RRepoGEO

REPOGEO REPORT · LITE

claritylab/lucida

Default branch master · commit 3256bfa8 · scanned 5/21/2026, 11:44:00 PM

GitHub: 4,784 stars · 869 forks

Scan history for this repo

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.

Score trend (left → right: older → newer)

2 ready scans. Expand the table below for newest-first rows (10 per page, paginated).

AI VISIBILITY SCORE
35 /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
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 claritylab/lucida, 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
  • hightopics#1
    Add relevant topics to the repository

    Why:

    COPY-PASTE FIX
    intelligent-assistant, personal-assistant, speech-recognition, computer-vision, ai-framework, microservices, extensible-platform, conversational-ai
  • highreadme#2
    Reposition the README H1 and opening sentence to clarify its role as a platform

    Why:

    CURRENT
    # Lucida

Lucida is a speech and vision based intelligent personal assistant inspired by Sirius.
    COPY-PASTE FIX
    # Lucida: An Extensible Platform for Speech and Vision Based Intelligent Personal Assistants

Lucida is an open-source, modular platform for building and deploying custom speech and vision based intelligent personal assistants, inspired by Sirius.
  • mediumhomepage#3
    Add the project's website URL to the repository homepage field

    Why:

    COPY-PASTE FIX
    [The URL for Lucida's tutorial website, e.g., https://claritylab.github.io/lucida/]

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 claritylab/lucida
Avg rank
—
Lower is better. #1 = top recommendation.
Share of voice
0%
Of all named tools, what % are you?
Top rival
Rasa
Recommended in 2 of 2 queries
COMPETITOR LEADERBOARD
  1. Rasa · recommended 2×
  2. Google Cloud Speech-to-Text · recommended 1×
  3. Azure Cognitive Services Speech · recommended 1×
  4. Amazon Transcribe · recommended 1×
  5. Google Dialogflow ES/CX · recommended 1×
  • CATEGORY QUERY
    How to build a custom intelligent assistant combining speech and vision capabilities?
    you: not recommended
    AI recommended (in order):
    1. Google Cloud Speech-to-Text
    2. Azure Cognitive Services Speech
    3. Amazon Transcribe
    4. Google Dialogflow ES/CX
    5. Rasa
    6. Azure Bot Service
    7. Language Understanding (LUIS)
    8. Google Cloud Vision AI
    9. Azure Cognitive Services Computer Vision
    10. Amazon Rekognition
    11. Google Cloud Text-to-Speech
    12. Azure Cognitive Services Speech (Text-to-Speech)
    13. Amazon Polly
    14. Python
    15. Flask
    16. Django
    17. Node.js
    18. Express

    AI recommended 18 alternatives but never named claritylab/lucida. This is the gap to close.

    Show full AI answer
  • CATEGORY QUERY
    Seeking an open-source framework for integrating various AI services into a personal assistant.
    you: not recommended
    AI recommended (in order):
    1. LangChain
    2. Haystack
    3. LlamaIndex
    4. Rasa
    5. Open Assistant
    6. Botpress

    AI recommended 6 alternatives but never named claritylab/lucida. 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 claritylab/lucida?
    pass
    AI named claritylab/lucida explicitly

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

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

    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 claritylab/lucida. It auto-updates whenever the report is rescanned and links back to the latest report — easy public proof that you care about AI discoverability.

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claritylab/lucida — 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