RRepoGEO

REPOGEO REPORT · LITE

Galaxy-Dawn/claude-scholar

Default branch main · commit 34d0cdb4 · scanned 6/23/2026, 1:06:49 AM

GitHub: 4,392 stars · 384 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
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
    Clarify multi-AI model support in the README's opening

    Why:

    CURRENT
    The current README excerpt starts with a general description that lists supported models but might not emphasize the multi-model integration strongly enough.
    COPY-PASTE FIX
    Add a sentence like: "Unlike single-model solutions, Claude Scholar integrates multiple leading AI coding assistants—including Claude Code, Codex CLI, Kimi Code CLI, and OpenCode—to provide a unified workflow for researchers and developers." to the introductory section of your README.
  • highhomepage#2
    Add a homepage URL to the repository's About section

    Why:

    COPY-PASTE FIX
    https://github.com/Galaxy-Dawn/claude-scholar
  • mediumtopics#3
    Refine topics to highlight multi-AI integration and workflow automation

    Why:

    CURRENT
    academic-research, ai-agents, claude, claude-code, codex-cli, developer-tools, kimi-code, mcp, openai-codex, opencode, paper-writing, zotero
    COPY-PASTE FIX
    academic-research, ai-agents, claude, claude-code, codex-cli, developer-tools, kimi-code, mcp, openai-codex, opencode, paper-writing, ai-workflow, multi-llm, research-automation, coding-assistant-integration

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
Zotero
Recommended in 1 of 2 queries
COMPETITOR LEADERBOARD
  1. Zotero · recommended 1×
  2. Obsidian · recommended 1×
  3. Paperpile · recommended 1×
  4. Scrivener · recommended 1×
  5. ResearchRabbit · recommended 1×
  • CATEGORY QUERY
    How can I automate parts of my academic research and paper writing workflow?
    you: not recommended
    AI recommended (in order):
    1. Zotero
    2. Obsidian
    3. Paperpile
    4. Scrivener
    5. ResearchRabbit
    6. ChatGPT / GPT-4
    7. Grammarly

    AI recommended 7 alternatives but never named Galaxy-Dawn/claude-scholar. This is the gap to close.

    Show full AI answer
  • CATEGORY QUERY
    What tools help integrate various AI coding assistants for software development tasks?
    you: not recommended
    AI recommended (in order):
    1. Cursor
    2. Continue
    3. GitHub Copilot
    4. Codeium
    5. Tabnine
    6. Amazon CodeWhisperer
    7. JetBrains AI Assistant
    8. Open Interpreter
    9. LangChain
    10. LlamaIndex

    AI recommended 10 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 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?

  • 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 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?

Embed your GEO score

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

RepoGEO badge previewLive preview
MARKDOWN (README)
[![RepoGEO](https://repogeo.com/badge/Galaxy-Dawn/claude-scholar.svg)](https://repogeo.com/en/r/Galaxy-Dawn/claude-scholar)
HTML
<a href="https://repogeo.com/en/r/Galaxy-Dawn/claude-scholar"><img src="https://repogeo.com/badge/Galaxy-Dawn/claude-scholar.svg" alt="RepoGEO" /></a>
Pro

Subscribe to Pro for deep diagnoses

Galaxy-Dawn/claude-scholar — 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