Examples

Seven runnable scenarios, from one vault and one agent up to every memory type in one topology. Each folder has its code, its data and a README that walks through it.

#	Example	What it shows
01	Single-Vault RAG	Single vault, single agent. Semantic RAG over PDF, MD, TXT, DOCX with source attribution. ~100 lines.
02	Multi-Agent Isolation	Two agents, two vaults. Each agent has no retrieval path to the other's vault: isolation enforced at the infrastructure layer, not through metadata filtering. ~200 lines.
03	Persistent Memory	An agent that recalls context across sessions using semantic queries. "financial constraints" retrieves "cut cloud costs by 15%" written three days prior.
04	Access Control	Three agents, five vaults: private, shared between a subset, and public. A tiered support system where access boundaries reflect organizational boundaries.
05	Procedural Memory	One agent, two vault types, semantic and skill, integrated via MCP. Retrieves knowledge for what to say and skills for how to say it.
06	Episodic Memory	One account followed across six months. Facts are superseded instead of overwritten, so the briefing uses only what holds today while April is still reconstructable.
07	Full Memory Topology	Everything in one place: three agents, six vaults, all three memory types, access rules, a year of facts replayed with their dates. The capstone example, a small bakery, and the dataset behind the live demo.

Each folder installs with pip install -r requirements.txt. Examples 01 to 06 call an LLM, so their READMEs say which provider and key to set; example 07 needs none. Example 07 is the dataset behind the live demo: run it, then ctxvault ui from its folder to see the same memory live.