/select-tool
Intelligent MCP tool selection based on complexity scoring and operation analysis
> /plugin marketplace add Galaxy-Dawn/claude-scholar > /plugin install claude-scholar@claude-scholar
How it fires
How this command gets triggered: by you, by Claude, or both.
- Fires itselfClaude auto-loads it when your prompt matches the work.
- You can call itInvoke it directly when you want it.
- Slash command
/select-tool
Context preview
What this command does when you run it.
Intelligent MCP tool selection based on complexity scoring and operation analysis
Command definition
select-tool.mdname: select-tool
description: "Intelligent MCP tool selection based on complexity scoring and operation analysis"
category: special
complexity: high
mcp-servers: [serena, morphllm]
personas: []
/sc:select-tool - Intelligent MCP Tool Selection
Triggers
- Operations requiring optimal MCP tool selection between Serena and Morphllm
- Meta-system decisions needing complexity analysis and capability matching
- Tool routing decisions requiring performance vs accuracy trade-offs
- Operations benefiting from intelligent tool capability assessment
Usage
/sc:select-tool [operation] [--analyze] [--explain]
Behavioral Flow
1. **Parse**: Analyze operation type, scope, file count, and complexity indicators 2. **Score**: Apply multi-dimensional complexity scoring across various operation factors 3. **Match**: Compare operation requirements against Serena and Morphllm capabilities 4. **Select**: Choose optimal tool based on scoring matrix and performance requirements 5. **Validate**: Verify selection accuracy and provide confidence metrics
Key behaviors:
- Complexity scoring based on file count, operation type, language, and framework requirements
- Performance assessment evaluating speed vs accuracy trade-offs for optimal selection
- Decision logic matrix with direct mappings and threshold-based routing rules
- Tool capability matching for Serena (semantic operations) vs Morphllm (pattern operations)
MCP Integration
- **Serena MCP**: Optimal for semantic operations, LSP functionality, symbol navigation, and project context
- **Morphllm MCP**: Optimal for pattern-based edits, bulk transformations, and speed-critical operations
- **Decision Matrix**: Intelligent routing based on complexity scoring and operation characteristics
Tool Coordination
- **get_current_config**: System configuration analysis for tool capability assessment
- **execute_sketched_edit**: Operation testing and validation for selection accuracy
- **Read/Grep**: Operation context analysis and complexity factor identification
- **Integration**: Automatic selection logic used by refactor, edit, implement, and improve commands
Key Patterns
- **Direct Mapping**: Symbol operations → Serena, Pattern edits → Morphllm, Memory operations → Serena
- **Complexity Thresholds**: Score >0.6 → Serena, Score <0.4 → Morphllm, 0.4-0.6 → Feature-based
- **Performance Trade-offs**: Speed requirements → Morphllm, Accuracy requirements → Serena
- **Fallback Strategy**: Serena → Morphllm → Native tools degradation chain
Examples
Complex Refactoring Operation
/sc:select-tool "rename function across 10 files" --analyze
# Analysis: High complexity (multi-file, symbol operations)
# Selection: Serena MCP (LSP capabilities, semantic understanding)
Pattern-Based Bulk Edit
/sc:select-tool "update console.log to logger.info across project" --explain
# Analysis: Pattern-based transformation, speed priority
# Selection: Morphllm MCP (pattern matching, bulk operations)
Memory Management Operation
/sc:select-tool "save project context and discoveries"
# Direct mapping: Memory operations → Serena MCP
# Rationale: Project context and cross-session persistence
Boundaries
**Will:**
- Analyze operations and provide optimal tool selection between Serena and Morphllm
- Apply complexity scoring based on file count, operation type, and requirements
- Provide sub-100ms decision time with >95% selection accuracy
**Will Not:**
- Override explicit tool specifications when user has clear preference
- Select tools without proper complexity analysis and capability matching
- Compromise performance requirements for convenience or speed
Read more
name: select-tool description: "Intelligent MCP tool selection based on complexity scoring and operation analysis" category: special complexity: high mcp-servers: [serena, morphllm] personas: []
/sc:select-tool - Intelligent MCP Tool Selection
Triggers
- Operations requiring optimal MCP tool selection between Serena and Morphllm
- Meta-system decisions needing complexity analysis and capability matching
- Tool routing decisions requiring performance vs accuracy trade-offs
- Operations benefiting from intelligent tool capability assessment
Usage
/sc:select-tool [operation] [--analyze] [--explain]
Behavioral Flow
1. **Parse**: Analyze operation type, scope, file count, and complexity indicators 2. **Score**: Apply multi-dimensional complexity scoring across various operation factors 3. **Match**: Compare operation requirements against Serena and Morphllm capabilities 4. **Select**: Choose optimal tool based on scoring matrix and performance requirements 5. **Validate**: Verify selection accuracy and provide confidence metrics
Key behaviors:
- Complexity scoring based on file count, operation type, language, and framework requirements
- Performance assessment evaluating speed vs accuracy trade-offs for optimal selection
- Decision logic matrix with direct mappings and threshold-based routing rules
- Tool capability matching for Serena (semantic operations) vs Morphllm (pattern operations)
MCP Integration
- **Serena MCP**: Optimal for semantic operations, LSP functionality, symbol navigation, and project context
- **Morphllm MCP**: Optimal for pattern-based edits, bulk transformations, and speed-critical operations
- **Decision Matrix**: Intelligent routing based on complexity scoring and operation characteristics
Tool Coordination
- **get_current_config**: System configuration analysis for tool capability assessment
- **execute_sketched_edit**: Operation testing and validation for selection accuracy
- **Read/Grep**: Operation context analysis and complexity factor identification
- **Integration**: Automatic selection logic used by refactor, edit, implement, and improve commands
Key Patterns
- **Direct Mapping**: Symbol operations → Serena, Pattern edits → Morphllm, Memory operations → Serena
- **Complexity Thresholds**: Score >0.6 → Serena, Score <0.4 → Morphllm, 0.4-0.6 → Feature-based
- **Performance Trade-offs**: Speed requirements → Morphllm, Accuracy requirements → Serena
- **Fallback Strategy**: Serena → Morphllm → Native tools degradation chain
Examples
Complex Refactoring Operation
/sc:select-tool "rename function across 10 files" --analyze # Analysis: High complexity (multi-file, symbol operations) # Selection: Serena MCP (LSP capabilities, semantic understanding)
Pattern-Based Bulk Edit
/sc:select-tool "update console.log to logger.info across project" --explain # Analysis: Pattern-based transformation, speed priority # Selection: Morphllm MCP (pattern matching, bulk operations)
Memory Management Operation
/sc:select-tool "save project context and discoveries" # Direct mapping: Memory operations → Serena MCP # Rationale: Project context and cross-session persistence
Boundaries
**Will:**
- Analyze operations and provide optimal tool selection between Serena and Morphllm
- Apply complexity scoring based on file count, operation type, and requirements
- Provide sub-100ms decision time with >95% selection accuracy
**Will Not:**
- Override explicit tool specifications when user has clear preference
- Select tools without proper complexity analysis and capability matching
- Compromise performance requirements for convenience or speed
Semi-automated research assistant for academic research and software development. Supports Claude Code, Codex CLI, Kimi Code CLI, and OpenCode across ideation, coding, experiments, writing, and publication.
Repo: Galaxy-Dawn/claude-scholar
Other commands on claude-scholar.
- /analyze-results
Optional experiment line slug for report naming
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Commit changes following Conventional Commits format (local only, no push).
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使用本地模板 ~/Code/template 而非 GitHub(覆盖 template_repo)
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