agentdb-query

# AgentDB Query Query and manage AgentDB through the controller bridge. AgentDB exposes 15 `agentdb_*` MCP tools; this skill enumerates the standard usage path. ## When to use When you need to store, retrieve, or search knowledge across agent sessions. AgentDB provides hierarchical storage, causal knowledge graphs, semantic routing, and context synthesis. ## Steps 1. **Check health** — `mcp__plugin_ruflo-core_ruflo__agentdb_health`. Sanity-check `available: true`. 2. **Start session** — `mcp__plugin_ruflo-core_ruflo__agentdb_session-start` if not already active. 3. **Store knowledge** — `mcp__plugin_ruflo-core_ruflo__agentdb_hierarchical-store` for structured tier-keyed data (tiers: `working|episodic|semantic`). 4. **Recall knowledge** — `mcp__plugin_ruflo-core_ruflo__agentdb_hierarchical-recall` with a query. 5. **Search patterns** — `mcp__plugin_ruflo-core_ruflo__agentdb_pattern-search` for learned patterns (ReasoningBank-routed). 6. **Synthesize context** — `mcp__plugin_ruflo-core_ruflo__agentdb_context-synthesize` to combine multiple memories. 7. **Build causal graph** — `mcp__plugin_ruflo-core_ruflo__agentdb_causal-edge` to link related knowledge. ## Available controller groups Call `mcp__plugin_ruflo-core_ruflo__agentdb_controllers` to list the runtime registry. Functional categories surfaced via the 15 MCP tools: - **Hierarchical** — `agentdb_hierarchical-store`, `_recall` (tier-routed) - **Pattern** — `agentdb_pattern-store`, `_search` (ReasoningBank-routed) - **Semantic** — `agentdb_semantic-route`, `_context-synthesize` - **Causal** — `agentdb_causal-edge` (graph-node backend with bridge fallback) - **Lifecycle** — `agentdb_health`, `_controllers`, `_session-start`, `_session-end` - **Bulk** — `agentdb_batch` (≤500 entries), `_consolidate` - **Quality** — `agentdb_feedback` ## Important: namespace handling Namespace strings apply to `memory_*` and `embeddings_search` only. The `agentdb_hierarchical-*`, `agentdb_pattern-*`, and `agentdb_causal-edge` tools route by **tier** or **controller**, not namespace. Don't pass `namespace: 'foo'` to those tools — it will be silently ignored. See plugin README "Namespace convention". ## Operational fallbacks (branch on these) - `controller: 'memory-store-fallback'` — pattern persisted via `memory_store --namespace pattern`. NOT a failure. - `_graphNodeBackend: true` — causal-edge handled by `@ruvector/graph-node`. - `success: false, error: '...Use memory_store/memory_search instead.'` — bridge unavailable; switch to `memory_*` tools per the README replacement table. ## CLI alternative ```bash npx @claude-flow/cli@latest memory search --query "your query" --namespace patterns npx @claude-flow/cli@latest memory store --key "key" --value "value" --namespace patterns npx @claude-flow/cli@latest memory list --namespace patterns ```