How to Extract Action Items with Anthropic on Mac
Pair Anthropic's Claude with Echoo to extract nuanced action items that capture context and priority — not just bare tasks. Claude understands the difference between a suggestion and a commitment.
Why This Combination Works
Claude brings exceptional nuance to action item extraction. It distinguishes between firm commitments ("I'll have the design ready by Friday"), soft suggestions ("We should probably look into that"), and open questions ("Should we consider moving the deadline?"). This semantic sensitivity means your extracted action items accurately reflect what was actually decided versus what was merely discussed.
Recommended Model
Claude Sonnet 4.5 — its nuanced language understanding distinguishes between firm commitments, suggestions, and open questions, producing more accurate and actionable task lists.
Example Prompt
Extract all action items, owners, and deadlines from these meeting notes. Separate firm commitments from suggestions. For each item, indicate confidence level: "Committed" if someone explicitly agreed, "Suggested" if it was proposed but not confirmed. Format as a structured list.
Setup Steps
Download Echoo
Install Echoo from echoo.ai. Access it from the menu bar in any application where you take or review notes.
Add your Anthropic API key
Go to Echoo settings, select Anthropic under AI Providers, enter your API key, and set Claude Sonnet 4.5 as your model.
Create an action item extraction command
Build a command: "Extract action items from this text. Distinguish between committed tasks and suggestions. Include owner, task, deadline, and confidence level. Be thorough but don't fabricate items." Assign a hotkey.
Use the keyboard shortcut
Select meeting notes or conversation text, press your hotkey, and get a nuanced action item list that distinguishes decisions from discussions.
Frequently Asked Questions
Claude flags ambiguity explicitly. If notes say "someone should follow up with the client," Claude will extract the task but mark the owner as "Unassigned" and note it as a suggestion rather than a commitment. This prevents important items from falling through cracks.
Yes. Add instructions to your command like "Sort by urgency: items with explicit deadlines first, then items blocking others, then nice-to-haves." Claude will organize the output accordingly based on contextual clues in the notes.
Exceptionally well. Claude handles stream-of-consciousness notes, abbreviated text, and informal language. It can parse "mike needs to fix that auth bug asap" just as effectively as formal minutes.
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