RRepoGEO

REPOGEO REPORT · LITE

disler/poc-realtime-ai-assistant

Default branch main · commit c7a44ef6 · scanned 6/13/2026, 1:02:47 PM

GitHub: 716 stars · 214 forks

AI VISIBILITY SCORE
17 /100
Critical
Category recall
0 / 2
Not recommended in any query
Rule findings
1 pass · 0 warn · 1 fail
Objective metadata checks
AI knows your name
1 / 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 disler/poc-realtime-ai-assistant, 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
  • hightopics#1
    Add specific topics to improve categorization

    Why:

    COPY-PASTE FIX
    ["openai-api", "realtime-ai", "ai-assistant", "ai-agent", "proof-of-concept", "python", "tool-use", "conversational-ai"]
  • highabout#2
    Update the GitHub repository description

    Why:

    CURRENT
    Sharing early versions of Ada, a personal AI Assistant built on OpenAIs Realtime API
    COPY-PASTE FIX
    Proof-of-concept for real-time AI assistants using OpenAI's API, demonstrating tool chaining and AI agent engineering.
  • highlicense#3
    Add a LICENSE file to the repository

    Why:

    CURRENT
    (no LICENSE file detected — the repo has no recognizable license)
    COPY-PASTE FIX
    Create a LICENSE file (e.g., MIT or Apache-2.0) in the repository root.

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 disler/poc-realtime-ai-assistant
Avg rank
—
Lower is better. #1 = top recommendation.
Share of voice
0%
Of all named tools, what % are you?
Top rival
LangChain
Recommended in 2 of 2 queries
COMPETITOR LEADERBOARD
  1. LangChain · recommended 2×
  2. LlamaIndex · recommended 2×
  3. Haystack · recommended 2×
  4. OpenAI Assistants API · recommended 2×
  5. Guidance · recommended 1×
  • CATEGORY QUERY
    How can I build a real-time conversational AI agent with tool integration in Python?
    you: not recommended
    AI recommended (in order):
    1. LangChain
    2. LlamaIndex
    3. Haystack
    4. OpenAI Assistants API
    5. Guidance
    6. Transformers Agents

    AI recommended 6 alternatives but never named disler/poc-realtime-ai-assistant. This is the gap to close.

    Show full AI answer
  • CATEGORY QUERY
    What are good frameworks for developing personalized AI assistants that chain multiple actions?
    you: not recommended
    AI recommended (in order):
    1. LangChain
    2. LlamaIndex
    3. Microsoft Semantic Kernel
    4. Haystack
    5. OpenAI Assistants API
    6. Botpress

    AI recommended 6 alternatives but never named disler/poc-realtime-ai-assistant. This is the gap to close.

    Show full AI answer

Objective checks

Rule-based audits of metadata signals AI engines weight most.

  • Metadata completeness
    fail

    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 disler/poc-realtime-ai-assistant?
    pass
    AI did not name disler/poc-realtime-ai-assistant — 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 disler/poc-realtime-ai-assistant in production, what risks or prerequisites should they evaluate first?
    pass
    AI named disler/poc-realtime-ai-assistant 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 disler/poc-realtime-ai-assistant solve, and who is the primary audience?
    pass
    AI did not name disler/poc-realtime-ai-assistant — 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?

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  • Brand-free category queries5 vs 2 in Lite
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