RRepoGEO

REPOGEO REPORT · LITE

viperrcrypto/Siftly

Default branch main · commit b25daa45 · scanned 5/12/2026, 9:42:00 PM

GitHub: 2,456 stars · 229 forks

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
  • highreadme#1
    Clarify README's opening statement to prevent miscategorization

    Why:

    CURRENT
    Self-hosted Twitter/X bookmark manager with AI-powered organization
    COPY-PASTE FIX
    Self-hosted Twitter/X bookmark manager with AI-powered organization. Siftly is a dedicated personal knowledge base for your social media bookmarks, *not* a cryptocurrency tool, file manager, or generic server infrastructure.
  • mediumhomepage#2
    Add a homepage URL to the repository metadata

    Why:

    COPY-PASTE FIX
    https://github.com/viperrcrypto/Siftly
  • lowtopics#3
    Add more specific topics related to knowledge management and social media bookmarking

    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, knowledge-base, personal-knowledge-base, social-media-bookmarks

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
WorldBrain/Memex
Recommended in 1 of 2 queries
COMPETITOR LEADERBOARD
  1. WorldBrain/Memex · recommended 1×
  2. Kovah/LinkAce · recommended 1×
  3. shaarli/Shaarli · recommended 1×
  4. bastienwirtz/homer · recommended 1×
  5. pocketbase/pocketbase · recommended 1×
  • CATEGORY QUERY
    How can I self-host a Twitter bookmark manager with AI categorization and search?
    you: not recommended
    AI recommended (in order):
    1. Memex (WorldBrain/Memex)
    2. LinkAce (Kovah/LinkAce)
    3. Shaarli (shaarli/Shaarli)
    4. Homer (bastienwirtz/homer)
    5. PocketBase (pocketbase/pocketbase)
    6. OpenAI API
    7. Hugging Face Transformers (huggingface/transformers)
    8. Sentence Transformers (UKPLab/sentence-transformers)
    9. Pinecone
    10. Weaviate (weaviate/weaviate)
    11. Qdrant (qdrant/qdrant)

    AI recommended 11 alternatives but never named viperrcrypto/Siftly. This is the gap to close.

    Show full AI answer
  • CATEGORY QUERY
    What open-source tools organize social media bookmarks into a local visual knowledge base?
    you: not recommended
    AI recommended (in order):
    1. Memex
    2. Obsidian
    3. Logseq
    4. Wallabag
    5. Shaarli

    AI recommended 5 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?

Embed your GEO score

Drop this badge into the README of viperrcrypto/Siftly. It auto-updates whenever the report is rescanned and links back to the latest report — easy public proof that you care about AI discoverability.

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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