“Knowledge base and RAG”

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

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…

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

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。

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

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

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

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…

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

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

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…

查找项目资料、预定安排、历史决定、任务进展或实现线索时使用。Rabi 在线时优先搜索其计划、近期记忆和沉淀记忆，再按线索搜索文件；离线或查询失败时直接使用普通搜索。

Tra cứu quy định, văn bản pháp lý, tiền lệ từ kho tài liệu nội bộ sử dụng RAG (Retrieval-Augmented Generation).

Use when ingesting, searching, citing, or auditing local project knowledge for a heavy-reasoning agent, especially markdown, text, JSON, and other documents…

Analyze a Karpathy-pattern LLM wiki knowledge base and generate an interactive knowledge graph with entity extraction, implicit relationships, and topic…

Personal knowledge base with SQLite FTS5 full-text search.

Use when deciding where knowledge goes or reading/writing durable docs: AGENTS.md, .context/, KB, docs/, and work directories.