RAG and vectors skills

1,783 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

arrowspace

121

Genefold/arrowspace-skills

Skill Claude CodeCodex

Spectral vector search using graph Laplacian eigenstructure. Build signal graphs, run λτ-indexed queries, and analyse spectral properties of vector datasets.

not rated 2 2mo ago A 34 tokens original Apache-2.0

ydrag

122

innomon/yzma-duckdb-rag

Skill Claude CodeCodex

A Retrieval-Augmented Generation (RAG) system implemented in Go using YZMA (llama.cpp) for local embeddings and DuckDB as a vector database.

not rated 2 5mo ago A 0 tokens original MIT

ai-elements

123

sequelcore/kiln

Skill Claude CodeCodex

Build AI chat interfaces using ai-elements components — conversations, messages, tool displays, prompt inputs, and more. Use when the user wants to build a chatbot, AI assistant UI, or any AI-powered chat interface.

not rated 2 yesterday A 46 tokens

noita-wiki-rag

124

a1113622001/noita-wiki-zh

Skill Claude CodeCodex

A question-answering skill for Noita, a game involving spells, wands, perks, enemies, bosses, alchemy, maps, and world lore. It searches a local Chinese Noita wiki and uses the results to answer questions.

not rated 2 12d ago A 97 tokens

go4

125

jlldavies/go4-llm-design-patterns

Skill Claude CodeCodex

Use when designing, architecting, planning, or debugging any system with an LLM in it — agents, agent loops, RAG and retrieval, prompt pipelines, multi-agent or subagent orchestration, tool use and MCP, memory and context management, evals, or production guardrails. Trigger BEFORE committing to an approach — choosing…

not rated 2 21d ago A 141 tokens original MIT

graphrag-dev

126

G0rg0ne/Ship-of-Theseus

Skill Cursor

Guides development work on the Ship of Theseus GraphRAG pipeline — adding or modifying entity extraction, community detection, summarisation, embedding, or Neo4j persistence. Use when the user wants to change the knowledge-brain pipeline, add a new pipeline step, tune LLM prompts, modify Neo4j graph schema, or debug…

not rated 2 5mo ago A 79 tokens

agentic-iterative-rag

129

DocAILab/Agentic-RAG-Skill

Skill Codex

Use when a RAG request needs bounded multi-round evidence gathering with Critic-based sufficiency checks before returning an answer.

not rated 2 3d ago A 32 tokens

semoss-vector

130

SEMOSS/Template

Skill Claude Code

Use when writing code in an app that does semantic search, RAG, or ingests documents into a vector database on the platform — running nearest-neighbor queries, listing/adding/removing documents, or feeding retrieved chunks into an LLM. Covers VectorDatabaseQuery(), ListDocumentsInVectorDatabase()…

not rated 2 22d ago A 134 tokens

vaquarkhan/platform-engineering-agent-skills

Skill Claude CodeCodex

Implements DataOps CI/CD with lakeFS-style branching, pre-commit data validation hooks, and deterministic RAG ingestion with vector DB as fuzzy recall fallback. Use when building data pipelines, RAG systems, or isolated dev/test data environments.

not rated 2 2mo ago A 58 tokens original MIT

senior-agno-developer

132

omernesh/omers-awesome-skills

Skill Claude CodeCodex

Expert-level skill for building production-ready AI agents and agentic systems using the Agno framework. Covers agent architecture, multi-agent teams, AgentOS deployment, tool integration, RAG patterns, and production best practices.

not rated 2 10mo ago B 50 tokens

postgres-rag-skill

133

wjcwjc77/agentic-postgres-rag

Skill Claude CodeCodex

PostgreSQL RAG Data Ingestion and Retrieval Operations Tool - supports keyword search (BM25), vector search, and hybrid search.

