RRepoGEO

REPOGEO REPORT · LITE

joinly-ai/joinly

Default branch main · commit 372ea77b · scanned 6/13/2026, 10:01:54 PM

GitHub: 526 stars · 83 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 joinly-ai/joinly, 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
    Reposition README opening to clarify its role as a platform/framework for building meeting agents

    Why:

    CURRENT
    joinly.ai is a connector middleware designed to enable AI agents to join and actively participate in video calls. Through its MCP server, joinly.ai provides essential [meeting tools](#tools) and [resources](#resources) that can equip any AI agent with the skills to perform tasks and interact with you in real time during your meetings.
    COPY-PASTE FIX
    joinly.ai is an open-source **platform and framework** designed to empower developers to **build, deploy, and manage AI agents** that can seamlessly join and actively participate in live video conference calls. Leveraging its MCP server, joinly.ai provides essential tools and resources, equipping any AI agent with the capabilities to perform tasks and interact in real-time during your meetings.
  • mediumabout#2
    Refine the repository description to emphasize its role as a platform/framework for meeting agents

    Why:

    CURRENT
    Make your meetings accessible to AI Agents
    COPY-PASTE FIX
    An open-source platform and framework for building and deploying AI agents that join, participate, and interact in real-time during live video conference calls.
  • lowtopics#3
    Add specific topics related to 'AI agent development platform' or 'real-time agent framework'

    Why:

    CURRENT
    agentic-ai, ai-agent, ai-tool, conversational-ai, llm, mcp, meeting-agent, meeting-assistant, meeting-notes, productivity, python, transcription, voice-ai
    COPY-PASTE FIX
    agentic-ai, ai-agent, ai-tool, conversational-ai, llm, mcp, meeting-agent, meeting-assistant, meeting-notes, productivity, python, transcription, voice-ai, ai-agent-framework, real-time-ai-platform, video-conferencing-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 joinly-ai/joinly
Avg rank
—
Lower is better. #1 = top recommendation.
Share of voice
0%
Of all named tools, what % are you?
Top rival
Deepgram
Recommended in 2 of 2 queries
COMPETITOR LEADERBOARD
  1. Deepgram · recommended 2×
  2. AssemblyAI · recommended 2×
  3. Daily.co · recommended 1×
  4. Twilio Video · recommended 1×
  5. OpenAI's GPT-4 · recommended 1×
  • CATEGORY QUERY
    How can I integrate an AI assistant into live video conference calls?
    you: not recommended
    AI recommended (in order):
    1. Deepgram
    2. Daily.co
    3. Twilio Video
    4. OpenAI's GPT-4
    5. Anthropic's Claude
    6. ElevenLabs
    7. Google Cloud Text-to-Speech
    8. OpenAI Whisper (openai/whisper)
    9. WebRTC
    10. Mediasoup (versatica/mediasoup)
    11. Pion WebRTC (pion/webrtc)
    12. Zoom Meeting SDK
    13. Zoom Video SDK
    14. Azure Cognitive Services
    15. Google Meet Add-ons
    16. Google Cloud Speech-to-Text
    17. Google's Gemini API
    18. Vonage Video API
    19. OpenTok
    20. AssemblyAI
    21. Play.ht
    22. AWS Polly

    AI recommended 22 alternatives but never named joinly-ai/joinly. This is the gap to close.

    Show full AI answer
  • CATEGORY QUERY
    What open-source tools allow AI agents to participate and interact during virtual meetings?
    you: not recommended
    AI recommended (in order):
    1. OpenAI GPT-3.5/GPT-4 API
    2. LangChain
    3. Deepgram
    4. AssemblyAI
    5. Hugging Face Transformers library
    6. Mozilla DeepSpeech
    7. Jitsi Meet

    AI recommended 7 alternatives but never named joinly-ai/joinly. 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 joinly-ai/joinly?
    pass
    AI named joinly-ai/joinly explicitly

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

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

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

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