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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

  • Ai rag pipeline

    ComeOnOliver/skillshub/skills/aiskillstore/marketplace/inference-sh/ai-rag-pipeline Skill

    59★ repo

    🧠 The right skill, one API call. AI agent skills registry with token-efficient skill resolution. 5,000+ skills from 500+ top repos.

  • Agentdb vector search

    ComeOnOliver/skillshub/skills/aiskillstore/marketplace/ruvnet/agentdb-vector-search Skill

    59★ repo

    🧠 The right skill, one API call. AI agent skills registry with token-efficient skill resolution. 5,000+ skills from 500+ top repos.

  • Agent memory systems

    ComeOnOliver/skillshub/skills/aiskillstore/marketplace/sickn33/agent-memory-systems Skill

    59★ repo

    🧠 The right skill, one API call. AI agent skills registry with token-efficient skill resolution. 5,000+ skills from 500+ top repos.

  • Embedding strategies

    ComeOnOliver/skillshub/skills/aiskillstore/marketplace/sickn33/embedding-strategies Skill

    59★ repo

    🧠 The right skill, one API call. AI agent skills registry with token-efficient skill resolution. 5,000+ skills from 500+ top repos.

  • Rag engineer

    ComeOnOliver/skillshub/skills/aiskillstore/marketplace/sickn33/rag-engineer Skill

    59★ repo

    🧠 The right skill, one API call. AI agent skills registry with token-efficient skill resolution. 5,000+ skills from 500+ top repos.

  • Rag implementation

    ComeOnOliver/skillshub/skills/aiskillstore/marketplace/sickn33/rag-implementation Skill

    59★ repo

    🧠 The right skill, one API call. AI agent skills registry with token-efficient skill resolution. 5,000+ skills from 500+ top repos.

  • Vector database engineer

    ComeOnOliver/skillshub/skills/aiskillstore/marketplace/sickn33/vector-database-engineer Skill

    59★ repo

    🧠 The right skill, one API call. AI agent skills registry with token-efficient skill resolution. 5,000+ skills from 500+ top repos.

  • Embedding strategies

    ComeOnOliver/skillshub/skills/aiskillstore/marketplace/wshobson/embedding-strategies Skill

    59★ repo

    🧠 The right skill, one API call. AI agent skills registry with token-efficient skill resolution. 5,000+ skills from 500+ top repos.

  • Rag implementation

    ComeOnOliver/skillshub/skills/aiskillstore/marketplace/wshobson/rag-implementation Skill

    59★ repo

    🧠 The right skill, one API call. AI agent skills registry with token-efficient skill resolution. 5,000+ skills from 500+ top repos.

  • Rag architect

    ComeOnOliver/skillshub/skills/alirezarezvani/claude-skills/rag-architect Skill

    59★ repo

    🧠 The right skill, one API call. AI agent skills registry with token-efficient skill resolution. 5,000+ skills from 500+ top repos.

  • Agent sdk master

    ComeOnOliver/skillshub/skills/jeremylongshore/claude-code-plugins-plus-skills/agent-sdk-master Skill

    59★ repo

    🧠 The right skill, one API call. AI agent skills registry with token-efficient skill resolution. 5,000+ skills from 500+ top repos.

  • Cohere core workflow a

    ComeOnOliver/skillshub/skills/jeremylongshore/claude-code-plugins-plus-skills/cohere-core-workflow-a Skill

    59★ repo

    🧠 The right skill, one API call. AI agent skills registry with token-efficient skill resolution. 5,000+ skills from 500+ top repos.

  • Laravel data chunking large datasets

    ComeOnOliver/skillshub/skills/noartem/skills/laravel-data-chunking-large-datasets Skill

    59★ repo

    🧠 The right skill, one API call. AI agent skills registry with token-efficient skill resolution. 5,000+ skills from 500+ top repos.

  • Embedding strategies

    ComeOnOliver/skillshub/skills/rmyndharis/antigravity-skills/embedding-strategies Skill

    59★ repo

    🧠 The right skill, one API call. AI agent skills registry with token-efficient skill resolution. 5,000+ skills from 500+ top repos.

  • Rag implementation

    ComeOnOliver/skillshub/skills/rmyndharis/antigravity-skills/rag-implementation Skill

    59★ repo

    🧠 The right skill, one API call. AI agent skills registry with token-efficient skill resolution. 5,000+ skills from 500+ top repos.

  • Vector database engineer

    ComeOnOliver/skillshub/skills/rmyndharis/antigravity-skills/vector-database-engineer Skill

    59★ repo

    🧠 The right skill, one API call. AI agent skills registry with token-efficient skill resolution. 5,000+ skills from 500+ top repos.