not rated 2 10mo ago A 32 tokens

plex-mcp-roadmap

134

sandraschi/plexmcp

Skill Cursor

Master orchestration skill for implementing plex-mcp v2.5+ roadmap projects. Use when the user asks about building deep metadata enrichment, subtitle RAG, taste modelling, mood-based nightly picker, episode intelligence, or cross-library linking for plex-mcp. Directs work to the appropriate per-project SKILL and…

not rated 2 5d ago A 78 tokens original MIT

kb-memory

135

fish827-08/rag-kb

Skill Claude CodeCodex

A local-first memory and knowledge service that an AI client can access through MCP or HTTP. It stores long-term facts and preferences, indexes documents and web pages, and supports retrieval while offline.

not rated 2 changed yesterday A 0 tokens original Apache-2.0

vault-mcp

136

moton16/Mortis-RAG-MCP

Skill Claude CodeCodex

A knowledge-base search tool that uses Mortis'RAG MCP to find notes or other stored material, read original text, check indexes, and register libraries.

not rated 2 5d ago A 61 tokens

strata

137

stratalab/strata-core

Skill Claude CodeCodex

Use when working with StrataDB / stratadb — an embedded multi-model database (key-value, JSON documents, vectors, events, graphs) with git-style branches and time travel. Covers opening databases from Python or the CLI, choosing a primitive, branch isolation, as-of reads, typed error handling, and built-in inference…

not rated 2 today A 76 tokens original Apache-2.0

forge-embeddings

138

VoxellInc/forge-mcp

Skill Claude CodeCodex

Turn text into embedding vectors with Forge (Voxell's hosted embedding API) for semantic search, RAG retrieval, clustering, dedup, or similarity. Use when the user wants to embed text/documents/queries, build or query a vector index, find similar or duplicate text, or pick an embedding model and dimension. Provides…

not rated 1 3mo ago A 84 tokens original MIT

searchrag-skill

139

kuc-arc-f/mcp_client_7ex

Skill Claude Code

A skill that sends a search query to a script and receives text from a retrieval-augmented generation system, which finds relevant source material before producing an answer.

not rated 1 7mo ago A 37 tokens original MIT

rag_search

140

kuc-arc-f/agent_skills_2ex

Skill Claude Code

A search procedure from an agent-skills collection, with instructions written partly in Japanese.

not rated 1 4mo ago A 16 tokens

qdrant-edge

141

gururaser/qdrant-edge-skill

Skill Claude CodeCodex

Expert guide for building applications with Qdrant Edge — the embedded, offline-capable vector search engine for edge devices (robots, kiosks, mobile phones, IoT, home assistants). Use this skill whenever the user mentions Qdrant Edge, qdrant-edge-py, EdgeShard, on-device vector search, offline vector search, embedded…

not rated 1 6mo ago A 129 tokens

qmcp-manager

142

BigKAA/qmcp

Skill Claude CodeCodex

Qdrant MCP Server management and diagnostics skill. Use whenever working with the qmcp (QDrant MCP Server) project for semantic code search. Activates on queries about: Qdrant database state, collections, or indexed content Cleaning up vector database (orphans, stale vectors, missing files) Understanding what's…

not rated 1 4mo ago A 146 tokens original Apache-2.0

documentation-server

143

Unity-Billal-mesloub/mcp-documentation-server

Skill Claude CodeCodex

Use when you need to store, retrieve, search, or manage documents in a local knowledge base with semantic search and hybrid (vector + full-text) retrieval. Also use when interacting with the documentation server web interface, managing uploads, or performing AI-powered document analysis. Use this instead of MCP-native…

not rated 1 11d ago A 71 tokens

mcp-local-rag

144

nukkerman2000/live2d-mcp

Skill Claude CodeCodex

Search, ingest, expand chunk context, or manage local documents via a local RAG MCP server (tools: querydocuments, readchunkneighbors, ingestfile, ingestdata, deletefile, listfiles). Use when user says "search my docs", "save this page", "read around that chunk", "what did I save about X", or invokes npx mcp-local-rag.

not rated 1 2mo ago A 0 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: