RAG and vectors

one710/consciousness

MCP server Claude CodeCodexCursor

A powerful, pluggable vector memory and MCP server for semantic search. Runs locally from the @one710/consciousness npm package.

1644156/yunwen-doc-ai-platform

MCP server Claude CodeCodexCursor +2

MCP server "rag-project" as configured in 1644156/yunwen-doc-ai-platform. Runs locally from the rag-project Python package.

DemigodDSK/hubmesh

MCP server Claude CodeCodexCursor +2

Centrality-aware GraphRAG retrieval planner — drop-in layer over any vector DB. Runs locally from the hubmesh Python package.

RobThePCGuy/rag-vault

Skill Claude CodeCodex

Use this when someone asks to "search documents", "query RAG", "ingest file", "ingest PDF", "save web page", "add to knowledge base", or mentions document search, semantic search, vector search, or RAG operations. Covers score interpretation ( 0.5 skip), query tips, and ingestion guidance for querydocuments…

calypso-so/calypso-mcp-server

MCP server Claude CodeCodexCursor +2

Calypso multimodal RAG for grounded answers from docs, images, charts, and knowledge. Runs locally from the @calypsohq/multimodal-rag-mcp-server npm package. Needs 2 environment variables to run.

manchittlab/TheCrawler

MCP server Claude CodeCodexCursor +2

Universal web scraper with LLM-ready markdown, RAG chunking, PDF/DOCX support. Runs locally from the thecrawler npm package.

wchiway/contextweaver-mcp

MCP server Claude CodeCodexCursor +2

Semantic code retrieval engine with hybrid search, context expansion, and 40+ language support. Runs locally from the @chiway/contextweaver npm package.

thoreinstein/obsidian-rag

Instructions file

Instructions for thoreinstein/obsidian-rag, covering obsidian-rag, architecture, build, key constraints and data paths.

ssube/conclave

Skill Claude CodeCodex

Import an Obsidian vault into ChromaDB for semantic search. Parses markdown files, extracts frontmatter, headings, tags, and content sections. Chunks intelligently by heading hierarchy. Use when indexing a knowledge base, importing notes for semantic recall, or syncing an Obsidian vault to a vector database.

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.

unshDee/proofrag

Instructions file CodexOpenCode

Instructions for unshDee/proofrag, covering agents, use it as a skill and install the engine.

famtong8-dev/w3-mcp-server-qdrant

MCP server Claude CodeCodexCursor +2

MCP server for vector search with Qdrant and Ollama embeddings. Runs locally from the w3-mcp-server-qdrant Python package.

bryankthompson/chroma-mcp-custom

Instructions file

Instructions for bryankthompson/chroma-mcp-custom, covering chroma mcp server development guide, project status documentation, current project status reference, status management commands and status integration benefits.

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.

pkmdev-sec/cocoindex-claude-code

Instructions file

Instructions for pkmdev-sec/cocoindex-claude-code, covering cocoindex claude code, quick commands, search documents, index documents and start server.

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.

U4CSolutions/MidMem

Skill Claude CodeCodex

Develop/iterate on the MidMem middleware core (this repo's packages/core — the shared "LLM Wiki" knowledge layer). Use when adding or changing MidMem capability — retrieval lanes, tiers/lifecycle, work-memory events, concept routing, claims, grounding, the MCP/CLI/hook surfaces, or its tests. Encodes the…

Ricardo-Kaminski/local-rag

MCP server Claude CodeCodexCursor +2

MCP server "lightrag" as configured in Ricardo-Kaminski/local-rag. Launched with C:\Users\ricar\miniconda3\envs\local-rag\python.exe C:\workspace\pessoal\local-r.

u9401066/HyperHierarchicalRAG

Instructions file GitHub Copilot

Repository instructions for HyperHierarchicalRAG, a research system connected to Zotero, a reference manager, and PubMed, a medical-literature database.

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.

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…

Atlas-Os1/openclaw-memory-vectorize

Instructions file CodexOpenCode

Instructions for Atlas-Os1/openclaw-memory-vectorize, covering agents.md, quick setup (execute these commands), 1. install dependencies, 2. create vectorize index (skip if exists) and 3. deploy worker.

G0rg0ne/Ship-of-Theseus

Cursor rule Cursor

GraphRAG pipeline domain knowledge — entity extraction, community detection, summarisation, embedding.

ZhP-Li197/DataFlow-KG-Skills

Skill Claude CodeCodex

Reasoning-guided pipeline planner that generates standard DataFlow-KG pipeline code for knowledge-graph extraction and KG-based QA generation.