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

• 781

  Pinecone

  diamitani/rostr-agent/optional-skills/mlops/pinecone · 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.

• 782

  Qdrant

  diamitani/rostr-agent/optional-skills/mlops/qdrant · 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.

• 783

  Rag dal

  diamitani/rostr-agent/skills/software-development/rag-dal · 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.

• 784

  Build aiewf 2024 rag

  hiteshbandhu/skills-i-use/skills/ai-engineer-talks/build-aiewf-2024-rag · Skill

  1★ repo

  Drop-in skills and plugins for your AI development workflows

• 785

  Build rag search stacks

  hiteshbandhu/skills-i-use/skills/ai-engineer-talks/build-rag-search-stacks · Skill

  1★ repo

  Drop-in skills and plugins for your AI development workflows

• 786

  Embedding strategies

  newmindsgroup/ai-agent-skills-library/dist/skills/embedding-strategies · Skill

  1★ repo

  Shared library of AI agent skills — works across Claude Code, Cursor, Codex, Windsurf, OpenCode, and Google Antigravity via a single universal installer.

• 787

  Rag engineer

  newmindsgroup/ai-agent-skills-library/dist/skills/rag-engineer · Skill

  1★ repo

  Shared library of AI agent skills — works across Claude Code, Cursor, Codex, Windsurf, OpenCode, and Google Antigravity via a single universal installer.

• 788

  Rag implementation

  newmindsgroup/ai-agent-skills-library/dist/skills/rag-implementation · Skill

  1★ repo

  Shared library of AI agent skills — works across Claude Code, Cursor, Codex, Windsurf, OpenCode, and Google Antigravity via a single universal installer.

• 789

  Vector database engineer

  newmindsgroup/ai-agent-skills-library/dist/skills/vector-database-engineer · Skill

  1★ repo

  Shared library of AI agent skills — works across Claude Code, Cursor, Codex, Windsurf, OpenCode, and Google Antigravity via a single universal installer.

• 790

  Embedding strategies

  newmindsgroup/ai-agent-skills-library/sources/sickn33-antigravity-awesome-skills/skills/embedding-strategies · Skill

  1★ repo

  Shared library of AI agent skills — works across Claude Code, Cursor, Codex, Windsurf, OpenCode, and Google Antigravity via a single universal installer.

• 791

  Rag engineer

  newmindsgroup/ai-agent-skills-library/sources/sickn33-antigravity-awesome-skills/skills/rag-engineer · Skill

  1★ repo

  Shared library of AI agent skills — works across Claude Code, Cursor, Codex, Windsurf, OpenCode, and Google Antigravity via a single universal installer.

• 792

  Rag implementation

  newmindsgroup/ai-agent-skills-library/sources/sickn33-antigravity-awesome-skills/skills/rag-implementation · Skill

  1★ repo

  Shared library of AI agent skills — works across Claude Code, Cursor, Codex, Windsurf, OpenCode, and Google Antigravity via a single universal installer.

• 793

  Vector database engineer

  newmindsgroup/ai-agent-skills-library/sources/sickn33-antigravity-awesome-skills/skills/vector-database-engineer · Skill

  1★ repo

  Shared library of AI agent skills — works across Claude Code, Cursor, Codex, Windsurf, OpenCode, and Google Antigravity via a single universal installer.

• 794

  Mission control rag retrieval design

  MN755/Codex-Mission_Control/.codex/plugins/mission-control/skills/mission-control-rag-retrieval-design · Skill

  1★ repo

  An Open Source Platform For Building Projects With OpenAI's Codex, Claude CLI, And Other Coding LLMs Using Multi-Agent Swarms And Customizable Workflows. Runs On Windows, MacOS, And Linux.

• 795

  Mission control rag retrieval design

  MN755/Codex-Mission_Control/.codex/skills/mission-control-rag-retrieval-design · Skill

  1★ repo

  An Open Source Platform For Building Projects With OpenAI's Codex, Claude CLI, And Other Coding LLMs Using Multi-Agent Swarms And Customizable Workflows. Runs On Windows, MacOS, And Linux.

• 796

  Mission control rag retrieval design

  MN755/Codex-Mission_Control/apps/mcp-server/src/mission_control_mcp_server/_bundled/skills/mission-control-rag-retrieval-design · Skill

  1★ repo

  An Open Source Platform For Building Projects With OpenAI's Codex, Claude CLI, And Other Coding LLMs Using Multi-Agent Swarms And Customizable Workflows. Runs On Windows, MacOS, And Linux.

