RAG and vectors skills

dzmitrys-dev/supamem

Skill Claude CodeCodex

Project-agnostic dual-memory tooling — semantic + structural memory for AI coding agents.

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…

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…

mr-kelly/far

Skill Claude Code

File-Augmented Retrieval — generate persistent .meta sidecar files for PDFs, images, spreadsheets, videos and more, making every binary file readable to AI coding agents.

timwukp/agent-skills-best-practice

Skill Claude CodeCodex

Build production-ready AWS Bedrock AgentCore Harness agents end to end — declarative model + prompt, managed/BYO Memory, built-in Browser, Code Interpreter, Web Search and Knowledge Bases (RAG), Gateway/MCP tools + rate limits, inline functions, Skills (incl. AWS catalog), versioning + endpoints, advanced config…

bugrabilge/bilge-development-kit

Skill Claude CodeCodex

Production-ready patterns for building LLM applications. Covers RAG pipelines, agent architectures, AI assistant design, prompt management, LLMOps monitoring, conversational interfaces, and context management.

Flux-Frontiers/KGRAG

Skill Claude Code

ClaudeT orchestrator skill — complete tool decision tree AND CLI reference for the full KGRAG fleet: PyCodeKG, DocKG, MemoryKG, DiaryKG, FTreeKG, AgentKG, MetaboKG, GutenbergKG, IAKG. Use this skill when working in any KGRAG-enabled repo or when the user asks about code, documents, diary, memory, metabolism…

armelhbobdad/oh-my-skills

Skill Claude CodeCodex

Use when builds data transformation flows on top of cocoindex — a Python framework with a Rust engine for ultra-performant, incremental data indexing (ETL, RAG ingestion, knowledge graphs, vector search). Covers the flow-building public API: FlowBuilder, DataScope, DataSlice, Flow, FlowLiveUpdater, sources, targets…

aka-NameRec/ai-standards

Skill Claude Code

Deploy the AI knowledge stack (ConPort, Basic Memory, Chroma) in a project. Use when the user asks to set up AI infrastructure, deploy ConPort/Basic Memory/Chroma, or initialize the knowledge stack.

Youchu-lawhub/legal-kb-builder

Skill Claude CodeCodex

A tool for turning legal documents and other source material into a searchable local knowledge base. It supports sources such as PDF, DOCX, images, Markdown, and question-and-answer sets.

hybridlabor-api/bdb-dev-optimized-agent-skills

Skill Claude CodeCodex

Production-ready patterns for building LLM applications, inspired by Dify and industry best practices.

masteryee-labs/Tool.Agent-Harness-Deploy

Skill Claude CodeCodex

Local hybrid retrieval (BM25 + ChromaDB vector + BGE-Reranker) over /.deep-memory hot and cold stores. Use when high-accuracy code/solution retrieval is needed and hallucination must be minimized. Typically invoked by deep-memory.

nuetzliches/powerbrain

Skill Claude CodeCodex

Use when searching company knowledge, querying internal documentation, checking policies, or accessing the Powerbrain knowledge base via MCP.

grandamenium/multimodal-rag

Skill Claude CodeCodex

Set up and manage a fully local multimodal knowledge base using Gemini Embedding 2 and ChromaDB. Use when user wants to create a business knowledge base, ingest videos/images/audio/docs for RAG, query their knowledge base, or set up multimodal embeddings for their Claude Code agent.

achaykovsky/Cursor-Usage-Templates

Skill Claude CodeCodex

Performs LLM system design review (not code review) across hallucination risks, context explosion, retrieval quality, prompt coupling, observability, evaluation, confidence calculation, deterministic business logic, tenant isolation, future tool calling, cost, and latency. Use for bot/RAG architecture review…

alirezaebrahimi5/ai-senior-engineer-template

Skill Claude Code

Production-ready patterns for building LLM applications. Covers RAG pipelines, agent architectures, prompt IDEs, and LLMOps monitoring. Use when designing AI applications, implementing RAG, building agents, or setting up LLM observability.

marcus-waldman/Iconsult_mcp

Skill Claude Code

Multi-prong, context-efficient Q&A over the Iconsult knowledge-graph corpus (arsanjani2026 + gulli2025 + bratanic2025). Decomposes a question into facets, fans out ISOLATED retrieval subagents (concept match + graph traversal + passage RAG across all three books via the canonical layer), adversarially verifies each…

NOMARJ/sigil

Skill Claude CodeCodex

Select and optimize embedding models for semantic search and RAG applications. Use when choosing embedding models, implementing chunking strategies, or optimizing embedding quality for specific domains.

Pavel-Kravchenko/Bioinformatics

Skill Claude CodeCodex

ColPali-style Vision RAG: embed rendered PDF pages, retrieve via ColBERT MaxSim, feed top-k pages to Qwen2-VL, no OCR. Use for PDF/document QA over figures and tables, multimodal retrieval, or Recall@k/MRR eval.

topprismdata/cultivating-ml-agent

Skill Claude CodeCodex

A guide for running Kaggle competitions, an online platform where people build models against shared datasets, and organizing research in a searchable NotebookLM knowledge base.

DefaultHQ/build-support-agent-skill

Skill Claude Code

Plan and build a production customer-support agent — a RAG product-Q&A bot that drafts replies, posts them for human review, and graduates to controlled autonomy. Use when someone wants to build an in-house support agent, a Slack-native or support-platform AI bot, a ticket-answering / customer-Q&A agent, or wants to…

quantDIY/GERP

Skill Claude CodeCodex

Content Operating and Management System (Markdown-Native CMS).

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…