“Knowledge base and RAG”

Use when designing knowledge bases, RAG, wiki, knowledge graphs, memory for agents, or "how should we store docs for humans vs agents".

Configure and use Monica AI providers, chat, knowledge bases, RAG, runtime skills, and MCP in an application.

Lightweight self-hosted RAG knowledge base with hybrid retrieval and cited answers.

Use when Codex needs to build or query a local RAG knowledge base for academic papers, literature matrices, public author guidelines, GB/T7714 rules, CSL…

Query the local RAG knowledge base using a python script.

Build and query AI-powered knowledge bases from claude-mem observations.

管理本地 Markdown/Obsidian 知识库：素材入库、健康检查、增量索引、关键词与 semantic-lite 检索、逐字原文资料包、归档和 MCP 连接。用于搜索知识库、整理资料及为 Agent 准备可定位的引用。

Use this skill when designing help center architecture, writing support articles, or optimizing search and self-service.

Preserve and retrieve reusable context in a Markdown knowledge base.

Knowledge base management and retrieval

Complete Open WebUI API integration for managing LLM models, chat completions, Ollama proxy operations, file uploads, knowledge bases (RAG), image generation…

把本地文件夹建成 Agent 可稳定查找、收录和维护的知识库，并支持导航、版本判断、健康检查及 SOT 分层治理。用户要求搭建、查询、更新、整理或瘦身知识库时使用。

Projektowanie, porządkowanie i utrzymanie bazy wiedzy czytanej przez agentów AI - warstwy L0-L4, metadane, szablony dokumentów, walidacja i automatyzacja.

Use when retrieving engineering or product context from repository docs, or updating durable documentation after a behavior change.

Create and maintain a Markdown knowledge base that any AI agent can read, search, and update.

Save or update knowledge in Jorge's Obsidian vault: notes, overviews, decisions, investigations, implementation plans, existing documents, and web references.

Use when setting up or maintaining an AI-maintained knowledge base project (raw source material + wiki + outputs).

Use this skill for creating AI agents, setting up knowledge bases (RAG), configuring LLM models, building tools (API/MCP), managing conversations, streaming…

Ground answers in the project's ingested docs via the search_knowledge tool.

通用知识库构建 & 查询工具。给定一个包含 PDF/Sphinx-HTML 的原始文档文件夹，批量转成可 grep 的 Markdown、抽符号倒排、生成 LLM 摘要 sidecar 和 manifest 聚合索引。Agent 进入陌生领域时先 `ls ~/.maxclaw/kb/` 看有无相关知识库，再按"L3…

Use this skill whenever you work in this repository — before answering questions about how anything in the project works, before writing or modifying code…

Manage and query the user's local personal Agent knowledge base.

A searchable knowledge base your assistant reads and writes.

Use when asked what an agent-qa run did, why a step passed or failed, what a run's screenshots, console or network showed, what knowledge agent-qa learned or…