  • Cloudflare vectorize

    ComeOnOliver/skillshub/skills/secondsky/claude-skills/cloudflare-vectorize Skill

    59★ repo

    🧠 The right skill, one API call. AI agent skills registry with token-efficient skill resolution. 5,000+ skills from 500+ top repos.

  • Google gemini embeddings

    ComeOnOliver/skillshub/skills/secondsky/claude-skills/google-gemini-embeddings Skill

    59★ repo

    🧠 The right skill, one API call. AI agent skills registry with token-efficient skill resolution. 5,000+ skills from 500+ top repos.

  • Ai native knowledge rag

    gmaxxxie/ai-native-product-agent-skills/skills/ai-native-knowledge-rag Skill

    no license50★ repo

    AI Native Product Methodology — 80 executable skills across P0-P14 stages, covering needs discovery to aesthetic authority. From 8 books.

  • P7 knowledge rag

    gmaxxxie/ai-native-product-agent-skills/skills/p7-knowledge-rag Skill

    no license50★ repo

    AI Native Product Methodology — 80 executable skills across P0-P14 stages, covering needs discovery to aesthetic authority. From 8 books.

  • Assessing vector and embedding weaknesses

    adriannoes/awesome-agentic-ai/cursor-claude-codex/skills/anthropic-cybersecurity-skills/skills/assessing-vector-and-embedding-weaknesses Skill

    48★ repo

    329 agent skills (Cursor, Claude Code & Codex), 5,380 OpenClaw skills, 201 ML notebooks, 7 textbooks, 52 research papers, 17 industry reports for PMs, Designers & Developers.

  • Testing prompt injection in rag pipelines

    adriannoes/awesome-agentic-ai/cursor-claude-codex/skills/anthropic-cybersecurity-skills/skills/testing-prompt-injection-in-rag-pipelines Skill

    48★ repo

    329 agent skills (Cursor, Claude Code & Codex), 5,380 OpenClaw skills, 201 ML notebooks, 7 textbooks, 52 research papers, 17 industry reports for PMs, Designers & Developers.

  • Chroma

    nota-america/forgecat-agent-profiles/profiles/orchestra-research/ai-research-skills/for-claude/.claude/skills/ai-research-skills/15-rag/chroma Skill

    46★ repo

    Production-ready AI agent profiles for Claude Code, Cursor, and Codex. Search, install, and contribute ForgeCat packages.

  • Pinecone

    nota-america/forgecat-agent-profiles/profiles/orchestra-research/ai-research-skills/for-claude/.claude/skills/ai-research-skills/15-rag/pinecone Skill

    46★ repo

    Production-ready AI agent profiles for Claude Code, Cursor, and Codex. Search, install, and contribute ForgeCat packages.

  • Qdrant

    nota-america/forgecat-agent-profiles/profiles/orchestra-research/ai-research-skills/for-claude/.claude/skills/ai-research-skills/15-rag/qdrant Skill

    46★ repo

    Production-ready AI agent profiles for Claude Code, Cursor, and Codex. Search, install, and contribute ForgeCat packages.

  • Sentence transformers

    nota-america/forgecat-agent-profiles/profiles/orchestra-research/ai-research-skills/for-claude/.claude/skills/ai-research-skills/15-rag/sentence-transformers Skill

    46★ repo

    Production-ready AI agent profiles for Claude Code, Cursor, and Codex. Search, install, and contribute ForgeCat packages.

  • Chroma

    nota-america/forgecat-agent-profiles/profiles/orchestra-research/ai-research-skills/for-codex/.agents/skills/ai-research-skills/15-rag/chroma Skill

    46★ repo

    Production-ready AI agent profiles for Claude Code, Cursor, and Codex. Search, install, and contribute ForgeCat packages.

  • Pinecone

    nota-america/forgecat-agent-profiles/profiles/orchestra-research/ai-research-skills/for-codex/.agents/skills/ai-research-skills/15-rag/pinecone Skill

    46★ repo

    Production-ready AI agent profiles for Claude Code, Cursor, and Codex. Search, install, and contribute ForgeCat packages.

  • Qdrant

    nota-america/forgecat-agent-profiles/profiles/orchestra-research/ai-research-skills/for-codex/.agents/skills/ai-research-skills/15-rag/qdrant Skill

    46★ repo

    Production-ready AI agent profiles for Claude Code, Cursor, and Codex. Search, install, and contribute ForgeCat packages.

