RRepoGEO

REPOGEO REPORT · LITE

mckaywrigley/clarity-ai

Default branch main · commit 5a33db14 · scanned 6/20/2026, 6:15:02 PM

GitHub: 1,415 stars · 275 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 mckaywrigley/clarity-ai, 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
    ai-assistant, perplexity-clone, web-search, llm, openai, summarization, fullstack, nextjs, vercel
  • highreadme#2
    Strengthen the README's opening statement to clarify the application's purpose

    Why:

    CURRENT
    # Clarity AI

Clarity is simple perplexity.ai clone. Use the code for whatever you like! :)
    COPY-PASTE FIX
    # Clarity AI: An Open-Source Perplexity.ai Clone for Web Search Summarization

Clarity AI is a fully functional, open-source application that replicates the core experience of Perplexity.ai, providing concise, AI-generated answers by summarizing real-time web search results.
  • mediumhomepage#3
    Update the repository homepage URL to point to the live demo

    Why:

    CURRENT
    https://JoinTakeoff.com
    COPY-PASTE FIX
    https://clarity-ai.vercel.app/

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 mckaywrigley/clarity-ai
Avg rank
—
Lower is better. #1 = top recommendation.
Share of voice
0%
Of all named tools, what % are you?
Top rival
Hugging Face Transformers
Recommended in 2 of 2 queries
COMPETITOR LEADERBOARD
  1. Hugging Face Transformers · recommended 2×
  2. LangChain · recommended 1×
  3. LlamaIndex · recommended 1×
  4. OpenAI API · recommended 1×
  5. GPT-4 · recommended 1×
  • CATEGORY QUERY
    How can I build an AI assistant that summarizes web search results into concise answers?
    you: not recommended
    AI recommended (in order):
    1. LangChain
    2. LlamaIndex
    3. OpenAI API
    4. GPT-4
    5. GPT-3.5 Turbo
    6. Google Search API
    7. Custom Search JSON API
    8. SerpApi
    9. Bright Data SERP API
    10. Oxylabs SERP API
    11. Hugging Face Transformers
    12. T5
    13. BART
    14. FastAPI
    15. Flask
    16. Django

    AI recommended 16 alternatives but never named mckaywrigley/clarity-ai. This is the gap to close.

    Show full AI answer
  • CATEGORY QUERY
    What open-source projects can help me create an AI search engine with real-time web data?
    you: not recommended
    AI recommended (in order):
    1. Haystack
    2. Elasticsearch
    3. Logstash
    4. Beats
    5. Kibana
    6. Apache Solr
    7. Scrapy
    8. Weaviate
    9. Faiss
    10. Hugging Face Transformers
    11. Sentence Transformers

    AI recommended 11 alternatives but never named mckaywrigley/clarity-ai. 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 mckaywrigley/clarity-ai?
    pass
    AI named mckaywrigley/clarity-ai explicitly

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

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

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

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mckaywrigley/clarity-ai — Lite scans stay free; this card itemizes Pro deep limits vs Lite.

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  • Brand-free category queries5 vs 2 in Lite
  • Prioritized action items8 vs 3 in Lite
mckaywrigley/clarity-ai — RepoGEO report