RAG and vectors skills

2,121 tagged RAG and vectors, measured the same way as everything else here.

Browse within: LLM 385knowledge-graph 243agent 225Multi-Agent 209dsh-plugin 203persistent memory 201skills 164agents 133workflow 122knowledge-base 118wanwu 107local-llm 97enterprise-ai 95gdpr 93

local-rag-search

73

nkapila6/mcp-local-rag

Skill Claude CodeCodex

Efficiently perform web searches using the mcp-local-rag server with semantic similarity ranking. Use this skill when you need to search the web for current information, research topics across multiple sources, or gather context from the internet without using external APIs. This skill teaches effective use of…

not rated 134 1mo ago A SkillSpector: pass 80 tokens original MIT

my-wiki

74

NimaChu/my-wiki

Skill Codex

A skill for managing a local Markdown knowledge vault that stores captured webpages, PDFs, Office files, notes, images, folders, and ZIP files. It links preserved source material, called References, to durable topic pages, called Concepts.

not rated 124 +1 changed 8d ago A SkillSpector: pass 51 tokens original MIT

apple-dev-docs

75

BingoWon/apple-rag-mcp

Skill Codex

Answer Apple platform questions from Apple's official developer documentation and WWDC session transcripts instead of guessing or web-searching. Use when the user asks about iOS, iPadOS, macOS, watchOS, tvOS, or visionOS; Swift, SwiftUI, UIKit, AppKit, StoreKit, SwiftData, RealityKit, or any Apple framework; an API's…

not rated 121 +1 changed 4d ago A SkillSpector: warn 123 tokens original MIT

gno

76

gmickel/gno

Skill Claude Code

Search local documents, files, notes, and knowledge bases. Index directories, search with BM25/vector/hybrid, get AI answers with citations. Use when user wants to search files, find documents, query notes, look up information in local folders, index a directory, set up document search, build a knowledge base, needs…

not rated 118 +3 yesterday A 86 tokens original MIT

setup-open-index

77

DrDroidLab/open-index

Skill Claude CodeCodex

Install and configure Open Index as the read/write context layer for a domain-specialized agent. Use when setting up a legal, marketing, customer support, sales, infrastructure, or other domain agent with Open Index over MCP.

not rated 113 +1 2mo ago A SkillSpector: pass 48 tokens original MIT

hybrid-memory

78

clawdbrunner/openclaw-graphiti-memory

Skill Claude CodeCodex

Hybrid memory strategy combining OpenClaw's built-in QMD vector memory with Graphiti temporal knowledge graph. Use for all memory recall requests.

not rated 103 3mo ago A SkillSpector: pass 32 tokens original MIT

fdueblab/Micro-Agent

Skill Claude CodeCodex

Technical guidance for recognizing human actions in video without training a new machine-learning model or using an LLM. It describes a pipeline that samples video frames, estimates body poses, measures movement, and assigns labels with rules.

not rated 101 changed 29d ago A SkillSpector: pass 0 tokens original MIT

velesdb-memory

80

cyberlife-coder/VelesDB

Skill Claude CodeCodex

Use durable, explainable, self-improving memory across a coding session via the velesdb-memory MCP server. Trigger whenever the velesdb-memory MCP tools (remember/recall/recallfused/relate/why/feedback/forget/rememberextracted/extractionstatus/entity/memorystatus) are available and the work would benefit from…

not rated 100 +2 yesterday A 328 tokens

Battam1111/omniseek

Skill Claude CodeCodex

Deep-investigation methodology for OmniSeek. Sweep in parallel with omniseekgather, judge the signals, zoom through walled sources, structure the evidence, and close with an explicit gap ledger.

not rated 95 +1 3d ago A SkillSpector: pass 46 tokens original Apache-2.0

second-brain

82

morankor/theorist-toolbox

Skill Claude CodeCodex

Set up and use an academic "second brain" — agentic RAG over a local library of theoretical papers (LaTeX-aware ingestion, theorem/proof tools, hybrid search). Use when the user wants a second brain for papers in a folder, says "/second-brain", "set up a second brain here", "ingest this paper into my second brain", or…

not rated 88 +2 2mo ago A SkillSpector: pass 108 tokens original MIT

cocoindex

83

cocoindex-io/cocoindex-claude

Skill Claude CodeCodex

Comprehensive toolkit for developing with the CocoIndex library. Use when users need to create data transformation pipelines (flows), write custom functions, or operate flows via CLI or API. Covers building ETL workflows for AI data processing, including embedding documents into vector databases, building knowledge…

not rated 82 4mo ago A 72 tokens original Apache-2.0

okfy

84

0dust/OKFy

Skill Codex

Use when a user wants an agent to use docs through OKFy, set up or verify an OKFy MCP docs source, convert docs websites or local Markdown into OKF bundles, generate activation proof, or answer from an existing OKFy bundle/workspace.

