REPOGEO REPORT · LITE
JerryZLiu/Dayflow
Default branch main · commit 2b1ccfab · scanned 6/28/2026, 5:12:00 AM
GitHub: 6,271 stars · 343 forks
Score trend below includes all ready runs (older left, newer right; scroll horizontally if needed). The table is collapsed by default—expand for newest-first rows, 10 per page.
2 ready scans. Expand the table below for newest-first rows (10 per page, paginated).
Action plan is what to do next — copy-pasteable changes prioritized by impact. Category visibility is the real GEO test: when a user asks an AI a brand-free question that should surface JerryZLiu/Dayflow, does the AI actually recommend you — or your competitors? Objective checks verify the metadata signals AI engines weight first. Self-mention check detects whether AI even knows you exist by name.
Action plan — copy-paste fixes
3 prioritized changes generated by gemini-2.5-flash. Mark items done after you ship the fix.
- highreadme#1Clarify README's opening statement to prevent miscategorization
Why:
CURRENT<p><strong>A private, automatic work journal for Mac.</strong></p> <p> Dayflow understands the work you do on your Mac and turns it into a clear timeline of your day. Built from the ground up for privacy, it’s open source, local-first, and can run entirely with local AI. </p>COPY-PASTE FIX<p><strong>A private, automatic work journal for Mac.</strong></p> <p> Dayflow understands the work you do on your Mac and turns it into a clear timeline of your day. Unlike generic task managers or LLM agent frameworks, it's built from the ground up for privacy, is open source, local-first, and can run entirely with local AI. </p> - mediumtopics#2Add specific productivity and journaling topics
Why:
CURRENTai, chatgpt, claude, gemini, llm, lmstudio, ollama, productivity, productivity-tools, swift, time, timeline
COPY-PASTE FIXproductivity, productivity-tools, work-journal, screen-time-tracker, activity-tracker, mac-app, swift, time, timeline, ai, llm, ollama, lmstudio, local-first
- mediumcomparison#3Add a 'Comparison to Alternatives' section in README
Why:
COPY-PASTE FIX## Comparison to Alternatives Dayflow stands out from tools like RescueTime, ManicTime, or ActivityWatch by focusing on generating a narrative work journal from your activity, rather than just raw time tracking. Unlike general note-taking apps or LLM agent frameworks, Dayflow is purpose-built for Mac users seeking a private, AI-powered summary of their day.
Category GEO backends resolved for this scan: google/gemini-2.5-flash, deepseek/deepseek-v4-flash
Category visibility — the real GEO test
Brand-free queries asked to google/gemini-2.5-flash. Did AI recommend you, or someone else?
Same questions for every model — switch tabs to compare answers and rankings.
- ActivityWatch/activitywatch · recommended 2×
- Obsidian · recommended 2×
- RescueTime · recommended 1×
- ManicTime · recommended 1×
- Toggl Track · recommended 1×
- CATEGORY QUERYHow to automatically generate a private work journal from my daily computer activity?you: not recommendedAI recommended (in order):
- RescueTime
- ManicTime
- ActivityWatch (ActivityWatch/activitywatch)
- Toggl Track
- Zapier
- IFTTT
- Obsidian
- Snipaste
- Python
- psutil (giampaolo/psutil)
- pygetwindow (asweigart/pygetwindow)
- PowerShell
- AppleScript
AI recommended 13 alternatives but never named JerryZLiu/Dayflow. This is the gap to close.
Show full AI answer
- CATEGORY QUERYWhat are good local-first AI tools for Mac to analyze screen time and summarize work?you: not recommendedAI recommended (in order):
- Rewind AI
- SaneBox
- Mem.ai
- Obsidian
- ActivityWatch (ActivityWatch/activitywatch)
- Snipd
AI recommended 6 alternatives but never named JerryZLiu/Dayflow. This is the gap to close.
Show full AI answer
Objective checks
Rule-based audits of metadata signals AI engines weight most.
- Metadata completenesspass
- README presencepass
Self-mention check
Does AI even know your repo exists when asked about it directly?
- Compared to common alternatives in this category, what is the core differentiator of JerryZLiu/Dayflow?passAI named JerryZLiu/Dayflow explicitly
AI answers can be confidently wrong. Read for accuracy: does it match your actual tech stack, audience, and differentiator?
- If a team adopts JerryZLiu/Dayflow in production, what risks or prerequisites should they evaluate first?passAI named JerryZLiu/Dayflow explicitly
AI answers can be confidently wrong. Read for accuracy: does it match your actual tech stack, audience, and differentiator?
- In one sentence, what problem does the repo JerryZLiu/Dayflow solve, and who is the primary audience?passAI named JerryZLiu/Dayflow explicitly
AI answers can be confidently wrong. Read for accuracy: does it match your actual tech stack, audience, and differentiator?
Embed your GEO score
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JerryZLiu/Dayflow — Lite scans stay free; this card itemizes Pro deep limits vs Lite.
- Deep reports10 / month
- Brand-free category queries5 vs 2 in Lite
- Prioritized action items8 vs 3 in Lite