REPOGEO REPORT · LITE
adamcohenhillel/ADeus
Default branch main · commit 4cac1b20 · scanned 6/19/2026, 6:33:11 PM
GitHub: 3,412 stars · 328 forks
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.
2 ready scans. Expand the table below for newest-first rows (10 per page, paginated).
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 adamcohenhillel/ADeus, 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.
- highreadme#1Clarify the README's opening to emphasize Adeus as a complete wearable device and personal AI system
Why:
CURRENT<div align="center"> ℹ️ 🔴 Active development of Open Source AI Wearable can be found @ Friend Repo, and Discord Community # **Adeus** Open-Source AI Wearable Device, the future depends on it! <h3> Homepage | Documentation | Discord </h3> [](https://github.com/adamcohenhillel/ADeus) Adeus is a wearable device that captures what you say and hear in the real world and then transcribes and stores it on your own server. You can then chat with Adeus using the app, and it will have all the right context about what you want or need to talk about a truly personalized, personal AI.** </div>
COPY-PASTE FIX<div align="center"> # **Adeus: The Open-Source Personal AI Wearable Device** The future of personal AI is here, and it's open-source. <h3> Homepage | Documentation | Discord </h3> Adeus is a complete open-source wearable device and personal AI system that captures what you say and hear in the real world, transcribes and stores it on your own server, and allows you to chat with your AI with full context. Unlike generic AI frameworks or speech-to-text libraries, Adeus provides a truly personalized, private, and integrated personal AI experience. </div>
- mediumtopics#2Expand repository topics to include more specific keywords for personal AI and data ownership
Why:
CURRENTai, open, open-source-ai, wear, wearable, wearable-devices
COPY-PASTE FIXai, open, open-source-ai, wear, wearable, wearable-devices, personal-ai, ambient-computing, data-ownership, privacy, hardware-software-integration
- mediumreadme#3Add a clear statement about the project's license in the README
Why:
COPY-PASTE FIX## License This project is released under [insert specific license name(s) here, e.g., "a custom license based on X and Y"]. Please see the [LICENSE](LICENSE) file for full details.
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.
- Mozilla DeepSpeech · recommended 2×
- OpenAI API · recommended 1×
- GPT-4 · recommended 1×
- GPT-3.5 Turbo · recommended 1×
- Whisper API · recommended 1×
- CATEGORY QUERYHow to build a personal AI assistant that captures and uses real-world conversations?you: not recommendedAI recommended (in order):
- OpenAI API
- GPT-4
- GPT-3.5 Turbo
- Whisper API
- Google Cloud Speech-to-Text
- Google Dialogflow ES
- Google Dialogflow CX
- AssemblyAI
- LangChain
- OpenAI GPT
- Anthropic Claude
- Llama 2
- Mozilla DeepSpeech
- NVIDIA Riva
- RASA
- Picovoice
- Rhino Speech-to-Intent
- Porcupine Wake Word
- GPT-3.5
AI recommended 19 alternatives but never named adamcohenhillel/ADeus. This is the gap to close.
Show full AI answer
- CATEGORY QUERYLooking for open-source wearable projects for transcribing ambient audio and personal data ownership.you: not recommendedAI recommended (in order):
- Open Speech Platform
- Mozilla DeepSpeech
- Whisper
- Raspberry Pi Zero W
- ESP32
- M5Stack Core2
- M5Stack CoreS3
- M5StickC PLUS
- M5Stack PDM Microphone Unit
- M5Stack Unit MIC
- Adafruit Circuit Playground Express
- Circuit Playground Bluefruit
- Adafruit Electret Microphone Amplifier MAX9814
- Raspberry Pi Pico W
- Adafruit PDM Microphone Breakout
- OpenBCI
- INMP441
- SPH0645LM4H
- ggerganov/whisper.cpp (ggerganov/whisper.cpp)
AI recommended 19 alternatives but never named adamcohenhillel/ADeus. This is the gap to close.
Show full AI answer
Objective checks
Rule-based audits of metadata signals AI engines weight most.
- Metadata completenesspass
- README presencepass
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 adamcohenhillel/ADeus?passAI named adamcohenhillel/ADeus explicitly
AI answers can be confidently wrong. Read for accuracy: does it match your actual tech stack, audience, and differentiator?
- If a team adopts adamcohenhillel/ADeus in production, what risks or prerequisites should they evaluate first?passAI named adamcohenhillel/ADeus 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 adamcohenhillel/ADeus solve, and who is the primary audience?passAI named adamcohenhillel/ADeus explicitly
AI answers can be confidently wrong. Read for accuracy: does it match your actual tech stack, audience, and differentiator?
Embed your GEO score
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adamcohenhillel/ADeus — 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