RAG and vectors

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".

HZYAI/RagScore

MCP server Claude CodeCodexCursor +2

The Fastest Way to Audit Your RAG - Generate QA datasets & evaluate RAG systems in Colab, Jupyter, or CLI. Privacy-first, any LLM, visual reports. Runs locally from the ragscore Python package. Needs 2 environment variables to run.

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…

synpulse8-opensource/pulse8-ai-cortex-knowledge-vault

Instructions file CodexOpenCode

Instructions for synpulse8-opensource/pulse8-ai-cortex-knowledge-vault, covering agents.md — pulse8.ai cortex, repository map, environment variables, essential commands and dependencies.

damoqiongqiu/mcp-local-rag

Instructions file CodexOpenCode

Project instructions for mcp-local-rag, a private local search server and command-line tool that finds information in code and documents by meaning and keywords.

meloncafe/chromadb-remote-mcp

MCP server Claude CodeCodexCursor +2

MCP server "chromadb-remote-mcp" as configured in meloncafe/chromadb-remote-mcp. Runs in Docker (devsaurus/chromadb-remote-mcp:latest). Needs 2 environment variables to run.

datris/datris-platform-oss

MCP server Claude CodeCodexCursor +2

MCP server for AI-driven data pipeline operations — ingest, validate, transform, analyze, and query data. Tools covering ETL, AI data quality, vector search, PostgreSQL, MongoDB, Snowflake, Databricks, Kafka, S3/MinIO, HashiCorp Vault, Qdrant, Weaviate, Milvus, Chroma, pgvector. Runs locally from the datris-mcp-server…

imkohenauser/antigravity-starter-ja

Skill Claude CodeCodex

A skill that builds a searchable map of a code repository and traces how files and named pieces of code depend on one another.

Kromatic-Innovation/athenaeum

Skill Claude CodeCodex

Build a custom source → raw-intake adapter for Athenaeum. Use when someone wants to feed an external source (an API, an export file, a message feed, a scraper, another tool's output) into an Athenaeum knowledge base, asks "how do I write an adapter / integration for athenaeum", or wants to turn some data source into…

smaramwbc/statewave-grounded-shop-assistant

Instructions file CodexOpenCode

Instructions for smaramwbc/statewave-grounded-shop-assistant, covering agents.md — guide for contributors and coding agents, setup, build, test, layout, conventions and pull requests.

Vectorlink-Labs/coalent

MCP server Claude CodeCodexCursor +2

A real-time, provenance-invalidated cognitive cache layer for AI agents and RAG. Runs locally from the coalent Python package. Needs 2 environment variables to run.

memgraph/skills

Plugin Claude Code

Bundles 12 skills · 844 tokens together

Skills for the Memgraph graph database: Cypher, data modeling, indexes, algorithms, query modules, and GraphRAG.

papago2355/pharma-agent

Skill Claude CodeCodex

Inference-time system-prompt rules for Korean multi-turn RAG agents. Hard imperatives + Korean few-shots + decision tables for ambiguous phrasings — followup handling, persistent-filter durability, particle stripping, verifier cross-turn context, hedge-phrase suppression, LLM-over-regex routing. Distilled from Korean…

markdevshop/vector-mcp

Instructions file CodexOpenCode

Instructions for markdevshop/vector-mcp, covering agents.md, tech stack & architecture, architecture diagram, workflow diagram and commands (run these exactly).

HaseebKhalid1507/VelociRAG

Instructions file CodexOpenCode

Instructions for HaseebKhalid1507/VelociRAG, covering agents.md — velocirag for ai coding agents, what is this?, architecture, module map and key classes.

kimsanguine/llm-brain

Instructions file

A set of Claude Code instructions for llm-brain, a system that turns source files into a searchable wiki and answers questions from it.