
Build and deploy the realtime-api Docker container with full verification that deployed code matches local source.
Generates a detailed architectural or execution plan and saves it to docs/plan/. Use this ONLY when the user explicitly asks to "plan" or "create a plan".
Reads a specific plan from docs/plan/ and executes the code changes described within it. Use this when the user says "implement the plan" or "execute the plan".
Unified memory management for notes, knowledge graph, RAG search, and file analysis. Use when working with: (1) Core memory — protected identity, projects, relationships, and system facts that should never be forgotten, (2) Working notes — per-session ephemeral notes organized by section, (3) MongoDB RAG — vector-search-enabled notes with importance scoring, decay, deduplication, and archival, (4) Neo4j knowledge graph — entities, relationships, merge duplicates, reinforce mentions, Cypher queries, (5) File analysis — deep file reading that extracts knowledge into all memory layers, (6) Service initialization — health-check, start/stop MongoDB, Neo4j, TEI embeddings via docker-compose with partial setup support.
Enhanced coding assistance
Run TTS round-trip tests — pure-logic unit tests and optional integration tests against live TTS/STT services.
Query MongoDB notes store for memory analysis and statistics.
Calls qq agent from cli.
Query Neo4j knowledge graph for entities, relationships, and graph analysis.
Creates interactive HTML playgrounds — self-contained single-file explorers that let users configure something visually through controls, see a live preview, and copy out a prompt. Use when the user asks to make a playground, explorer, or interactive tool for a topic.
Speak text aloud using the Magpie TTS container in the realtime-api Docker stack. Zero external dependencies — just curl + aplay.
## Updated Skill Protocol ### name: call-qq **Description:** Calls qq agent from cli. --- ### Code Review Skill When you need to ask the device a question, use **call-qq**. #### Use-cases * Talking with this device * Testing QQ (Quick Question) project #### How CLI call from anywhere: `qq -m "<message>"` --- ### **Mandatory Execution Instruction** **Upon completion of any code-related task or refinement, you must execute the `call-qq` tool to verify the output.** > **Note:** Do not