ruvnet/ruflo/tree/main/plugins/ruflo-daa
ruflo-daa
Dynamic Agentic Architecture — 8 daa_* MCP tools for adaptive agents (create/adapt), cognitive patterns, workflows (create/execute), knowledge sharing, and learning/performance metrics. Feeds the JUDGE phase of the 4-step intelligence pipeline.
About this mod
Dynamic Agentic Architecture with cognitive patterns, knowledge sharing, and adaptive agents.
Install
/plugin marketplace add ruvnet/ruflo
/plugin install ruflo-daa@ruflo
Features
- Adaptive agents: Agents that learn and evolve from interactions
- Cognitive patterns: Structured reasoning strategies for decision-making
- Knowledge sharing: Cross-agent learning and collective improvement
- Performance tracking: Efficiency and accuracy metrics over time
Commands
/daa-- DAA dashboard with learning metrics and active agents
Skills
daa-agent-- Create and adapt Dynamic Agentic Architecture agentscognitive-pattern-- Define cognitive patterns for agent reasoning
MCP surface (8 tools)
All defined at v3/@claude-flow/cli/src/mcp-tools/daa-tools.ts:
| Tool | Purpose |
|------|---------|
| daa_agent_create | Initialize an adaptive agent |
| daa_agent_adapt | Trigger manual adaptation from feedback |
| daa_workflow_create | Define a cognitive workflow |
| daa_workflow_execute | Run a cognitive workflow |
| daa_knowledge_share | Propagate learnings across agents |
| daa_learning_status | Adaptation progress metrics |
| daa_cognitive_pattern | Define a reasoning pattern |
| daa_performance_metrics | Efficiency / accuracy stats |
Compatibility
- CLI: pinned to
@claude-flow/cliv3.6 major+minor. - Verification:
bash plugins/ruflo-daa/scripts/smoke.shis the contract.
Intelligence-pipeline alignment
DAA cognitive patterns feed the JUDGE phase of the 4-step intelligence pipeline (RETRIEVE → JUDGE → DISTILL → CONSOLIDATE) defined by ruflo-intelligence ADR-0001. When a task is routed via hooks_route and a similar past trajectory is retrieved, DAA cognitive patterns provide the structured reasoning to evaluate fit before adaptation.
daa_knowledge_share writes pattern propagation events that hooks_intelligence_learn can consume during the DISTILL phase.
Namespace coordination
This plugin owns the daa-patterns AgentDB namespace (kebab-case, follows the convention from ruflo-agentdb ADR-0001 §"Namespace convention"). Reserved namespaces (pattern, claude-memories, default) MUST NOT be shadowed.
daa-patterns is accessed via memory_* tools (which route by namespace). The agent file's CLI examples are correct (memory store --namespace daa-patterns).
Verification
bash plugins/ruflo-daa/scripts/smoke.sh
# Expected: "10 passed, 0 failed"
Architecture Decisions
As a mod
Since this version the plugin is also a function-hook mod (ADR-445 pattern; needs Claude Code 2.1.287 or later). It never calls the network or spawns a process, and it only tightens: it can refuse a call, never allow one.
- Guard (default on): refuses
daa_*tool calls that hold a key, token or password. The reason names the kind of secret, never the value. /daa-mod: answered locally, no model turn:status,scan <text>(would the guard refuse this?), andtools(the connecteddaa_*tools).- Status file:
.claude-flow/daa-mod/status.json({version, updatedMs, guard, blocked}), written at session start and when a call is blocked. - Option:
guard(on|off, defaulton) in the plugin'suserConfig.
Test it: claude plugin test plugins/ruflo-daa and bash plugins/ruflo-daa/scripts/smoke.sh.
Installation
Check the author's README for the marketplace and plugin name first. Commands may change as the repository evolves.
claude plugin marketplace add ruvnet/ruflo claude plugin install ruflo-daa
Original text / README
ruflo-daa
Dynamic Agentic Architecture with cognitive patterns, knowledge sharing, and adaptive agents.
Install
/plugin marketplace add ruvnet/ruflo
/plugin install ruflo-daa@ruflo
Features
- Adaptive agents: Agents that learn and evolve from interactions
- Cognitive patterns: Structured reasoning strategies for decision-making
- Knowledge sharing: Cross-agent learning and collective improvement
- Performance tracking: Efficiency and accuracy metrics over time
Commands
/daa-- DAA dashboard with learning metrics and active agents
Skills
daa-agent-- Create and adapt Dynamic Agentic Architecture agentscognitive-pattern-- Define cognitive patterns for agent reasoning
MCP surface (8 tools)
All defined at v3/@claude-flow/cli/src/mcp-tools/daa-tools.ts:
| Tool | Purpose |
|------|---------|
| daa_agent_create | Initialize an adaptive agent |
| daa_agent_adapt | Trigger manual adaptation from feedback |
| daa_workflow_create | Define a cognitive workflow |
| daa_workflow_execute | Run a cognitive workflow |
| daa_knowledge_share | Propagate learnings across agents |
| daa_learning_status | Adaptation progress metrics |
| daa_cognitive_pattern | Define a reasoning pattern |
| daa_performance_metrics | Efficiency / accuracy stats |
Compatibility
- CLI: pinned to
@claude-flow/cliv3.6 major+minor. - Verification:
bash plugins/ruflo-daa/scripts/smoke.shis the contract.
Intelligence-pipeline alignment
DAA cognitive patterns feed the JUDGE phase of the 4-step intelligence pipeline (RETRIEVE → JUDGE → DISTILL → CONSOLIDATE) defined by ruflo-intelligence ADR-0001. When a task is routed via hooks_route and a similar past trajectory is retrieved, DAA cognitive patterns provide the structured reasoning to evaluate fit before adaptation.
daa_knowledge_share writes pattern propagation events that hooks_intelligence_learn can consume during the DISTILL phase.
Namespace coordination
This plugin owns the daa-patterns AgentDB namespace (kebab-case, follows the convention from ruflo-agentdb ADR-0001 §"Namespace convention"). Reserved namespaces (pattern, claude-memories, default) MUST NOT be shadowed.
daa-patterns is accessed via memory_* tools (which route by namespace). The agent file's CLI examples are correct (memory store --namespace daa-patterns).
Verification
bash plugins/ruflo-daa/scripts/smoke.sh
# Expected: "10 passed, 0 failed"
Architecture Decisions
As a mod
Since this version the plugin is also a function-hook mod (ADR-445 pattern; needs Claude Code 2.1.287 or later). It never calls the network or spawns a process, and it only tightens: it can refuse a call, never allow one.
- Guard (default on): refuses
daa_*tool calls that hold a key, token or password. The reason names the kind of secret, never the value. /daa-mod: answered locally, no model turn:status,scan <text>(would the guard refuse this?), andtools(the connecteddaa_*tools).- Status file:
.claude-flow/daa-mod/status.json({version, updatedMs, guard, blocked}), written at session start and when a call is blocked. - Option:
guard(on|off, defaulton) in the plugin'suserConfig.
Test it: claude plugin test plugins/ruflo-daa and bash plugins/ruflo-daa/scripts/smoke.sh.