Examples

These are the runnable examples that matter most for real users.

Core examples

Example	Command	What it shows
`basic_search.rs`	`cargo run --example basic_search`	smallest embedded retrieval flow
`query_use_cases.rs`	`cargo run --example query_use_cases`	text, vector, hybrid, filters, doc scope, RRF
`ingestion_worker.rs`	`cargo run --example ingestion_worker`	checkpointed ingest and post-ingest search
`secure_tenant.rs`	`cargo run --example secure_tenant`	tenant-scoped ingest and secure search
`security_rotation_workflow.rs`	`cargo run --example security_rotation_workflow`	creates a reproducible encrypted rotation fixture
`tool_adapter.rs`	`cargo run --example tool_adapter`	tool-call integration surface

Example	Command	What it shows
`python_memory_agent.py`	`python3 examples/agent_integrations/python_memory_agent.py --base-url http://127.0.0.1:8099 --query "agent memory" --top-k 2`	Python SDK query flow
`typescript_memory_agent.mjs`	`node examples/agent_integrations/typescript_memory_agent.mjs --base-url http://127.0.0.1:8099 --query "agent memory" --top-k 2`	TypeScript SDK query flow
`mcp_memory_agent.sh`	`examples/agent_integrations/mcp_memory_agent.sh`	MCP request framing