not rated 74 2mo ago A SkillSpector: warn 54 tokens original MIT

zettelforge

86

ThreatRecall/zettelforge

Skill Claude CodeCodex

ZettelForge v2.0.0 — Production CTI agentic memory system. Hybrid TypeDB (STIX 2.1 ontology) + LanceDB (vector search). Zero external AI dependencies: fastembed for embeddings, llama-cpp-python for LLM. 75% accuracy on CTI queries, 18% on LOCOMO. Use when agents need persistent memory, threat intel retrieval, entity…

not rated 66 yesterday A SkillSpector: pass 97 tokens original MIT

lilbee-mcp

87

tobocop2/lilbee

Skill Claude CodeCodex

Search and manage the user's local lilbee knowledge base over MCP. Use whenever the user has indexed code, docs, PDFs, or web pages into lilbee and you need cited answers, or whenever they ask you to ingest content, swap models, or tune retrieval against their library. Every fact returned cites file and line.…

not rated 66 +1 changed 5d ago A SkillSpector: warn 95 tokens original MIT

convex-agent

88

get-convex/agent-skills

Skill Claude CodeCodex

Add an AI agent / RAG backend (@convex-dev/agent) to the Convex app.

not rated 64 10d ago A Socket: passSnyk: passSkillSpector: pass 25 tokens original Apache-2.0

clangd-graph-rag

89

2015xli/clangd-graph-rag

Skill Claude CodeCodex

This skill enables deep semantic and structural analysis of C/C++ codebases using a pre-built Neo4j GraphRAG. It provides insights into call chains, class hierarchies, macro causality, and type aliases.

not rated 63 6mo ago A 0 tokens original Apache-2.0

graphify-windows

90

saeedkolivand/ai-job-hunter-app

Skill Claude Code

Turn any folder of files into a navigable knowledge graph with community detection, an honest audit trail, and three outputs: interactive HTML, GraphRAG-ready JSON, and a plain-language GRAPHREPORT.md.

not rated 62 yesterday A 75 tokens original Apache-2.0

ask-ai

91

farming-labs/docs

Skill Claude CodeCodex

Configure the Ask AI (RAG-powered AI chat) in @farming-labs/docs. Use when enabling AI chat, setting mode (search vs floating), floatingStyle (panel, modal, popover, full-modal), position, providers, models, suggestedQuestions, apiKey, systemPrompt, or maxResults. Covers Next.js, SvelteKit, Astro, Nuxt and env vars.

not rated 53 today A 83 tokens

skill-creator

92

MasihMoafi/Elpis

Skill Codex

Create or update a Codex skill with appropriately scoped instructions and any needed supporting resources.

not rated 48 +2 changed 19d ago A 21 tokens copy · 70% Apache-2.0

mas-knowledge

93

redhat-community-ai-tools/UnifAI

Skill Claude CodeCursor

MAS domain knowledge — architecture, component routing, rules, recipes. Use when working on any file under multi-agent/.

not rated 45 9d ago A SkillSpector: pass 27 tokens original Apache-2.0

milvus

94

zilliztech/milvus-skill

Skill Claude Code

Operate Milvus vector database with pymilvus Python SDK. Use when the user wants to connect to Milvus, create collections, insert vectors, perform similarity search, hybrid search, full-text search, manage indexes, partitions, databases, or RBAC via Python code.

not rated 45 7mo ago A 57 tokens original Apache-2.0

qi-cli

95

itsmostafa/qi

Skill Claude CodeCodex

Guide for using qi, a local knowledge search CLI for macOS and Linux. Use this skill when the user wants to index documents into a searchable knowledge base, search or retrieve from one, configure qi's collections or embedding providers (Ollama, OpenAI-compatible), choose between its search modes (BM25, hybrid…

not rated 44 changed 1mo ago A SkillSpector: warn 88 tokens original MIT

mastra

96

Array-Ventures/coworker

Skill Claude CodeCodex

Comprehensive Mastra framework guide. Teaches how to find current documentation, verify API signatures, and build agents and workflows. Covers documentation lookup strategies (embedded docs, remote docs), core concepts (agents vs workflows, tools, memory, RAG), TypeScript requirements, and common patterns. Use this…

not rated 43 8mo ago A 83 tokens original Apache-2.0

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