REPOGEO REPORT · LITE
deta/surf
Default branch main · commit 158d9b45 · scanned 5/18/2026, 10:01:45 PM
GitHub: 3,409 stars · 245 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 deta/surf, 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 Deta platform association in README opening
Why:
CURRENTDeta Surf is an AI notebook that brings all your files and the web directly into your stream of thought.
COPY-PASTE FIXDeta Surf is an independent, open-source AI notebook (not affiliated with Deta Cloud) that brings all your files and the web directly into your stream of thought.
- mediumreadme#2Integrate 'research notes' and 'knowledge synthesis' keywords into README
Why:
COPY-PASTE FIXIn the 'Motivation' section, after 'We want to help people think better, across all their media.', add: 'Specifically, Surf is designed for managing and synthesizing research notes from diverse sources, enabling comprehensive knowledge synthesis across all your files and web content.'
- lowcomparison#3Add a 'Comparison with alternatives' section to README
Why:
COPY-PASTE FIXAdd a new top-level section to the README titled 'Comparison with Alternatives' that briefly outlines how Deta Surf differentiates itself from popular knowledge management tools like Obsidian, Logseq, or Notion AI, particularly regarding its multi-media integration, local-first data, and open AI model choice.
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.
- Obsidian · recommended 2×
- Dataview · recommended 1×
- Excalidraw · recommended 1×
- Text Generator Plugin · recommended 1×
- Notion AI · recommended 1×
- CATEGORY QUERYHow to manage and synthesize research notes from diverse sources with AI assistance?you: not recommendedAI recommended (in order):
- Obsidian
- Dataview
- Excalidraw
- Text Generator Plugin
- Notion AI
- Mem.ai
- Scrintal
- Logseq
AI recommended 8 alternatives but never named deta/surf. This is the gap to close.
Show full AI answer
- CATEGORY QUERYWhat open-source desktop AI notebook supports local LLMs and organizes files and web content?you: not recommendedAI recommended (in order):
- Obsidian
- JupyterLab Desktop (jupyterlab/jupyterlab-desktop)
- Logseq (logseq/logseq)
- VS Code (microsoft/vscode)
- Quarto (quarto-dev/quarto-cli)
AI recommended 5 alternatives but never named deta/surf. 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 deta/surf?passAI named deta/surf explicitly
AI answers can be confidently wrong. Read for accuracy: does it match your actual tech stack, audience, and differentiator?
- If a team adopts deta/surf in production, what risks or prerequisites should they evaluate first?passAI named deta/surf 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 deta/surf solve, and who is the primary audience?passAI named deta/surf 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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[](https://repogeo.com/en/r/deta/surf)<a href="https://repogeo.com/en/r/deta/surf"><img src="https://repogeo.com/badge/deta/surf.svg" alt="RepoGEO" /></a>Subscribe to Pro for deep diagnoses
deta/surf — 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