  • Sentence transformers

    nota-america/forgecat-agent-profiles/profiles/orchestra-research/ai-research-skills/for-codex/.agents/skills/ai-research-skills/15-rag/sentence-transformers Skill

    46★ repo

    Production-ready AI agent profiles for Claude Code, Cursor, and Codex. Search, install, and contribute ForgeCat packages.

  • Chroma

    nota-america/forgecat-agent-profiles/profiles/orchestra-research/ai-research-skills/for-forgecat/skills/ai-research-skills/15-rag/chroma Skill

    46★ repo

    Production-ready AI agent profiles for Claude Code, Cursor, and Codex. Search, install, and contribute ForgeCat packages.

  • Pinecone

    nota-america/forgecat-agent-profiles/profiles/orchestra-research/ai-research-skills/for-forgecat/skills/ai-research-skills/15-rag/pinecone Skill

    46★ repo

    Production-ready AI agent profiles for Claude Code, Cursor, and Codex. Search, install, and contribute ForgeCat packages.

  • Qdrant

    nota-america/forgecat-agent-profiles/profiles/orchestra-research/ai-research-skills/for-forgecat/skills/ai-research-skills/15-rag/qdrant Skill

    46★ repo

    Production-ready AI agent profiles for Claude Code, Cursor, and Codex. Search, install, and contribute ForgeCat packages.

  • Sentence transformers

    nota-america/forgecat-agent-profiles/profiles/orchestra-research/ai-research-skills/for-forgecat/skills/ai-research-skills/15-rag/sentence-transformers Skill

    46★ repo

    Production-ready AI agent profiles for Claude Code, Cursor, and Codex. Search, install, and contribute ForgeCat packages.

  • Rag observability evals

    BagelHole/DevOps-Security-Agent-Skills/devops/ai/rag-observability-evals Skill

    46★ repo

    Agent-ready DevOps, security, infrastructure, and compliance knowledge base with 80+ skills across Kubernetes, Terraform, AWS/Azure/GCP, AI platform operations, container hardening, SOC2/ISO27001, and incident response—plus ready-to-run scripts, templates, and playbooks for SRE, platform, and security teams.

  • Vector database ops

    BagelHole/DevOps-Security-Agent-Skills/infrastructure/databases/vector-database-ops Skill

    46★ repo

    Agent-ready DevOps, security, infrastructure, and compliance knowledge base with 80+ skills across Kubernetes, Terraform, AWS/Azure/GCP, AI platform operations, container hardening, SOC2/ISO27001, and incident response—plus ready-to-run scripts, templates, and playbooks for SRE, platform, and security teams.

  • Rag infrastructure

    BagelHole/DevOps-Security-Agent-Skills/infrastructure/local-ai/rag-infrastructure Skill

    46★ repo

    Agent-ready DevOps, security, infrastructure, and compliance knowledge base with 80+ skills across Kubernetes, Terraform, AWS/Azure/GCP, AI platform operations, container hardening, SOC2/ISO27001, and incident response—plus ready-to-run scripts, templates, and playbooks for SRE, platform, and security teams.

  • Rlama

    tdimino/claude-code-minoan/skills/integration-automation/rlama Skill

    41★ repo

    A curated ~/.claude/ configuration for professional development workflows — 90+ skills, 46 hooks, and CLI tools

  • Weaviate query agent

    saskinosie/weaviate-claude-skills/weaviate-query-agent Skill

    39★ repo

    Claude Skills for connecting Claude.ai to local Weaviate vector databases - manage collections, ingest data, and query with RAG

  • Semantic search news

    FTShare-Lab/FTShare-skills/ftshare-market-data/sub-skills/semantic-search-news Skill

    38★ repo

    FTShare Agent Skills for financial data and investment research workflows｜金融数据 Skill 与投研业务 Skill 仓库。

  • Ansi safe border caption embedding

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

    36★ repo

    Agent skills for coding CLIs, multi-agent runtimes, context engines, MCP extensions, and terminal tooling. Instead of using claude code's source code, give your agent skills to create your own!

  • Ansi safe border caption embedding

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

    36★ repo

    Agent skills for coding CLIs, multi-agent runtimes, context engines, MCP extensions, and terminal tooling. Instead of using claude code's source code, give your agent skills to create your own!

  • Ansi safe border caption embedding

    ychampion/cskill-agents/skills/ansi-safe-border-caption-embedding Skill

    36★ repo

    Agent skills for coding CLIs, multi-agent runtimes, context engines, MCP extensions, and terminal tooling. Instead of using claude code's source code, give your agent skills to create your own!

