RRepoGEO

REPOGEO REPORT · LITE

RedPlanetHQ/core

Default branch main · commit 0aa7f5a7 · scanned 5/25/2026, 4:31:30 PM

GitHub: 1,605 stars · 146 forks

AI VISIBILITY SCORE
33 /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
2 / 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 RedPlanetHQ/core, 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
    Add a clear, concise positioning statement to the README's opening

    Why:

    COPY-PASTE FIX
    RedPlanetHQ/core is your personal AI operating system, designed to manage your digital life, tasks, and knowledge using advanced AI and graph database technologies. It provides a self-hostable, open-source foundation for building intelligent assistants and personal knowledge management systems.
  • hightopics#2
    Expand repository topics with category-defining keywords

    Why:

    CURRENT
    ai, butler, neo4j-graph, nodejs, postgresql, prisma, redis, remix, tailwind-css, typescript
    COPY-PASTE FIX
    ai, butler, neo4j-graph, nodejs, postgresql, prisma, redis, remix, tailwind-css, typescript, personal-ai, ai-assistant, knowledge-management, graph-database-ai, self-hosted-ai, digital-life-management, personal-os
  • mediumlicense#3
    Clarify the project's license directly in the README

    Why:

    COPY-PASTE FIX
    This project is licensed under [Specify License Name(s) and/or terms, e.g., "a custom license. See the LICENSE file for 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.

Recall
0 / 2
0% of queries surface RedPlanetHQ/core
Avg rank
—
Lower is better. #1 = top recommendation.
Share of voice
0%
Of all named tools, what % are you?
Top rival
home-assistant/core
Recommended in 1 of 2 queries
COMPETITOR LEADERBOARD
  1. home-assistant/core · recommended 1×
  2. esphome/esphome · recommended 1×
  3. node-red/node-red · recommended 1×
  4. rhasspy/rhasspy · recommended 1×
  5. MycroftAI/mycroft-core · recommended 1×
  • CATEGORY QUERY
    How can I build a personal AI assistant to manage my digital life and tasks?
    you: not recommended
    AI recommended (in order):
    1. Home Assistant (home-assistant/core)
    2. ESPHome (esphome/esphome)
    3. Node-RED (node-red/node-red)
    4. Rhasspy (rhasspy/rhasspy)
    5. Mycroft AI (MycroftAI/mycroft-core)
    6. Google Assistant
    7. Amazon Alexa
    8. OpenHAB (openhab/openhab-core)
    9. Python
    10. OpenAI API
    11. GPT-4
    12. GPT-3.5
    13. Google Cloud AI Platform
    14. Dialogflow
    15. requests (psf/requests)
    16. schedule (dbader/schedule)
    17. smtplib
    18. google-api-python-client (googleapis/google-api-python-client)
    19. BeautifulSoup
    20. SpeechRecognition (Uberi/speech_recognition)
    21. gTTS (pndurette/gTTS)
    22. pyttsx3 (nateshmbhat/pyttsx3)
    23. IFTTT
    24. Zapier
    25. Microsoft Power Automate
    26. Microsoft Power Virtual Agents
    27. Jarvis

    AI recommended 27 alternatives but never named RedPlanetHQ/core. This is the gap to close.

    Show full AI answer
  • CATEGORY QUERY
    Looking for an AI framework leveraging graph databases for a personal knowledge management system.
    you: not recommended
    AI recommended (in order):
    1. Neo4j (neo4j/neo4j)
    2. LangChain (langchain-ai/langchain)
    3. OpenAI
    4. Hugging Face Transformers (huggingface/transformers)
    5. TypeDB (vaticle/typedb)
    6. ArangoDB (arangodb/arangodb)
    7. LlamaIndex (run-llama/llama_index)
    8. Amazon Neptune
    9. Amazon Comprehend
    10. Amazon SageMaker
    11. Amazon Bedrock
    12. DGL (Deep Graph Library) (dmlc/dgl)
    13. PyTorch Geometric (PyG) (pyg-team/pytorch_geometric)

    AI recommended 13 alternatives but never named RedPlanetHQ/core. 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 RedPlanetHQ/core?
    pass
    AI named RedPlanetHQ/core explicitly

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

  • If a team adopts RedPlanetHQ/core in production, what risks or prerequisites should they evaluate first?
    pass
    AI named RedPlanetHQ/core 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 RedPlanetHQ/core solve, and who is the primary audience?
    pass
    AI did not name RedPlanetHQ/core — 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

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RedPlanetHQ/core — 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