AgentDB memory controllers with HNSW vector search, RuVector embeddings, and causal graphs
Plugin ruflo-agentdb from marketplace ruflo in ruvnet/ruflo. Commands read from the repo's manifest — today.
agentdb-queryQuery AgentDB through the controller bridge -- semantic routing, hierarchical recall, causal graphs, context synthesis, pattern store/search
vector-searchVector search via embeddings_* (large-scale HNSW) and ruvllm_hnsw_* (WASM router for ≤11 hot patterns), with RaBitQ 1-bit quantization for 32× memory reduction
/ruflo-agentdb:agentdbAgentDB health, controller status, and session management
/ruflo-agentdb:embeddingsRuVector embedding engine status and operations -- ONNX, HNSW, RaBitQ quantization
agentdb-specialistAgentDB and RuVector specialist for memory operations, HNSW indexing, RaBitQ quantization, and semantic search across the controller bridge
Agentic QE (external: maintained in proffesor-for-testing/agentic-qe, pinned to v3.15.17): a quality-engineering fleet with 11 QE agents, 9 skills, 9 commands, the agentic-qe MCP server pinned to the plugin version, and the aqe-mod guard that refuses destructive operations on AQE learning data
9 skills · 9 commands · 11 agents · 1 MCP server
Token usage tracking, model cost attribution per agent, budget alerts, and optimization recommendations
24 skills · 1 command · 1 agent · hooks
Tenant-isolated AI teams that plan work, coordinate tasks, recall approved context, and return evidence-backed results
6 skills · 6 commands · 4 agents · 1 MCP server
Agent runtimes — local WASM-sandboxed agents (rvagent) + Anthropic Claude Managed Agents (cloud); one interface, local-vs-cloud backends
5 skills · 2 commands · 9 agents
MetaHarness integration — surfaces score/genome/mint/mcp-scan/threat-model via skills; pairs with @metaharness/router (ADR-148/149) for cost-optimal model routing; honors ADR-150 optional-augmentation constraint
13 skills · 1 command · 1 agent · hooks
Visual workflow automation with templates, orchestration, and lifecycle management
5 skills · 8 commands · 3 agents
Hook-enforced guardrails for Codex and Claude Code with blocked destructive commands, one-time human tokens for irreversible operations, context-blind verification agents, and SQLite agent memory recalled at session start.
27 skills
Vector databases, embeddings, RAG and knowledge graphs over research corpora.
200 skills
Episodic replay (Reflexion) + skill library. /remember and /recall slash commands; agentdb-curator agent for nightly consolidation; aidefence prompt-injection screening of memory writes.
4 skills · 2 commands · 1 agent
RuvNet brain for Claude Code: source-grounded knowledge of rUv's RuvNet building blocks (RuVector, Ruflo, AgentDB, RuLake, SPARC and ~18 more) + an enforced UserPromptSubmit grounding hook so Claude answers from real source instead of drifting, and works like Ruv (assess → SPARC → ADR/DDD → QA → score → revise). Pulls in any RuvNet repo on demand.
10 skills · 9 commands · 1 MCP server · hooks
rvCSI toolkit: record/transcode CSI into validated .rvcsi captures, inspect them, replay them, run the DSP + event pipeline (presence/motion/anomaly/baseline-drift), decode Broadcom chanspecs and list Nexmon chips, learn calibration baselines, export to RuVector RF memory — plus an agent that knows the normalized schema, the validation rules, and the CsiSource adapter contract (ADR-095, ADR-096).
5 commands · 1 agent
Sequential page reveals, local Ruflo observation, and Playwright validation.
1 skill
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