Phase 1: Intent Classification

Name: phase-intent
Rating: 92
Author: chkim-su

Determine what operation the user wants to perform.

Intent Types

Intent	Keywords (EN)	Keywords (KR)	Action
CREATE	create, new, make, add, build	만들어, 생성, 추가, 새로운	New component from scratch
REFACTOR	fix, improve, modify, update, refactor	수정, 개선, 고쳐, 업데이트	Modify existing component
VERIFY	check, validate, verify, test	검증, 확인, 테스트, 체크	Validate without changes

Classification Logic

python

def classify_intent(user_input: str) -> str:
    input_lower = user_input.lower()
    
    # CREATE indicators
    create_keywords = [
        "create", "new", "make", "add", "build", "generate",
        "만들", "생성", "추가", "새로"
    ]
    
    # REFACTOR indicators
    refactor_keywords = [
        "fix", "improve", "modify", "update", "refactor", "change",
        "수정", "개선", "고쳐", "변경", "업데이트"
    ]
    
    # VERIFY indicators
    verify_keywords = [
        "check", "validate", "verify", "test", "review",
        "검증", "확인", "테스트", "체크", "점검"
    ]
    
    # Score each intent
    scores = {
        "CREATE": sum(1 for k in create_keywords if k in input_lower),
        "REFACTOR": sum(1 for k in refactor_keywords if k in input_lower),
        "VERIFY": sum(1 for k in verify_keywords if k in input_lower)
    }
    
    # Check for existing file reference (suggests REFACTOR)
    if any(p in input_lower for p in ["existing", "current", "this", "기존", "현재"]):
        scores["REFACTOR"] += 2
    
    # Default to CREATE if ambiguous
    max_score = max(scores.values())
    if max_score == 0:
        return "CREATE"
    
    return max(scores, key=scores.get)

Contextual Signals

Strong CREATE signals

•No existing files mentioned
•"from scratch", "처음부터"
•Component name not found in project

Strong REFACTOR signals

•File path provided
•"this", "current", "existing"
•Component already exists in project

Strong VERIFY signals

•"is it correct", "맞아?"
•"check if", "확인해줘"
•No modification language

State Update

After classification, update workflow state:

bash

python3 scripts/workflow_state.py update intent completed
python3 scripts/workflow_state.py set-intent {CREATE|REFACTOR|VERIFY}

Output Format

yaml

Phase: intent
Status: completed
Result:
  intent: CREATE  # or REFACTOR, VERIFY
  confidence: high  # high, medium, low
  signals:
    - "만들어" keyword detected
    - No existing component found
  next_phase: semantic

Edge Cases

Situation	Resolution
Mixed signals	Ask user for clarification
No keywords	Default to CREATE
Ambiguous ("help with")	Check context, default CREATE

Transition to Phase 2

Once intent is classified:

code

IF intent == CREATE:
    → Skill("assist-plugin:phase-semantic")
    
IF intent == REFACTOR:
    → Locate existing component first
    → Then Skill("assist-plugin:phase-semantic")
    
IF intent == VERIFY:
    → Skip to Skill("assist-plugin:phase-verify")