  • Knowledge base rag

    itallstartedwithaidea/agent-skills/skills/productivity/knowledge-base-rag Skill

    31★ repo

    The definitive open-source agent skills library for AI-powered Google Ads management. 73+ skills across 10 categories. Built for googleadsagent.ai™. Works with Claude Code, Cursor, Codex, Gemini, and more.

  • Wshobson rag implementation

    ItamarZand88/awesome-agent-conventions/conventions/skill-md/examples/data-analysis/wshobson-rag-implementation Skill

    30★ repo

    A curated guide to convention files AI agents read, write, and act on: AGENTS.md, CLAUDE.md, SKILL.md, llms.txt, MCP configs, rules, and examples.

  • Pinecone

    mcparmory/registry/com.mcparmory/pinecone MCP server

    no license30★ repo

    Create and manage vector database indexes, backups, and collections

  • Monitor rag quality

    ContextJet-ai/awesome-llm-observability/skills/monitor-rag-quality Skill

    no license29★ repo

    50+ curated LLM observability tools PLUS 26 Agent Skills (several with runnable, unit-tested scripts) to build, evaluate, debug, secure & monitor reliable LLM apps. Tracing, evals, guardrails, LLMOps.

  • Building rag systems

    mjunaidca/mjs-agent-skills/.claude/skills/building-rag-systems Skill

    no license27★ repo

    A curated collection of Agent Skills — reusable units of intelligence that teach AI General Agents how to perform specific tasks autonomously.

  • Rag

    nimadorostkar/Claude-Skills-collection/skills/ai/rag Skill

    25★ repo

    A curated library of 137 production-grade skills for Claude and other AI coding agents.

  • Rag systems

    charlieviettq/awesome-agent-skill/.claude/skills/rag-systems Skill

    24★ repo

    Curated skill pack for LLM agents in engineer and science workflow (Cursor & Claude ready).

  • Rag systems

    charlieviettq/awesome-agent-skill/.cursor/skills/ai-agent-systems/rag-systems Skill

    24★ repo

    Curated skill pack for LLM agents in engineer and science workflow (Cursor & Claude ready).

  • Pinecone docs

    pinecone-io/gemini-cli-extension/skills/pinecone-docs Skill

    23★ repo

    The official Pinecone Gemini CLI extension repo.

  • Query

    pinecone-io/gemini-cli-extension/skills/query Skill

    23★ repo

    The official Pinecone Gemini CLI extension repo.

  • Swmm rag memory

    Zhonghao1995/agentic-swmm-workflow/skills/swmm-rag-memory Skill

    21★ repo

    Agentic SWMM is an automated, auditable, and memory-informed framework for reproducible stormwater modelling, integrating QGIS and EPA SWMM through the aiswmm runtime, reusable Skills, and MCP interfaces, with QA verification, provenance tracking, calibration support, and Codex, Hermes, Claude code as well as OpenClaw compatibility

  • Api vector db chroma

    agents-inc/skills/dist/plugins/api-vector-db-chroma/skills/api-vector-db-chroma Skill

    20★ repo

    The official skills marketplace for Agents Inc, an agent composition framework that builds stacks and compiles specialized subagents for Claude Code

  • Api vector db pinecone

    agents-inc/skills/dist/plugins/api-vector-db-pinecone/skills/api-vector-db-pinecone Skill

    20★ repo

    The official skills marketplace for Agents Inc, an agent composition framework that builds stacks and compiles specialized subagents for Claude Code

  • Api vector db qdrant

    agents-inc/skills/dist/plugins/api-vector-db-qdrant/skills/api-vector-db-qdrant Skill

    20★ repo

    The official skills marketplace for Agents Inc, an agent composition framework that builds stacks and compiles specialized subagents for Claude Code

  • Api vector db weaviate

    agents-inc/skills/dist/plugins/api-vector-db-weaviate/skills/api-vector-db-weaviate Skill

    20★ repo

    The official skills marketplace for Agents Inc, an agent composition framework that builds stacks and compiles specialized subagents for Claude Code

  • Api vector db chroma

    agents-inc/skills/src/skills/api-vector-db-chroma Skill

    20★ repo

    The official skills marketplace for Agents Inc, an agent composition framework that builds stacks and compiles specialized subagents for Claude Code

  • Api vector db pinecone

    agents-inc/skills/src/skills/api-vector-db-pinecone Skill

    20★ repo

    The official skills marketplace for Agents Inc, an agent composition framework that builds stacks and compiles specialized subagents for Claude Code