RRepoGEO

REPOGEO REPORT · LITE

viperrcrypto/Siftly

Default branch main · commit b25daa45 · scanned 6/23/2026, 6:27:01 AM

GitHub: 2,544 stars · 236 forks

Scan history for this repo

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.

Score trend (left → right: older → newer)

2 ready scans. Expand the table below for newest-first rows (10 per page, paginated).

AI VISIBILITY SCORE
35 /100
Critical
Category recall
0 / 2
Not recommended in any query
Rule findings
1 pass · 1 warn · 0 fail
Objective metadata checks
AI knows your name
3 / 3
Direct prompts that named your repo
HOW TO READ THIS REPORT

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 viperrcrypto/Siftly, 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.

OVERALL DIRECTION
  • highhomepage#1
    Add a homepage URL to the repository metadata

    Why:

    COPY-PASTE FIX
    https://viperrcrypto.github.io/Siftly
  • mediumabout#2
    Refine the 'About' description for enhanced clarity and specificity

    Why:

    CURRENT
    Local Twitter/X bookmark organizer with AI categorization and mindmap visualization
    COPY-PASTE FIX
    Self-hosted AI-powered organizer for Twitter/X bookmarks, transforming social media content into a searchable, categorized, visual knowledge base.
  • lowtopics#3
    Expand repository topics with more specific keywords

    Why:

    CURRENT
    ai, bookmarks, categorization, local-first, mindmap, nextjs, open-source, productivity, twitter, typescript
    COPY-PASTE FIX
    ai, bookmarks, categorization, local-first, mindmap, nextjs, open-source, productivity, twitter, typescript, social-media, x-bookmarks, personal-knowledge-management

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.

Recall
0 / 2
0% of queries surface viperrcrypto/Siftly
Avg rank
—
Lower is better. #1 = top recommendation.
Share of voice
0%
Of all named tools, what % are you?
Top rival
OpenAI
Recommended in 3 of 2 queries
COMPETITOR LEADERBOARD
  1. OpenAI · recommended 3×
  2. Obsidian · recommended 2×
  3. Mind Map · recommended 2×
  4. https://github.com/memri/memri · recommended 1×
  5. https://github.com/blacksmithgu/obsidian-dataview · recommended 1×
  • CATEGORY QUERY
    How can I self-host an AI-powered tool for organizing my saved social media content?
    you: not recommended
    AI recommended (in order):
    1. Memri (https://github.com/memri/memri)
    2. Obsidian
    3. Dataview (https://github.com/blacksmithgu/obsidian-dataview)
    4. Smart Connections (https://github.com/brianpetro/obsidian-smart-connections)
    5. Text Generator Plugin (https://github.com/nhaouari/obsidian-text-generator)
    6. Ollama (https://github.com/ollama/ollama)
    7. LM Studio
    8. Home Assistant (https://github.com/home-assistant/core)
    9. Joplin (https://github.com/laurent22/joplin)
    10. Web Clipper (https://github.com/joplin/webclipper)
    11. Python
    12. Node.js
    13. Flask (https://github.com/pallets/flask)
    14. FastAPI (https://github.com/tiangolo/fastapi)
    15. Express (https://github.com/expressjs/express)
    16. PostgreSQL
    17. SQLite
    18. Llama.cpp (https://github.com/ggerganov/llama.cpp)
    19. Llama 3
    20. Mistral
    21. React
    22. Vue
    23. Jinja2 (https://github.com/pallets/jinja)

    AI recommended 23 alternatives but never named viperrcrypto/Siftly. This is the gap to close.

    Show full AI answer
  • CATEGORY QUERY
    Seeking an open-source, local-first knowledge base with AI categorization and mindmap features.
    you: not recommended
    AI recommended (in order):
    1. Obsidian
    2. Text Generator
    3. OpenAI
    4. Anthropic
    5. Excalidraw
    6. Mind Map
    7. Logseq
    8. OpenAI
    9. Athens Research
    10. Joplin
    11. OpenAI
    12. Mind Map
    13. TiddlyWiki

    AI recommended 13 alternatives but never named viperrcrypto/Siftly. This is the gap to close.

    Show full AI answer

Objective checks

Rule-based audits of metadata signals AI engines weight most.

  • Metadata completeness
    warn

    Suggestion:

  • README presence
    pass

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 viperrcrypto/Siftly?
    pass
    AI named viperrcrypto/Siftly explicitly

    AI answers can be confidently wrong. Read for accuracy: does it match your actual tech stack, audience, and differentiator?

  • If a team adopts viperrcrypto/Siftly in production, what risks or prerequisites should they evaluate first?
    pass
    AI named viperrcrypto/Siftly 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 viperrcrypto/Siftly solve, and who is the primary audience?
    pass
    AI named viperrcrypto/Siftly explicitly

    AI answers can be confidently wrong. Read for accuracy: does it match your actual tech stack, audience, and differentiator?

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viperrcrypto/Siftly — 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