• 797

  Mission control rag retrieval design

  MN755/Codex-Mission_Control/plugins/mission-control/skills/mission-control-rag-retrieval-design · Skill

  1★ repo

  An Open Source Platform For Building Projects With OpenAI's Codex, Claude CLI, And Other Coding LLMs Using Multi-Agent Swarms And Customizable Workflows. Runs On Windows, MacOS, And Linux.

• 798

  Rag architect

  IrfanSadiqRahat/constellation/agents/rag-architect · Skill

  no license1★ repo

  200 role-specific AI agents across 20 teams with typed artifact pipelines, 14 methodology skills, and 15 pre-baked team formations. The virtual engineering org for Claude Code, Cursor, Codex CLI.

• 799

  Vector search engineer

  IrfanSadiqRahat/constellation/agents/vector-search-engineer · Skill

  no license1★ repo

  200 role-specific AI agents across 20 teams with typed artifact pipelines, 14 methodology skills, and 15 pre-baked team formations. The virtual engineering org for Claude Code, Cursor, Codex CLI.

• 800

  Advise research rag skills

  the-long-ride/skill-master/skills/advise-research-rag-skills · Skill

  1★ repo

  Routed skill-design catalog for AI agents with one /skill-master command, npm scaffolding, validation, and cross-runtime guidance.

• 801

  9 factor rag

  Just-Agent/just-product-factor/skills/9-factor-rag · Skill

  1★ repo

  Reusable Factor Skills for Agent-native product optimization

• 802

  Vector database engineer

  findscripter/everything-skills/03-data/vector-database-engineer · Skill

  no license1★ repo

  类书式 AI Agent 技能大典 · 精选/中文化/互见成网的 500+ 开源技能，可作为 Claude Code 插件市场一键安装。A curated, cross-referenced encyclopedia of 500+ open-source agent skills.

• 803

  Embedding model strategies

  findscripter/everything-skills/04-ai/embedding-model-strategies · Skill

  no license1★ repo

  类书式 AI Agent 技能大典 · 精选/中文化/互见成网的 500+ 开源技能，可作为 Claude Code 插件市场一键安装。A curated, cross-referenced encyclopedia of 500+ open-source agent skills.

• 804

  Rag clarity gate

  findscripter/everything-skills/04-ai/rag-clarity-gate · Skill

  no license1★ repo

  类书式 AI Agent 技能大典 · 精选/中文化/互见成网的 500+ 开源技能，可作为 Claude Code 插件市场一键安装。A curated, cross-referenced encyclopedia of 500+ open-source agent skills.

• 805

  Rag implementation workflow

  findscripter/everything-skills/04-ai/rag-implementation-workflow · Skill

  no license1★ repo

  类书式 AI Agent 技能大典 · 精选/中文化/互见成网的 500+ 开源技能，可作为 Claude Code 插件市场一键安装。A curated, cross-referenced encyclopedia of 500+ open-source agent skills.

• 806

  Rag pipeline builder

  findscripter/everything-skills/04-ai/rag-pipeline-builder · Skill

  no license1★ repo

  类书式 AI Agent 技能大典 · 精选/中文化/互见成网的 500+ 开源技能，可作为 Claude Code 插件市场一键安装。A curated, cross-referenced encyclopedia of 500+ open-source agent skills.

• 807

  Recsys pipeline architect

  findscripter/everything-skills/04-ai/recsys-pipeline-architect · Skill

  no license1★ repo

  类书式 AI Agent 技能大典 · 精选/中文化/互见成网的 500+ 开源技能，可作为 Claude Code 插件市场一键安装。A curated, cross-referenced encyclopedia of 500+ open-source agent skills.

• 808

  Exa semantic search

  findscripter/everything-skills/10-platform/exa-semantic-search · Skill

  no license1★ repo

  类书式 AI Agent 技能大典 · 精选/中文化/互见成网的 500+ 开源技能，可作为 Claude Code 插件市场一键安装。A curated, cross-referenced encyclopedia of 500+ open-source agent skills.

• 809

  Code semantic search

  yigityildiz0/universal-ai-skill-library/skills/common/code-semantic-search · Skill

  no license1★ repo

  531 searchable AI Agent Skills for Claude Code, OpenAI Codex, and OpenCode — EN/TR catalog, platform and risk notes, direct ZIPs, and curated bundles.

• 810

  Rag implementation

  yigityildiz0/universal-ai-skill-library/skills/common/rag-implementation · Skill

  no license1★ repo

  531 searchable AI Agent Skills for Claude Code, OpenAI Codex, and OpenCode — EN/TR catalog, platform and risk notes, direct ZIPs, and curated bundles.

• 811

  Rag injection defense

  Hash-7777/Hash-Medical-Reasearch-Agent-Skills/skills/rag-injection-defense · Skill

  1★ repo

  Drop-in agent skills that make an AI appraise medical literature like a reviewer — grade every citation against its source, run reproducible PRISMA searches, pool studies safely, and defend RAG against prompt injection. Framework-agnostic, MIT.

• 812

  Rag vs agent architect

  Abhillashjadhav/PM-agent-OS/.claude/skills/rag-vs-agent-architect · Skill

  no license1★ repo

  Evidence-aware product-management skills and reviewer agents for discovery, strategy, build, launch, and iteration.

• 813

  Ansi safe border caption embedding

  vishuwa2004/cskill-agents/agents/claude-code/skills/ansi-safe-border-caption-embedding · Skill

  1★ repo

  Build curated agent skills for coding CLIs, terminal tools, context engines, remote bridges, and multi-agent runtimes

• 814

  Ansi safe border caption embedding

  vishuwa2004/cskill-agents/agents/codex/skills/ansi-safe-border-caption-embedding · Skill

  1★ repo

  Build curated agent skills for coding CLIs, terminal tools, context engines, remote bridges, and multi-agent runtimes

• 815

  Ansi safe border caption embedding

  vishuwa2004/cskill-agents/skills/ansi-safe-border-caption-embedding · Skill

  1★ repo

  Build curated agent skills for coding CLIs, terminal tools, context engines, remote bridges, and multi-agent runtimes

• 816

  Retrieval review

  mnox/mnox-ai/plugins/retrieval-review/skills/retrieval-review · Skill

  0★ repo

  AI utils & skills

• 817

  Amazon bedrock

  dkmqflx/claude-tools/.claude/skills/amazon-bedrock · Skill

  no license0★ repo
• 818

  Langchain rag

  dkmqflx/claude-tools/.claude/skills/langchain-rag · Skill

  no license0★ repo
• 819

  Storing and querying vectors

  dkmqflx/claude-tools/.claude/skills/storing-and-querying-vectors · Skill

  no license0★ repo
• 820

  Rag pipeline

  goharabbas321/zeoel-framework/.agents/skills/zeoel/skills/rag-pipeline · Skill

  no license0★ repo

  23-agent AI development team for Claude Code, Cursor, and Gemini CLI. Multi-agent orchestration framework with strict TDD, sprint planning, 420+ skills, and automated QA/security/SEO audits. Stop vibe-coding — start shipping production-grade software.

• 821

  Recsys pipeline architect

  goharabbas321/zeoel-framework/.agents/skills/zeoel/skills/recsys-pipeline-architect · Skill

  no license0★ repo

  23-agent AI development team for Claude Code, Cursor, and Gemini CLI. Multi-agent orchestration framework with strict TDD, sprint planning, 420+ skills, and automated QA/security/SEO audits. Stop vibe-coding — start shipping production-grade software.

• 822

  Rag pipeline

  goharabbas321/zeoel-framework/all-skills/rag-pipeline · Skill

  no license0★ repo

  23-agent AI development team for Claude Code, Cursor, and Gemini CLI. Multi-agent orchestration framework with strict TDD, sprint planning, 420+ skills, and automated QA/security/SEO audits. Stop vibe-coding — start shipping production-grade software.

• 823

  Recsys pipeline architect

  goharabbas321/zeoel-framework/all-skills/recsys-pipeline-architect · Skill

  no license0★ repo

  23-agent AI development team for Claude Code, Cursor, and Gemini CLI. Multi-agent orchestration framework with strict TDD, sprint planning, 420+ skills, and automated QA/security/SEO audits. Stop vibe-coding — start shipping production-grade software.

• 824

  Bx ai rag

  ortus-boxlang/skills/boxlang-modules/bx-ai/bx-ai-rag · Skill

  no license0★ repo

  BoxLang AI skills repository and Claude Plugin

• 825

  Agent memory systems

  payals/ai-skills-engine/dot_cursor/skills/ai-research/agent-memory-systems · Skill

  0★ repo

  Comprehensive skills system for Cursor IDE with mandatory expertise enforcement, automatic skill discovery, multi-agent coordination, and persistent learning. 220+ skills across 10 categories + 8 custom orchestration rules.

• 826

  Rag chroma

  payals/ai-skills-engine/dot_cursor/skills/ai-research/rag-chroma · Skill

  0★ repo

  Comprehensive skills system for Cursor IDE with mandatory expertise enforcement, automatic skill discovery, multi-agent coordination, and persistent learning. 220+ skills across 10 categories + 8 custom orchestration rules.

