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

eval-engineer

97

Galileo-Agent-Labs/eval-engineer

Skill Codex

Use when a user is unsure which Eval Engineer command to run for AI agents/RAG apps, needs onboarding/status for a .galileo workspace, or asks where to start.

not rated 43 2mo ago A SkillSpector: pass 39 tokens original MIT

graphify

98

Choeng-Rayu/rayu-cli

Skill

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 42 6d ago A SkillSpector: warn 0 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 41 26d ago A SkillSpector: pass 27 tokens original MIT

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 36 +1 today A SkillSpector: pass 190 tokens original MIT

lab_interpreter

102

wananing/Smart-Health-Assistant

Skill Claude CodeCodex

A guide for interpreting laboratory test results, such as blood counts, blood chemistry, thyroid tests, and blood-clotting tests.

not rated 35 +2 18d ago A 102 tokens original MIT

kb-ingest

103

waylondev/kb-pilot

Skill Claude Code

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 34 1mo ago A 94 tokens

sweet-index

104

mrsladoje/sweet-search

Skill Claude CodeCodex needs its repo

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 34 +4 today A SkillSpector: pass 83 tokens original Apache-2.0

ai-agent-super-skill

105

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 29 7mo ago A 119 tokens

chroma-local

106

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 24 6mo ago A 57 tokens original MIT

help

107

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 2mo ago A SkillSpector: pass 50 tokens original MIT

openviking

108

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 8mo ago A 89 tokens original Apache-2.0

rag

109

mytk2012/python_agent

Skill Claude Code needs its repo

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 6mo ago A 7 tokens original Apache-2.0

memobase

110

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 changed 6d ago A 25 tokens original MIT

complex-doc-rag

111

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 22 5mo ago A 51 tokens original MIT

brand-content-studio

112

openviglet/turing-ce

Skill Claude Code

Compose on-brand narrative content (articles, video scripts, newsletters, and one-pagers) for Acme Corp. Use this skill whenever the user asks to draft, write, restructure, or polish marketing or editorial content; needs a pull quote extracted from source material; wants a topic turned into a mind-map; or asks to…

not rated 22 +1 4d ago A SkillSpector: pass 127 tokens original Apache-2.0

claude-brain

113

Brainwires/rullama-framework

Skill Claude Code

Check Claude Brain status — shows whether hooks, MCP server, and memory are working.

not rated 21 +1 1mo ago A 21 tokens original Apache-2.0

zvec

114

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 21 6mo ago A 102 tokens original Apache-2.0

a2tl-video

115

ANFAIA/SkillNet

Skill Claude CodeCodex

Generate animated explainer videos as an instant, embeddable HTML web player from a compact A2TL-Video spec (.vdsl format). Use when the user wants a video, animation, or motion graphic for docs, courses, landing pages, or presentations — anything that should play in the browser. Part of the A2TL family (a2tl-web…

not rated 20 +2 8d ago A SkillSpector: warn 84 tokens original Apache-2.0

eval-rag

116

breethomas/bette-think

Skill Claude CodeCodex

Evaluate RAG pipeline retrieval and generation quality separately. Measure Recall@k, Precision@k, MRR, NDCG@k for retrieval. Assess faithfulness and relevance for generation. Use when the AI feature uses retrieval (search, knowledge base, document QA). Do NOT use for non-RAG AI features.

not rated 16 7mo ago A 68 tokens

ai-rag-agent-designer

117

z3247124509-sketch/ai-rag-agent-designer-skill

Skill Codex

An AI product planning guide for deciding whether to use retrieval-augmented generation (RAG) or an agent. RAG lets an AI search a knowledge collection before answering, while an agent can choose actions and tools.

not rated 16 3mo ago A 125 tokens

Knuckles-Team/vector-mcp

Skill Claude CodeCodex

Select and connect the right vector-store backend for the vector-mcp MCP server — chromadb, postgres/pgvector, qdrant, couchbase, or mongodb — and supply the correct dbtype/connection parameters that every collection and search call needs. Use when the agent must decide which engine to target, wire up…

not rated 16 +1 today A SkillSpector: pass 113 tokens original MIT

svg-chart

119

NUGURI-7/CoCoWork

Skill Claude CodeCodex

Render data into a standalone SVG chart file — bar, line, or pie. Use when the user provides numbers (inline, JSON, or CSV) and asks for a chart, graph, plot, trend, comparison, breakdown, or any visual summary of the data. Produces a self-contained .svg viewable in any browser; no external libraries required.

not rated 15 4d ago A SkillSpector: pass 75 tokens original MIT

pinecone-help

120

pinecone-io/skills

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 15 changed 1mo ago A 52 tokens original MIT

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