor_imports/claude/marketplaces/claude-code-templates/cli-tool/components/skills/ai-research/rag-chroma · Skill

  no license1★ repo

  Setup público e sanitizado de um Claude Code full-stack: 8 sub-agents com roteamento por modelo, 792 skills, hooks de segurança, MCP servers e metodologia opinativa. Desenhado para um agente de IA se auto-configurar.

• 757

  Rag engineer

  henriquescastilho/my-claude/.codex/vendor_imports/claude/marketplaces/claude-code-templates/cli-tool/components/skills/ai-research/rag-engineer · Skill

  no license1★ repo

  Setup público e sanitizado de um Claude Code full-stack: 8 sub-agents com roteamento por modelo, 792 skills, hooks de segurança, MCP servers e metodologia opinativa. Desenhado para um agente de IA se auto-configurar.

• 758

  Rag implementation

  henriquescastilho/my-claude/.codex/vendor_imports/claude/marketplaces/claude-code-templates/cli-tool/components/skills/ai-research/rag-implementation · Skill

  no license1★ repo

  Setup público e sanitizado de um Claude Code full-stack: 8 sub-agents com roteamento por modelo, 792 skills, hooks de segurança, MCP servers e metodologia opinativa. Desenhado para um agente de IA se auto-configurar.

• 759

  Rag pinecone

  henriquescastilho/my-claude/.codex/vendor_imports/claude/marketplaces/claude-code-templates/cli-tool/components/skills/ai-research/rag-pinecone · Skill

  no license1★ repo

  Setup público e sanitizado de um Claude Code full-stack: 8 sub-agents com roteamento por modelo, 792 skills, hooks de segurança, MCP servers e metodologia opinativa. Desenhado para um agente de IA se auto-configurar.

• 760

  Rag qdrant

  henriquescastilho/my-claude/.codex/vendor_imports/claude/marketplaces/claude-code-templates/cli-tool/components/skills/ai-research/rag-qdrant · Skill

  no license1★ repo

  Setup público e sanitizado de um Claude Code full-stack: 8 sub-agents com roteamento por modelo, 792 skills, hooks de segurança, MCP servers e metodologia opinativa. Desenhado para um agente de IA se auto-configurar.

• 761

  Rag sentence transformers

  henriquescastilho/my-claude/.codex/vendor_imports/claude/marketplaces/claude-code-templates/cli-tool/components/skills/ai-research/rag-sentence-transformers · Skill

  no license1★ repo

  Setup público e sanitizado de um Claude Code full-stack: 8 sub-agents com roteamento por modelo, 792 skills, hooks de segurança, MCP servers e metodologia opinativa. Desenhado para um agente de IA se auto-configurar.

• 762

  Chroma

  ulpi-io/plugin-marketplace/plugins/davila7/skills/chroma · Skill

  no license1★ repo

  A curated collection of 7,800+ agent skills for Claude Desktop, sourced from skills.sh

• 763

  Rag engineer

  ulpi-io/plugin-marketplace/plugins/davila7/skills/rag-engineer · Skill

  no license1★ repo

  A curated collection of 7,800+ agent skills for Claude Desktop, sourced from skills.sh

• 764

  Rag implementation

  ulpi-io/plugin-marketplace/plugins/davila7/skills/rag-implementation · Skill

  no license1★ repo

  A curated collection of 7,800+ agent skills for Claude Desktop, sourced from skills.sh

• 765

  Chunking strategy

  ulpi-io/plugin-marketplace/plugins/giuseppe-trisciuoglio/skills/chunking-strategy · Skill

  no license1★ repo

  A curated collection of 7,800+ agent skills for Claude Desktop, sourced from skills.sh

• 766

  Langchain4j rag implementation patterns

  ulpi-io/plugin-marketplace/plugins/giuseppe-trisciuoglio/skills/langchain4j-rag-implementation-patterns · Skill

  no license1★ repo

  A curated collection of 7,800+ agent skills for Claude Desktop, sourced from skills.sh

• 767

  Langchain4j vector stores configuration

  ulpi-io/plugin-marketplace/plugins/giuseppe-trisciuoglio/skills/langchain4j-vector-stores-configuration · Skill

  no license1★ repo

  A curated collection of 7,800+ agent skills for Claude Desktop, sourced from skills.sh

• 768

  Qdrant

  ulpi-io/plugin-marketplace/plugins/giuseppe-trisciuoglio/skills/qdrant · Skill

  no license1★ repo

  A curated collection of 7,800+ agent skills for Claude Desktop, sourced from skills.sh

• 769

  Rag implementation

  ulpi-io/plugin-marketplace/plugins/giuseppe-trisciuoglio/skills/rag-implementation · Skill

  no license1★ repo

  A curated collection of 7,800+ agent skills for Claude Desktop, sourced from skills.sh

• 770

  Rag

  ulpi-io/plugin-marketplace/plugins/giuseppe-trisciuoglio/skills/rag · Skill

  no license1★ repo

  A curated collection of 7,800+ agent skills for Claude Desktop, sourced from skills.sh

• 771

  Ai rag pipeline

  ulpi-io/plugin-marketplace/plugins/inference-sh/skills/ai-rag-pipeline · Skill

  no license1★ repo

  A curated collection of 7,800+ agent skills for Claude Desktop, sourced from skills.sh

• 772

  Ai rag pipeline

  ulpi-io/plugin-marketplace/plugins/inference-shell/skills/ai-rag-pipeline · Skill

  no license1★ repo

  A curated collection of 7,800+ agent skills for Claude Desktop, sourced from skills.sh

• 773

  Rag architect

  ulpi-io/plugin-marketplace/plugins/jeffallan/skills/rag-architect · Skill

  no license1★ repo

  A curated collection of 7,800+ agent skills for Claude Desktop, sourced from skills.sh

• 774

  Langchain rag

  ulpi-io/plugin-marketplace/plugins/langchain-ai/skills/langchain-rag · Skill

  no license1★ repo

  A curated collection of 7,800+ agent skills for Claude Desktop, sourced from skills.sh

• 775

  Embedding strategies

  ulpi-io/plugin-marketplace/plugins/sickn33/skills/embedding-strategies · Skill

  no license1★ repo

  A curated collection of 7,800+ agent skills for Claude Desktop, sourced from skills.sh

• 776

  Rag engineer

  ulpi-io/plugin-marketplace/plugins/sickn33/skills/rag-engineer · Skill

  no license1★ repo

  A curated collection of 7,800+ agent skills for Claude Desktop, sourced from skills.sh

• 777

  Rag implementation

  ulpi-io/plugin-marketplace/plugins/sickn33/skills/rag-implementation · Skill

  no license1★ repo

  A curated collection of 7,800+ agent skills for Claude Desktop, sourced from skills.sh

• 778

  Vector database engineer

  ulpi-io/plugin-marketplace/plugins/sickn33/skills/vector-database-engineer · Skill

  no license1★ repo

  A curated collection of 7,800+ agent skills for Claude Desktop, sourced from skills.sh

• 779

  Embedding strategies

  ulpi-io/plugin-marketplace/plugins/wshobson/skills/embedding-strategies · Skill

  no license1★ repo

  A curated collection of 7,800+ agent skills for Claude Desktop, sourced from skills.sh

• 780

  Chroma

  diamitani/rostr-agent/optional-skills/mlops/chroma · Skill

  1★ repo

  ROSTR Agent — Self-improving multi-agent framework with built-in PAL, NPAO, RAG DAL, and Rostr Hub. Built on Hermes Agent by Nous Research.