RRepoGEO

REPOGEO REPORT · LITE

delibae/claude-prism

Default branch main · commit eb1e300c · scanned 5/21/2026, 8:52:12 AM

GitHub: 1,475 stars · 132 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
40 /100
Critical
Category recall
0 / 2
Not recommended in any query
Rule findings
2 pass · 0 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 delibae/claude-prism, 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
  • highabout#1
    Update the 'About' description to explicitly state 'desktop application'

    Why:

    CURRENT
    An offline-first scientific writing workspace powered by Claude. LaTeX + Python + 100+ scientific skills all running locally.
    COPY-PASTE FIX
    ClaudePrism is an offline-first desktop application for scientific writing, powered by Claude. It integrates LaTeX, Python, and 100+ scientific AI skills, all running locally on your machine.
  • mediumreadme#2
    Refine the README's initial descriptive paragraph

    Why:

    CURRENT
    An offline-first scientific writing workspace powered by Claude. LaTeX + Python + 100+ scientific skills — runs on your desktop.
    COPY-PASTE FIX
    ClaudePrism is a powerful, offline-first desktop application designed for scientific writing. It integrates LaTeX, Python, and over 100 scientific AI skills, all running locally on your machine.
  • mediumtopics#3
    Add more specific topics related to writing and research applications

    Why:

    CURRENT
    academic, ai, claude, claude-code, desktop-app, editor, latex, llm, offline, open-source, privacy, python, research, rust, scientific-writing, tauri, tectonic, zotero
    COPY-PASTE FIX
    academic, ai, claude, claude-code, desktop-app, editor, latex, llm, offline, open-source, privacy, python, research, rust, scientific-writing, tauri, tectonic, zotero, writing-assistant, academic-writing, research-paper-editor

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 delibae/claude-prism
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. Vim · recommended 2×
  3. Emacs · recommended 2×
  4. Llama 2 · recommended 1×
  5. Mistral · recommended 1×
  • CATEGORY QUERY
    Looking for an offline AI assistant for scientific writing with LaTeX and Python support.
    you: not recommended
    AI recommended (in order):
    1. Llama 2
    2. Mistral
    3. Gemma
    4. Obsidian
    5. Grammarly Desktop App
    6. LanguageTool Desktop App
    7. Vim
    8. Emacs
    9. JupyterLab Desktop

    AI recommended 9 alternatives but never named delibae/claude-prism. This is the gap to close.

    Show full AI answer
  • CATEGORY QUERY
    What are good local LLM-powered editors for academic research papers, supporting LaTeX and citations?
    you: not recommended
    AI recommended (in order):
    1. Obsidian
    2. Text Generator
    3. Smart Connections
    4. Obsidian Copilot
    5. Local GPT
    6. Ollama
    7. LM Studio
    8. Llama.cpp
    9. MathJax
    10. Obsidian LaTeX
    11. Pandoc
    12. Zotero Integration
    13. Citations
    14. Better BibTeX
    15. Zotero
    16. Mendeley
    17. JabRef
    18. VS Code
    19. CodeGPT
    20. Continue.dev
    21. LaTeX Workshop
    22. Typora
    23. Jan
    24. Zettlr
    25. Emacs
    26. Vim
    27. llm.el
    28. AUCTeX
    29. Org-ref
    30. Vim-LaTeX

    AI recommended 30 alternatives but never named delibae/claude-prism. This is the gap to close.

    Show full AI answer

Objective checks

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

  • Metadata completeness
    pass

  • 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 delibae/claude-prism?
    pass
    AI named delibae/claude-prism explicitly

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

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

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

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delibae/claude-prism — 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
delibae/claude-prism — RepoGEO report