RRepoGEO

REPOGEO REPORT · LITE

Galaxy-Dawn/claude-scholar

Default branch main · commit a61bb0a9 · scanned 5/12/2026, 4:42:13 PM

GitHub: 3,641 stars · 339 forks

AI VISIBILITY SCORE
28 /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
2 / 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 Galaxy-Dawn/claude-scholar, 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
    Reposition README's core value proposition for hybrid use cases

    Why:

    CURRENT
    > Semi-automated research assistant for academic research and software development, especially for computer science and AI researchers. Supports Claude Code, Codex CLI, and OpenCode across literature review, coding, experiments, reporting, writing, and project knowledge management.
    COPY-PASTE FIX
    Galaxy-Dawn/claude-scholar is a unique semi-automated research assistant that seamlessly integrates AI-powered workflows for both academic research and software development. Leveraging Claude Code, Codex CLI, and OpenCode, it provides comprehensive support across the entire research lifecycle, from literature review and ideation to coding, experimentation, writing, and publication, specifically tailored for computer science and AI researchers.
  • highlicense#2
    Add a LICENSE file to the repository

    Why:

    COPY-PASTE FIX
    Create a `LICENSE` file in the repository root, specifying the chosen open-source license (e.g., MIT, Apache-2.0, GPL-3.0) to clarify usage rights.
  • mediumtopics#3
    Expand repository topics to reinforce AI assistant and workflow aspects

    Why:

    CURRENT
    academic-research, ai-agents, claude, claude-code, codex-cli, developer-tools, mcp, openai-codex, opencode, paper-writing, zotero
    COPY-PASTE FIX
    academic-research, ai-agents, claude, claude-code, codex-cli, developer-tools, mcp, openai-codex, opencode, paper-writing, zotero, research-assistant, ai-workflow, llm-applications, generative-ai-tools

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 Galaxy-Dawn/claude-scholar
Avg rank
—
Lower is better. #1 = top recommendation.
Share of voice
0%
Of all named tools, what % are you?
Top rival
Elicit
Recommended in 1 of 2 queries
COMPETITOR LEADERBOARD
  1. Elicit · recommended 1×
  2. Scite.ai · recommended 1×
  3. ResearchRabbit · recommended 1×
  4. ChatGPT / GPT-4 · recommended 1×
  5. OpenAI Playground · recommended 1×
  • CATEGORY QUERY
    What AI tools can help automate my academic research and paper writing process?
    you: not recommended
    AI recommended (in order):
    1. Elicit
    2. Scite.ai
    3. ResearchRabbit
    4. ChatGPT / GPT-4
    5. OpenAI Playground
    6. OpenAI API
    7. QuillBot
    8. Grammarly
    9. Mendeley
    10. Zotero

    AI recommended 10 alternatives but never named Galaxy-Dawn/claude-scholar. This is the gap to close.

    Show full AI answer
  • CATEGORY QUERY
    Looking for an AI assistant to streamline coding and experimentation in research projects.
    you: not recommended
    AI recommended (in order):
    1. GitHub Copilot
    2. ChatGPT
    3. Google Gemini
    4. Tabnine
    5. Perplexity AI

    AI recommended 5 alternatives but never named Galaxy-Dawn/claude-scholar. 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 Galaxy-Dawn/claude-scholar?
    pass
    AI did not name Galaxy-Dawn/claude-scholar — likely talking about a different project

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

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