RRepoGEO

REPOGEO REPORT · LITE

Natively-AI-assistant/natively-cluely-ai-assistant

Default branch main · commit e5c5fed9 · scanned 5/26/2026, 1:06:45 PM

GitHub: 1,302 stars · 306 forks

AI VISIBILITY SCORE
27 /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
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 Natively-AI-assistant/natively-cluely-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
  • highreadme#1
    Reposition README's opening to clarify core purpose

    Why:

    CURRENT
    The README currently starts with a sponsorship message before the main H1.
    COPY-PASTE FIX
    Move the 'Sponsored by Recall AI' section after the main H1 and the core value proposition. The README should start directly with: `# Natively — Free, Open-Source AI Interview Copilot & Meeting Assistant` followed by its value proposition.
  • hightopics#2
    Add more specific application-oriented topics

    Why:

    CURRENT
    ai, ai-assistant, cheating, claude-code, claude-skills, cluely, cluely-alternative, cluely-clone, developer-tools, final-round-ai, interview, interviewcoder, llm, meeting-assistant, moltbook, moltbot, open-source, openclaw, trending, trending-repositories
    COPY-PASTE FIX
    ai, ai-assistant, cheating, claude-code, claude-skills, cluely, cluely-alternative, cluely-clone, developer-tools, final-round-ai, interview, interviewcoder, llm, meeting-assistant, moltbook, moltbot, open-source, openclaw, trending, trending-repositories, interview-copilot, stealth-mode, local-rag, byok, privacy-focused, coding-interview-assistant
  • mediumreadme#3
    Add a dedicated 'Key Features' section to the README

    Why:

    COPY-PASTE FIX
    Add a section like:
```
## Key Features

- **Undetectable Stealth Mode:** Designed to operate discreetly during interviews.
- **Local RAG (Retrieval Augmented Generation):** All processing happens on your device for maximum privacy.
- **BYOK (Bring Your Own Key):** Use your own API keys for LLMs, maintaining full control.
- **No Subscriptions, No Data Breaches:** Completely free and open-source, ensuring your data stays private.
- **Real-time Transcription:** Get live transcripts during meetings and interviews.
- **Best Alternative To:** Cluely, Final Round AI, LockedIn AI, Interview Coder.
```

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 Natively-AI-assistant/natively-cluely-ai-assistant
Avg rank
—
Lower is better. #1 = top recommendation.
Share of voice
0%
Of all named tools, what % are you?
Top rival
continue-dev/continue
Recommended in 1 of 2 queries
COMPETITOR LEADERBOARD
  1. continue-dev/continue · recommended 1×
  2. ollama/ollama · recommended 1×
  3. LM Studio · recommended 1×
  4. Code Llama · recommended 1×
  5. Mixtral · recommended 1×
  • CATEGORY QUERY
    Seeking a free, open-source AI assistant for coding interviews with stealth mode capabilities.
    you: not recommended
    AI recommended (in order):
    1. Continue.dev (continue-dev/continue)
    2. Ollama (ollama/ollama)
    3. LM Studio
    4. Code Llama
    5. Mixtral
    6. LocalAI (go-skynet/LocalAI)
    7. Open Interpreter (OpenInterpreter/OpenInterpreter)
    8. GPT-Engineer (gpt-engineer-org/gpt-engineer)
    9. FauxPilot (fauxpilot/fauxpilot)
    10. GitHub Copilot

    AI recommended 10 alternatives but never named Natively-AI-assistant/natively-cluely-ai-assistant. This is the gap to close.

    Show full AI answer
  • CATEGORY QUERY
    What are the best privacy-focused AI meeting assistants offering local RAG and no subscriptions?
    you: not recommended
    AI recommended (in order):
    1. Llama 3
    2. Mistral
    3. Gemma
    4. LlamaIndex (run-llama/llama_index)
    5. LangChain (langchain-ai/langchain)
    6. Whisper Desktop (chidiwilliams/whisper-desktop)
    7. MacWhisper (jordibruin/macwhisper)
    8. OpenAI's Whisper model (openai/whisper)
    9. Obsidian
    10. Local LLM Plugin (hinterdupfinger/obsidian-local-llm)
    11. Smart Connections (brawaru/SmartConnections)

    AI recommended 11 alternatives but never named Natively-AI-assistant/natively-cluely-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
    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 Natively-AI-assistant/natively-cluely-ai-assistant?
    pass
    AI did not name Natively-AI-assistant/natively-cluely-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 Natively-AI-assistant/natively-cluely-ai-assistant in production, what risks or prerequisites should they evaluate first?
    pass
    AI named Natively-AI-assistant/natively-cluely-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 Natively-AI-assistant/natively-cluely-ai-assistant solve, and who is the primary audience?
    pass
    AI did not name Natively-AI-assistant/natively-cluely-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?

Embed your GEO score

Drop this badge into the README of Natively-AI-assistant/natively-cluely-ai-assistant. It auto-updates whenever the report is rescanned and links back to the latest report — easy public proof that you care about AI discoverability.

RepoGEO badge previewLive preview
MARKDOWN (README)
[![RepoGEO](https://repogeo.com/badge/Natively-AI-assistant/natively-cluely-ai-assistant.svg)](https://repogeo.com/en/r/Natively-AI-assistant/natively-cluely-ai-assistant)
HTML
<a href="https://repogeo.com/en/r/Natively-AI-assistant/natively-cluely-ai-assistant"><img src="https://repogeo.com/badge/Natively-AI-assistant/natively-cluely-ai-assistant.svg" alt="RepoGEO" /></a>
Pro

Subscribe to Pro for deep diagnoses

Natively-AI-assistant/natively-cluely-ai-assistant — 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