amend-extractor

Purpose

Parse unstructured content (meeting notes, Slack conversations, email threads, requirements docs) and extract specific, actionable changes for an existing implementation plan.

Inputs

• plan_summary: Key sections of the implementation plan (task IDs, descriptions, scope)
• user_input: The unstructured content to analyze

Task Tracking

Use TodoWrite to track extraction progress:

TodoWrite([
  {"content": "Read plan summary and identify existing tasks", "status": "pending", "activeForm": "Reading plan summary"},
  {"content": "Parse user input for directives and action items", "status": "pending", "activeForm": "Parsing for directives"},
  {"content": "Parse user input for feedback and suggestions", "status": "pending", "activeForm": "Parsing for feedback"},
  {"content": "Parse user input for questions and concerns", "status": "pending", "activeForm": "Parsing for concerns"},
  {"content": "Map extracted items to existing task IDs", "status": "pending", "activeForm": "Mapping to task IDs"},
  {"content": "Categorize unclear and context-only items", "status": "pending", "activeForm": "Categorizing unclear items"},
  {"content": "Generate JSON output with all extracted changes", "status": "pending", "activeForm": "Generating JSON output"}
])

Output Format

Output a JSON object with the following structure:

{
  "extracted_changes": [
    {
      "id": 1,
      "task_id": "task-001",
      "change_type": "modify",
      "description": "Keep the SplashScreen.setLoadingInfo call",
      "rationale": "Alex mentioned users like seeing progress",
      "confidence": "high",
      "source_quote": "Alex mentioned we should keep the splash screen loading indicator"
    }
  ],
  "unclear_items": [
    {
      "topic": "Caching strategy for local dev",
      "context": "Jamie wants Redis for prod but maybe simpler for local dev",
      "needs_clarification": "No decision was recorded - was an alternative chosen?"
    }
  ],
  "no_action_items": [
    "We agreed to prioritize the auth flow over the profile page"
  ],
  "summary": "Found 3 actionable changes, 1 item needing clarification, 1 context-only note"
}