• 827

  Rag engineer

  payals/ai-skills-engine/dot_cursor/skills/ai-research/rag-engineer · Skill

  0★ repo

  Comprehensive skills system for Cursor IDE with mandatory expertise enforcement, automatic skill discovery, multi-agent coordination, and persistent learning. 220+ skills across 10 categories + 8 custom orchestration rules.

• 828

  Rag implementation

  payals/ai-skills-engine/dot_cursor/skills/ai-research/rag-implementation · Skill

  0★ repo

  Comprehensive skills system for Cursor IDE with mandatory expertise enforcement, automatic skill discovery, multi-agent coordination, and persistent learning. 220+ skills across 10 categories + 8 custom orchestration rules.

• 829

  Rag pinecone

  payals/ai-skills-engine/dot_cursor/skills/ai-research/rag-pinecone · Skill

  0★ repo

  Comprehensive skills system for Cursor IDE with mandatory expertise enforcement, automatic skill discovery, multi-agent coordination, and persistent learning. 220+ skills across 10 categories + 8 custom orchestration rules.

• 830

  Rag qdrant

  payals/ai-skills-engine/dot_cursor/skills/ai-research/rag-qdrant · Skill

  0★ repo

  Comprehensive skills system for Cursor IDE with mandatory expertise enforcement, automatic skill discovery, multi-agent coordination, and persistent learning. 220+ skills across 10 categories + 8 custom orchestration rules.

• 831

  Rag sentence transformers

  payals/ai-skills-engine/dot_cursor/skills/ai-research/rag-sentence-transformers · Skill

  0★ repo

  Comprehensive skills system for Cursor IDE with mandatory expertise enforcement, automatic skill discovery, multi-agent coordination, and persistent learning. 220+ skills across 10 categories + 8 custom orchestration rules.

• 832

  Senior llm app engineer

  iamdemetris/lude-kit/skills/personas/senior-llm-app-engineer · Skill

  no license0★ repo

  A curated library of senior grade Agent Skills and subagents for Claude Code and OpenAI Codex. 70 skills, 30 dispatchable subagents, designed for multi agent orchestration.

• 833

  Senior rag engineer

  iamdemetris/lude-kit/skills/personas/senior-rag-engineer · Skill

  no license0★ repo

  A curated library of senior grade Agent Skills and subagents for Claude Code and OpenAI Codex. 70 skills, 30 dispatchable subagents, designed for multi agent orchestration.

• 834

  Agent memory systems

  Sheshiyer/skill-clusters/skills/agent-memory-systems · Skill

  0★ repo

  Hub-and-spoke agent-skill clusters, one per stack (Astro·GSAP·Remotion, Tauri, …). Installable via skills.sh.

• 835

  Embedding tauri sidecars

  Sheshiyer/skill-clusters/skills/embedding-tauri-sidecars · Skill

  0★ repo

  Hub-and-spoke agent-skill clusters, one per stack (Astro·GSAP·Remotion, Tauri, …). Installable via skills.sh.

• 836

  Rag engineer

  Sheshiyer/skill-clusters/skills/rag-engineer · Skill

  0★ repo

  Hub-and-spoke agent-skill clusters, one per stack (Astro·GSAP·Remotion, Tauri, …). Installable via skills.sh.

• 837

  Rag patterns

  Mattakushi432/Claude-Code-Skills-Custom-DevTools-Pack/plugins/devtools-pack/skills/rag-patterns · Skill

  0★ repo

  A curated pack of custom Claude Code skills for developers — installable as a Claude Code plugin marketplace.

• 838

  Vector db patterns

  Mattakushi432/Claude-Code-Skills-Custom-DevTools-Pack/plugins/devtools-pack/skills/vector-db-patterns · Skill

  0★ repo

  A curated pack of custom Claude Code skills for developers — installable as a Claude Code plugin marketplace.

• 839

  Rag eval guardrails

  NeuralMedic-DE/claude-skills/rag-eval-guardrails · Skill

  0★ repo

  Verified-gate Claude Code skills that run their checks and prove the result — by NeuralMedic. Web, accessibility, healthcare & compliance, data, IaC, Odoo.

• 840

  Ai rag and agents

  ebarti/skills/ai-rag-and-agents · Skill

  0★ repo

  📚 Agent skills distilled from technical books — AI Engineering, Context Engineering, Designing Data-Intensive Applications, and more. Agent-agnostic, plain Markdown. Give your AI agent a bookshelf.