Examples guide¶

Runnable offline samples under examples/ use mock:echo and local:hashing — no API keys.

Example	What it shows
`00_quickstart`	Facade + one-shot generate
`rag_assistant`	`AI.project` index + ask
`agent_tools`	Agent + calculator builtin
`hitl`	RuleApprover HITL
`memory`	Long-term memory
`mcp_roundtrip`	MCP in-process round-trip
`graphrag_communities`	Graph communities
`graph_store`	SQLite / Neo4j note
`multimodal_offline`	Multimodal capability probes
`lora_dry_run`	LoRA dry-run
`gateway_offline`	Build gateway app (no long bind)
`eval_gates`	Metrics + `check_gates`
`openapi_tools`	`load_openapi` from dict

cd examples/00_quickstart && python main.py