RRepoGEO

REPOGEO REPORT · LITE

Prat011/free-cluely

Default branch master · commit 712ddb34 · scanned 5/25/2026, 2:47:51 AM

GitHub: 1,440 stars · 432 forks

AI VISIBILITY SCORE
22 /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
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 Prat011/free-cluely, 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 H1 to clarify project type and avoid confusion

    Why:

    CURRENT
    # Cluely

Cluely - The invisible desktop assistant that provides real-time insights, answers, and support during meetings, interviews, presentations, and professional conversations.
    COPY-PASTE FIX
    # Cluely: Your Open-Source Real-time Desktop AI Assistant

**Cluely is NOT a board game or a study platform.** It is an invisible desktop assistant that provides real-time insights, answers, and support during meetings, interviews, presentations, and professional conversations.
  • hightopics#2
    Refine repository topics for accurate categorization

    Why:

    CURRENT
    ai-note-taking-app, cheating, cluely, fireflies, granola, interview-coder, leetcode, notetaker
    COPY-PASTE FIX
    ai-note-taking-app, cluely, notetaker, real-time-ai-assistant, meeting-assistant, interview-support, presentation-tool, local-llm, ollama-integration, desktop-assistant
  • mediumhomepage#3
    Add a homepage URL to the repository metadata

    Why:

    COPY-PASTE FIX
    https://github.com/Prat011/free-cluely

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 Prat011/free-cluely
Avg rank
—
Lower is better. #1 = top recommendation.
Share of voice
0%
Of all named tools, what % are you?
Top rival
NVIDIA Broadcast
Recommended in 2 of 2 queries
COMPETITOR LEADERBOARD
  1. NVIDIA Broadcast · recommended 2×
  2. KoboldAI/KoboldAI-Client · recommended 2×
  3. obsproject/obs-studio · recommended 1×
  4. Voicemeeter Banana · recommended 1×
  5. jitsi/jitsi-meet · recommended 1×
  • CATEGORY QUERY
    What open-source desktop tool offers real-time AI assistance during online meetings and interviews?
    you: not recommended
    AI recommended (in order):
    1. OBS Studio (obsproject/obs-studio)
    2. NVIDIA Broadcast
    3. Voicemeeter Banana
    4. Jitsi Meet (jitsi/jitsi-meet)
    5. Vosk (alphacep/vosk-api)
    6. Mozilla DeepSpeech (mozilla/DeepSpeech)
    7. RNNoise (xiph/rnnoise)
    8. WebRTC Audio Processing
    9. PulseAudio (pulseaudio/pulseaudio)
    10. VB-Audio Cable
    11. Otter.ai
    12. Krisp
    13. NVIDIA Broadcast

    AI recommended 13 alternatives but never named Prat011/free-cluely. This is the gap to close.

    Show full AI answer
  • CATEGORY QUERY
    How can I get a local AI assistant for real-time conversational support without cloud APIs?
    you: not recommended
    AI recommended (in order):
    1. LM Studio
    2. Ollama (ollama/ollama)
    3. Jan (janhq/jan)
    4. GPT4All (nomic-ai/gpt4all)
    5. PrivateGPT (imartinez/privateGPT)
    6. Llama.cpp (ggerganov/llama.cpp)
    7. text-generation-webui (oobabooga/text-generation-webui)
    8. KoboldAI Lite (KoboldAI/KoboldAI-Client)
    9. KoboldAI United (KoboldAI/KoboldAI-Client)

    AI recommended 9 alternatives but never named Prat011/free-cluely. 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 Prat011/free-cluely?
    pass
    AI did not name Prat011/free-cluely — 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 Prat011/free-cluely in production, what risks or prerequisites should they evaluate first?
    pass
    AI named Prat011/free-cluely 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 Prat011/free-cluely solve, and who is the primary audience?
    pass
    AI did not name Prat011/free-cluely — 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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Prat011/free-cluely — Lite scans stay free; this card itemizes Pro deep limits vs Lite.

  • Deep reports10 / month
  • Brand-free category queries5 vs 2 in Lite
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