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Semantic code search and pattern discovery using Serena MCP
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Based on SOC occupation classification
Implement tasks from an OpenSpec change using RuFlo Swarm coordination. Use when the user wants to start implementing, continue implementation, or work through tasks with multi-agent parallel execution.
Propose a new change with all artifacts generated in one step. Use when the user wants to quickly describe what they want to build and get a complete proposal with design, specs, and tasks ready for swarm implementation.
| name | serena-helper |
| description | Semantic code search and pattern discovery using Serena MCP |
| version | 1.0.0 |
| author | ruvnet/claude-flow |
Semantic code search integration for RuFlo V3.
This skill activates automatically when:
Checks if Serena has indexed the project, offers to onboard if needed.
Finds relevant code symbols and patterns based on task context.
Saves successful patterns to memory for future reuse.
Automatic activation via hooks. Manual invocation:
/skills serena-helper
// .claude/settings.json
{
"claudeFlow": {
"serena": {
"enabled": true,
"autoOnboarding": "ask"
}
}
}