RRepoGEO

REPOGEO REPORT · LITE

GitHamza0206/simba

Default branch main · commit 81098f2a · scanned 6/21/2026, 7:17:03 PM

GitHub: 1,451 stars · 104 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 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
    Clarify Simba's core identity as an AI customer service assistant in the README's opening

    Why:

    CURRENT
    The current README starts with a centered 'High-Efficiency Customer Service Assistant' but the AI still misinterprets the project's core identity.
    COPY-PASTE FIX
    Simba is an open-source, production-ready AI customer service assistant designed for teams needing full control over their AI, featuring built-in evaluation and monitoring capabilities.
  • mediumreadme#2
    Add explicit comparison to similar AI customer service platforms in README

    Why:

    CURRENT
    The 'Why Simba?' section uses a problem/solution table but does not explicitly name competitors in the category.
    COPY-PASTE FIX
    Unlike black-box solutions or generic conversational AI frameworks like Rasa or Botpress, Simba is built from the ground up around evaluation and customization, giving you full control to measure performance, iterate fast, and tailor your assistant.
  • lowtopics#3
    Add more specific topics to reinforce AI customer service platform identity

    Why:

    CURRENT
    customer-service, evals, knowledge-base, llm, rag
    COPY-PASTE FIX
    customer-service, evals, knowledge-base, llm, rag, ai-customer-service, customer-support-platform, conversational-ai

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 Open Source
Recommended in 1 of 2 queries
COMPETITOR LEADERBOARD
  1. Rasa Open Source · recommended 1×
  2. Botpress · recommended 1×
  3. DeepPavlov · recommended 1×
  4. OpenNLU · recommended 1×
  5. ParlAI · recommended 1×
  • CATEGORY QUERY
    Looking for an open-source AI customer service platform with built-in evaluation capabilities.
    you: not recommended
    AI recommended (in order):
    1. Rasa Open Source
    2. Botpress
    3. DeepPavlov
    4. OpenNLU
    5. ParlAI

    AI recommended 5 alternatives but never named GitHamza0206/simba. This is the gap to close.

    Show full AI answer
  • CATEGORY QUERY
    How to build a custom LLM-powered knowledge base for customer support with monitoring?
    you: not recommended
    AI recommended (in order):
    1. LangChain
    2. OpenAI
    3. Anthropic
    4. Google Gemini
    5. Pinecone
    6. Weaviate
    7. Grafana
    8. Prometheus
    9. LlamaIndex
    10. Chroma
    11. FAISS
    12. Datadog
    13. New Relic
    14. AWS Bedrock
    15. Amazon Kendra
    16. Amazon CloudWatch
    17. Amazon OpenSearch Service
    18. Azure OpenAI Service
    19. Azure AI Search
    20. Azure Monitor
    21. Application Insights
    22. Haystack
    23. Hugging Face Models
    24. Elasticsearch
    25. OpenSearch
    26. PostgreSQL
    27. pgvector
    28. Sentry
    29. ELK Stack
    30. Zendesk
    31. Intercom

    AI recommended 31 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?

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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