RRepoGEO

REPOGEO REPORT · LITE

QuantaAlpha/RepoMaster

Default branch main · commit 9cf59930 · scanned 6/11/2026, 6:54:49 AM

GitHub: 527 stars · 66 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 QuantaAlpha/RepoMaster, 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 project's public, open-source nature in README

    Why:

    COPY-PASTE FIX
    Add a clear, direct statement at the very top of the README, e.g., 'QuantaAlpha/RepoMaster is an actively maintained, open-source AI agent designed to autonomously manage and solve tasks within GitHub repositories.'
  • highlicense#2
    Add a LICENSE file to the repository

    Why:

    COPY-PASTE FIX
    Create a `LICENSE` file in the repository root with the text of a common open-source license, such as MIT.
  • mediumreadme#3
    Strengthen README's opening statement to emphasize core function

    Why:

    CURRENT
    The current README H1 is '🌟 RepoMaster: Make 100M+ GitHub Repositories Work for You'.
    COPY-PASTE FIX
    Revise the README's primary heading or introductory paragraph to explicitly state: 'RepoMaster: The open-source AI agent that masters GitHub. It turns any code repository into a powerful tool, achieving a new level of autonomous task-solving.'

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 QuantaAlpha/RepoMaster
Avg rank
—
Lower is better. #1 = top recommendation.
Share of voice
0%
Of all named tools, what % are you?
Top rival
AgentGPT
Recommended in 2 of 2 queries
COMPETITOR LEADERBOARD
  1. AgentGPT · recommended 2×
  2. OpenDevin · recommended 2×
  3. Smol-Developer · recommended 2×
  4. GPT-Engineer · recommended 2×
  5. GitHub Copilot · recommended 1×
  • CATEGORY QUERY
    What open-source AI agents can help manage and solve tasks in GitHub repositories?
    you: not recommended
    AI recommended (in order):
    1. GitHub Copilot
    2. Auto-GPT
    3. AgentGPT
    4. OpenDevin
    5. Smol-Developer
    6. GPT-Engineer
    7. LangChain Agents

    AI recommended 7 alternatives but never named QuantaAlpha/RepoMaster. This is the gap to close.

    Show full AI answer
  • CATEGORY QUERY
    Looking for an autonomous open-source agent to assist with software engineering tasks.
    you: not recommended
    AI recommended (in order):
    1. AutoGPT
    2. AgentGPT
    3. GPT-Engineer
    4. OpenDevin
    5. Smol-Developer
    6. MetaGPT

    AI recommended 6 alternatives but never named QuantaAlpha/RepoMaster. 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 QuantaAlpha/RepoMaster?
    pass
    AI named QuantaAlpha/RepoMaster explicitly

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

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

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

Embed your GEO score

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MARKDOWN (README)
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QuantaAlpha/RepoMaster — 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