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Query AgentDB through the controller bridge -- semantic routing, hierarchical recall, causal graphs, context synthesis, pattern store/search
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Basierend auf der SOC-Berufsklassifikation
Ruflo is a multi-agent orchestration platform for AI coding agents (Claude Code, Cursor, Codex, Copilot, Gemini, Amp, +12 more). Use this skill when the user wants to (1) install/init ruflo in a project, (2) run multi-agent swarms with hierarchical coordination, (3) use ruflo's 314+ MCP tools for memory, routing, hooks, sub-agents, or workflows, (4) check ruflo status/version/doctor health, or (5) discover which of ruflo's 30+ plugins fits their task.
Show AGNTCY/SLIM/CASA integration status — whether upstream AGNTCY packages are installed, which transport (local vs SLIM) is active, and whether CASA enforcement is enabled. Use when the user asks "is AGNTCY configured?", "show SLIM/CASA status", or "is AGNTCY/IOC integration active?".
Create a new Architecture Decision Record with sequential numbering and AgentDB registration
Build or rebuild the ADR index + dependency graph by running scripts/import.mjs (handles v3-style and plugin-style ADR formats; one Bash call vs hundreds of MCP round-trips)
7-section repo readiness report from `metaharness genome <path>`. Returns repo_type / agent_topology / risk_score / mcp_surface / test_confidence / publish_readiness. Pure-read; degrades gracefully (ADR-150).
Diagnose Ruflo health, then report system, MCP server, and active-agent status without changing the installation
| name | agentdb-query |
| description | Query AgentDB through the controller bridge -- semantic routing, hierarchical recall, causal graphs, context synthesis, pattern store/search |
| argument-hint | <query> |
| allowed-tools | mcp__plugin_ruflo-core_ruflo__agentdb_semantic-route mcp__plugin_ruflo-core_ruflo__agentdb_hierarchical-recall mcp__plugin_ruflo-core_ruflo__agentdb_hierarchical-store mcp__plugin_ruflo-core_ruflo__agentdb_context-synthesize mcp__plugin_ruflo-core_ruflo__agentdb_causal-edge mcp__plugin_ruflo-core_ruflo__agentdb_pattern-search mcp__plugin_ruflo-core_ruflo__agentdb_pattern-store mcp__plugin_ruflo-core_ruflo__agentdb_controllers mcp__plugin_ruflo-core_ruflo__agentdb_health mcp__plugin_ruflo-core_ruflo__agentdb_batch mcp__plugin_ruflo-core_ruflo__agentdb_feedback mcp__plugin_ruflo-core_ruflo__agentdb_consolidate mcp__plugin_ruflo-core_ruflo__agentdb_session-start mcp__plugin_ruflo-core_ruflo__agentdb_session-end Bash |
Query and manage AgentDB through the controller bridge. AgentDB exposes 15 agentdb_* MCP tools; this skill enumerates the standard usage path.
When you need to store, retrieve, or search knowledge across agent sessions. AgentDB provides hierarchical storage, causal knowledge graphs, semantic routing, and context synthesis.
mcp__plugin_ruflo-core_ruflo__agentdb_health. Sanity-check available: true.mcp__plugin_ruflo-core_ruflo__agentdb_session-start if not already active.mcp__plugin_ruflo-core_ruflo__agentdb_hierarchical-store for structured tier-keyed data (tiers: working|episodic|semantic).mcp__plugin_ruflo-core_ruflo__agentdb_hierarchical-recall with a query.mcp__plugin_ruflo-core_ruflo__agentdb_pattern-search for learned patterns (ReasoningBank-routed).mcp__plugin_ruflo-core_ruflo__agentdb_context-synthesize to combine multiple memories.mcp__plugin_ruflo-core_ruflo__agentdb_causal-edge to link related knowledge.Call mcp__plugin_ruflo-core_ruflo__agentdb_controllers to list the runtime registry. Functional categories surfaced via the 15 MCP tools:
agentdb_hierarchical-store, _recall (tier-routed)agentdb_pattern-store, _search (ReasoningBank-routed)agentdb_semantic-route, _context-synthesizeagentdb_causal-edge (graph-node backend with bridge fallback)agentdb_health, _controllers, _session-start, _session-endagentdb_batch (≤500 entries), _consolidateagentdb_feedbackNamespace 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".
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.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