RAG and vectors

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.

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.

zilbonn/OWASP-WSTG-Rag

Instructions file

Claude Code instructions for zilbonn/OWASP-WSTG-Rag, covering claude project guide - owasp wstg rag, project overview, architecture flow, key files and wstg categories.

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…

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…

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.

chroma-core/agent-skills

Skill Claude CodeCodex

Provides expertise on Chroma Cloud integration for semantic search and hybrid search applications. Use when the user is working with Chroma Cloud, CloudClient, managed collections, Schema(), Search(), hybrid search, or Chroma Cloud CLI workflows.

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.

Hashevolution/James-RAG-Evol

Instructions file

Claude Code instructions for Hashevolution/James-RAG-Evol, covering sekos / james — session briefing for claude code, what james is, where we are right now, critical rules for this session and where to look next.

davanstrien/hub-semantic-search-mcp

MCP server Claude CodeCodexCursor +2

MCP server "hub-semantic-search-mcp" as configured in davanstrien/hub-semantic-search-mcp. Runs locally from the hub-semantic-search-mcp Python package.

opencrawling/opencrawling

Instructions file

Claude Code instructions for opencrawling/opencrawling, covering claude.md, project overview, build commands, full build (all maven modules) and run the embedding microservice (separate process).

benbjurstrom/ezrag

Instructions file CodexOpenCode

Instructions for benbjurstrom/ezrag, covering quick start for developers, what is ezrag?, how it works, the runner pattern (critical concept) and key architectural concepts.

lizhiyao/oh-my-knowledge

Instructions file CodexOpenCode

An agent instruction file defines how an AI should enter, modify, measure, and release work in a knowledge-management project. It covers prompts, retrieval-augmented generation (RAG), workflows, testing, and release rules.

TakaGoto/rag-learning-academy

Agent Claude Code

Teaches hands-on RAGAS implementation, custom metric design, A/B testing for RAG systems, regression detection, and continuous evaluation workflows.

cq27-dev/rag-rat

Instructions file CodexOpenCode

Instructions for cq27-dev/rag-rat, covering agents.md, prefer the rag-rat mcp for code browsing, record durable learnings as rag-rat memories, repo orientation and worktree correctness.

kazuph/mcp-docs-rag

MCP server Claude CodeCodexCursor +2

MCP server "mcp-docs-rag" as configured in kazuph/mcp-docs-rag. Runs locally from the @kazuph/mcp-docs-rag npm package.

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…

yusufkaraaslan/skill-seekers-plugin

Plugin Claude Code

Bundles 1 skill, 3 commands · 79 tokens together

Transform 17 source types (docs, GitHub, PDFs, videos, Jupyter, Confluence, Notion, Slack, and more) into AI-ready skills and RAG knowledge for 16+ LLM platforms.

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

Skill Claude CodeCodex

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.

oraichain/ragflow-mcp

MCP server Claude CodeCodexCursor +2

A mcp server that talk with my ragflow. Runs locally from the ragflow-mcp Python package.

allentcm/mcp-codebase-rag

MCP server Claude CodeCodexCursor +2

MCP server "mcp-codebase-rag" as configured in allentcm/mcp-codebase-rag. Runs locally from the mcp-codebase-rag Python package.

bluewings1211/codebase-RAG

Instructions file

Instructions for bluewings1211/codebase-RAG, covering claude.md, development commands, setup and installation, run mcp server and manual indexing.

proofsh/obsidian-notes-rag

Instructions file

Instructions for proofsh/obsidian-notes-rag, covering claude.md, project overview, commands, install dependencies and run tests.

tanaikech/FileSearchStore-extension

Instructions file Gemini CLI

Instructions for tanaikech/FileSearchStore-extension: You are an expert in managing File Search Stores for Gemini API using all tools of the MCP server "file-search-store-extension".