RRepoGEO

REPOGEO REPORT · LITE

GitHamza0206/simba

Default branch main · commit 4d6eaf3c · scanned 5/11/2026, 2:22:16 PM

GitHub: 1,442 stars · 101 forks

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 GitHamza0206/simba, 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
    Add a clear H1 title to the README

    Why:

    CURRENT
    The README currently starts with centered paragraph tags and badges, lacking a clear H1.
    COPY-PASTE FIX
    # Simba: Open-Source AI Customer Service Assistant with Built-in Evals & Monitoring
  • mediumreadme#2
    Add a concise, keyword-rich introductory paragraph to the README

    Why:

    CURRENT
    The current introductory text is 'High-Efficiency Customer Service Assistant' within a centered paragraph, followed by badges.
    COPY-PASTE FIX
    Simba is an open-source, production-ready customer service assistant designed for teams who need full control over their AI. Unlike black-box solutions, Simba prioritizes built-in evaluation and monitoring, allowing you to measure performance, iterate fast, and tailor the assistant to your exact needs with complete customization.
  • lowtopics#3
    Add 'monitoring' to the repository topics

    Why:

    CURRENT
    customer-service, evals, knowledge-base, llm, rag
    COPY-PASTE FIX
    customer-service, evals, knowledge-base, llm, rag, monitoring

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 GitHamza0206/simba
Avg rank
—
Lower is better. #1 = top recommendation.
Share of voice
0%
Of all named tools, what % are you?
Top rival
Rasa
Recommended in 1 of 2 queries
COMPETITOR LEADERBOARD
  1. Rasa · recommended 1×
  2. Botpress · recommended 1×
  3. Open-Assistant · recommended 1×
  4. Llama 2 · recommended 1×
  5. Mistral · recommended 1×
  • CATEGORY QUERY
    Looking for an open-source AI customer support solution with full customization capabilities.
    you: not recommended
    AI recommended (in order):
    1. Rasa
    2. Botpress
    3. Open-Assistant
    4. Llama 2
    5. Mistral
    6. LangChain
    7. LlamaIndex
    8. Chatwoot
    9. Tiledesk

    AI recommended 9 alternatives but never named GitHamza0206/simba. This is the gap to close.

    Show full AI answer
  • CATEGORY QUERY
    Need an LLM-powered customer service platform with built-in evaluation and monitoring tools.
    you: not recommended
    AI recommended (in order):
    1. Intercom
    2. Zendesk
    3. Ada
    4. Forethought
    5. Gong.io

    AI recommended 5 alternatives but never named GitHamza0206/simba. 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 GitHamza0206/simba?
    pass
    AI named GitHamza0206/simba explicitly

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

  • If a team adopts GitHamza0206/simba in production, what risks or prerequisites should they evaluate first?
    pass
    AI named GitHamza0206/simba 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 GitHamza0206/simba solve, and who is the primary audience?
    pass
    AI named GitHamza0206/simba explicitly

    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 GitHamza0206/simba. It auto-updates whenever the report is rescanned and links back to the latest report — easy public proof that you care about AI discoverability.

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MARKDOWN (README)
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GitHamza0206/simba — 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