RRepoGEO

REPOGEO REPORT · LITE

Constella-OS/constella-desktop

Default branch development · commit cab06653 · scanned 6/2/2026, 9:57:52 PM

GitHub: 805 stars · 172 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 Constella-OS/constella-desktop, 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

2 prioritized changes generated by gemini-2.5-flash. Mark items done after you ship the fix.

OVERALL DIRECTION
  • highreadme#1
    Reposition README opening to clearly state purpose and category

    Why:

    CURRENT
    Constella is a free, open source, local-first desktop command center for your files, memories, agents, and workflows. It syncs folders you choose, builds a searchable local knowledge substrate, and uses local analysis jobs to turn scattered notes into connected concepts, themes, reminders, and recommendations.
    COPY-PASTE FIX
    Constella is a free, open source, local-first AI-powered desktop command center for personal knowledge management and agentic workflows. It acts as a 'second brain' for your files and memories, building a searchable local knowledge substrate and using AI analysis to turn scattered notes into connected concepts, themes, reminders, and recommendations.
  • mediumlicense#2
    Clarify the existing license in the README

    Why:

    COPY-PASTE FIX
    Add a section to the README, e.g., '## License\nConstella is released under [describe the actual license(s) here, e.g., 'a custom license combining elements of X and Y']. Please see the `LICENSE` file for full details.'

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 Constella-OS/constella-desktop
Avg rank
—
Lower is better. #1 = top recommendation.
Share of voice
0%
Of all named tools, what % are you?
Top rival
Obsidian
Recommended in 2 of 2 queries
COMPETITOR LEADERBOARD
  1. Obsidian · recommended 2×
  2. Dataview · recommended 1×
  3. Templater · recommended 1×
  4. Excalidraw · recommended 1×
  5. Ollama · recommended 1×
  • CATEGORY QUERY
    How can I build a local-first AI assistant for personal knowledge management and agent workflows?
    you: not recommended
    AI recommended (in order):
    1. Obsidian
    2. Dataview
    3. Templater
    4. Excalidraw
    5. Ollama
    6. Llama.cpp
    7. LangChain
    8. LlamaIndex
    9. Logseq
    10. Joplin
    11. VS Code
    12. Markdown All in One
    13. TiddlyWiki
    14. TiddlyWiki5-Llama.cpp-Plugin
    15. Emacs Org-mode
    16. Org-roam

    AI recommended 16 alternatives but never named Constella-OS/constella-desktop. This is the gap to close.

    Show full AI answer
  • CATEGORY QUERY
    What open-source tools help analyze local files to generate connected concepts and insights?
    you: not recommended
    AI recommended (in order):
    1. Obsidian
    2. Logseq (logseq/logseq)
    3. Zotero (zotero/zotero)
    4. Neo4j Desktop (neo4j/neo4j)
    5. Voyant Tools (voyanttools/Voyant)
    6. Jupyter Notebooks (jupyter/notebook)
    7. NLTK (nltk/nltk)
    8. spaCy (explosion/spaCy)
    9. Gensim (RaRe-Technologies/gensim)
    10. networkx (networkx/networkx)
    11. DocFetcher (DocFetcher/DocFetcher)

    AI recommended 11 alternatives but never named Constella-OS/constella-desktop. 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 Constella-OS/constella-desktop?
    pass
    AI named Constella-OS/constella-desktop explicitly

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

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

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

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  • Brand-free category queries5 vs 2 in Lite
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