AgentDB (external: maintained in ruvnet/agentdb, pinned to commit 27678c3, plugin 3.6.0): agentdb's own standalone MCP server pinned to [email protected] (vector memory with get/list/update/delete for records, patterns and skills, hybrid keyword + vector episode search and an opt-in local cross-encoder, an opt-in aidefence injection guard on memory writes, reflexion, skills, outcome feedback, capabilities report), a memory-specialist agent, 3 skills, /agentdb-status, and the agentdb mod guard that keeps secrets out of memory and refuses delete/reset unless allowed. Complements ruflo-agentdb, which reaches AgentDB through ruflo's server
Plugin agentdb from marketplace ruflo in ruvnet/ruflo. Commands read from the repo's manifest — today.
This plugin runs code on your machine — it starts local MCP servers. The exact commands are listed below; read them before installing.
agentdb-reflexion-learningLearn from outcomes with AgentDB — store reflexion episodes with a self-critique, turn what worked into skills, report pattern and skill outcomes for reward-aware recall, record causal edges and RL feedback, and retrieve past failures before retrying. Use after a task succeeds or fails, when the use
agentdb-setup-diagnosticsSet up and diagnose the agentdb plugin and its MCP server — which profile and database are in use, whether the server is connected, what it holds, and why a tool is missing or refused. Use when AgentDB tools are missing, a call is refused, the user asks "is agentdb working", or wants to change the p
agentdb-vector-memoryStore and recall memory with AgentDB's own MCP server — semantic facts (agentdb_insert/agentdb_search), reasoning patterns (agentdb_pattern_store/agentdb_pattern_search) and certified recall. Use when the user says "remember this", "save this for later", "what do we know about X", or before starting
/agentdb:agentdb-statusShow the agentdb MCP server's health — connection, backend, database counts, patterns and learning metrics
agentdb-memory-specialistAgentDB memory specialist. Stores and recalls vector memory, reasoning patterns, reflexion episodes and skills through the agentdb MCP server, and records learning feedback. Use for "remember this", "what did we learn about X", saving a lesson after a task, or curating what AgentDB holds.
agentdbruns: npx -y [email protected] mcp start
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
Persistent memory for Claude Code: the next session starts where the last one left off.
29 skills · 1 MCP server · hooks
Cross-session memory and token savings for coding agents.
6 skills · 1 agent · 1 MCP server · hooks
AI memory system — mine projects and conversations into a searchable palace. 47 MCP tools, auto-save hooks, guided setup.
3 skills · 6 commands · 1 MCP server · hooks
Agent skills for Azure SQL Developer, the Azure SQL Database engine running locally in a container. Teaches your agent to run the engine, connect, migrate, scaffold, build RAG, wire CI, and go local-to-cloud, using the real Private Preview image instead of the SQL Server image.
17 skills
Universal memory runtime for Claude Code with cross-session memory, entity-aware recall, lifecycle hooks, skills, commands, and memory-curator agents
7 skills · 7 commands · 2 agents · hooks
Long-term semantic memory for Claude Code, powered by OpenViking
5 skills · 1 command · 1 MCP server · hooks
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