RAG and vectors skills

1,886 tagged RAG and vectors, measured the same way as everything else here.

Browse within: workflow 142wanwu 107enterprise-ai 96local-llm 89gdpr 85proactive-agent 84embeddings 77skills 72nextjs 61LangChain 58ai-tools 54fastapi 54ai-skills 53chatgpt 53

milvus

73

zilliztech/milvus-skill

Skill Claude CodeCodex

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 39 5mo ago A 57 tokens original Apache-2.0

qi-cli

74

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 39 changed today A 88 tokens original MIT

erichare/skillroute

Skill Claude CodeCodex

Design Astra DB Data API and vector-search backends for retrieval, metadata filtering, and LangChain-compatible stores.

not rated 39 2d ago A 27 tokens original MIT

graphify

77

Choeng-Rayu/rayu-cli

Skill Claude CodeCodex

Turn any folder of files (code, docs, papers, images, video) into a queryable knowledge graph with community detection, an honest audit trail, and three outputs: interactive HTML, GraphRAG-ready JSON, and a plain-language GRAPHREPORT.md. Use when asked to analyze a codebase, understand architecture, map dependencies…

not rated 38 5d ago A 76 tokens original MIT

clarity-gate

78

frmoretto/clarity-gate

Skill Claude CodeCodex

Pre-ingestion verification for epistemic quality in RAG systems. Ensures documents are properly qualified before entering knowledge bases. Produces CGD (Clarity-Gated Documents) and validates SOT (Source of Truth) files.

not rated 33 6mo ago A 51 tokens

kb-ingest

79

waylondev/kb-pilot

Skill Claude CodeCodex

Use when the user wants to add a Markdown document to the knowledge base, ingest a whole directory of .md files, or initialize the knowledge base from a Git repo. Triggers on "ingest this doc", "add to knowledge base", "import these markdown files", "set up the knowledge base from this repo" — even when the user…

not rated 30 +8 5d ago A 94 tokens

tale-project/tale

Skill Claude CodeCodex

Run this as the FINAL review step once you have finished a UI change you can load in a browser — it is the visual-regression gate, run once at the end (not after every edit), and the change is not done until it reports score: 100. It drives a real browser over the page, auto-detects its relevant elements (no…

not rated 25 +2 today A 190 tokens original MIT

KathanModh259/latent-gate

Skill Claude CodeCodex

Compress images, long prompts, conversations, and RAG documents locally via Ollama before consuming LLM tokens. Reduces token usage by 80% on images and 85% on text. Use proactively when: the user uploads images, processes long context, works with multiple RAG sources, or when approaching token limits.

not rated 24 1mo ago A 73 tokens

help

82

pinecone-io/gemini-cli-extension

Skill Claude CodeCodex

Overview of all available Pinecone skills and what a user needs to get started. Invoke when a user asks what skills are available, how to get started with Pinecone, or what they need to set up before using any Pinecone skill.

not rated 23 22d ago A 50 tokens original MIT

openviking

83

swizardlv/openclaw_openviking_skill

Skill Claude CodeCodex

Semantic search, context management, and document indexing via OpenViking. Use when the user asks to: index/import documents or files into a knowledge base, perform semantic search across indexed content, browse or explore indexed resources, get summaries/overviews of indexed documents, manage an OpenViking instance…

not rated 23 6mo ago A 89 tokens original Apache-2.0

get-zeked/ai-agent-super-skill

Skill Claude CodeCodex

Comprehensive AI agent building skill merging Perplexity Computer's skill creation, webserver, and automation capabilities with Claude Code's agent orchestration, MCP server building, RAG system construction, subagent coordination, parallel agent dispatching, prompt optimization, and execution planning. Covers…

not rated 23 +1 6mo ago A 119 tokens

rag

85

mytk2012/python_agent

Skill Claude CodeCodex

A document question-answering setup that finds relevant passages in your files and uses a language model to generate answers. It accepts PDF, DOCX, TXT, and Markdown files, and can store searchable document collections.

not rated 22 4mo ago A 7 tokens original Apache-2.0

memobase

86

maximskorohod/memobase

Skill Claude CodeCodex

A Russian-language skill for searching a local knowledge base built from documents and other sources such as web pages, YouTube, audio, and Obsidian notes.

not rated 22 1mo ago A 25 tokens original MIT

graphify

87

Kahtaf/OpenCandle

Skill Claude CodeCodex

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 22 2d ago A 73 tokens original MIT

sweet-index

88

mrsladoje/sweet-search

Skill Claude CodeCodex

Use when (re)indexing a Sweet Search project. Runs the full-profile indexer with GPU model prewarming (CoreML cascade on M3+, candle Metal on M1/M2, ORT CPU elsewhere), kills ORT CPU models during indexing to avoid memory contention, and rewarms them for query readiness on completion. Incremental runs under 20 files…

not rated 21 yesterday A 83 tokens original Apache-2.0

interview-prep

89

wutongyuonce/MODULAR-RAG-MCP

Skill Claude CodeCodex

A mock technical interview focused on the Modular RAG MCP Server. It can optionally use your resume, ask follow-up questions, and produce a saved report with scores, sample answers, and feedback on how you present your experience.

not rated 21 29d ago A 116 tokens

chroma-local

90

chroma-core/agent-skills

Skill Claude CodeCodex

Use when the user needs self-hosted or local Chroma for semantic search, including ChromaClient, HttpClient, or Python EphemeralClient, local persistence, Docker or chroma run, or OSS Chroma without Chroma Cloud features.

not rated 21 4mo ago A 57 tokens original MIT

RichmondAlake/agent_harness_course

Skill Claude CodeCodex

Refresh the operational-to-ontology projection, validate class and property contracts, enrich changed nodes for semantic search, and inspect Oracle Scheduler evidence.

not rated 21 8d ago A 33 tokens

complex-doc-rag

92

kid-sid/codex-spellbook

Skill Claude CodeCodex

Use when building a RAG pipeline that ingests PDFs, Excel, CSV, or images — especially when debugging silent data loss, choosing between OCR tools, or handling edge cases like scanned pages, merged cells, or embedded charts.

not rated 21 3mo ago A 51 tokens original MIT

power

93

weby-homelab/power-framework

Skill Claude CodeCodex

P.O.W.E.R. 3.7.11 — Hybrid Knowledge Management Framework (P.A.R.A. + OKF v0.1 + Graph RAG + LLM-Wiki + Execution Rules).

not rated 20 changed yesterday A 45 tokens GPL-3.0

rag

94

kuluruvineeth/openbeam

Skill Claude CodeCodex

Retrieval-augmented generation for accurate, grounded Q&A. Combines search with LLM generation for factual answers with citations.

not rated 19 4mo ago A 28 tokens AGPL-3.0

zvec

95

zvec-ai/zvec-agent-skills

Skill Claude CodeCodex

Zvec vector database development assistant. Use this skill when users need to develop vector search applications based on zvec, build RAG systems, implement semantic search, or handle vector data storage and querying. Suitable for Python and Node.js development environments, providing complete technical guidance from…

not rated 17 +4 4mo ago A 102 tokens original Apache-2.0

PaodingAI/skills

Skill Claude CodeCodex

Create and operate ChatDOC Studio knowledge bases through pdrouter using a Bearer API key and JavaScript helpers. Use when Codex needs to upload one or more PDF/DOC/DOCX files, skip failed files without aborting the whole job, create a knowledge base from successful uploads, or call the ChatDOC Studio knowledge-base…

not rated 16 1mo ago A 92 tokens

At most 3 mods per repository are shown here, and a mod shipped inside a plugin is left to that plugin's page — the rest are on their repository pages: