RRepoGEO

REPOGEO REPORT · LITE

dqbd/tiktokenizer

Default branch master · commit d71e1284 · scanned 5/28/2026, 1:33:02 PM

GitHub: 1,606 stars · 176 forks

AI VISIBILITY SCORE
64 /100
Needs work
Category recall
1 / 2
Avg rank #2.0 when recommended
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 dqbd/tiktokenizer, 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 the README H1 and opening paragraph to clarify its identity as a web application

    Why:

    CURRENT
    # Tiktokenizer

Online playground for `openai/tiktoken`, calculating the correct number of tokens for a given prompt.
    COPY-PASTE FIX
    # Tiktokenizer: An Online Playground for OpenAI Tokenizers

Tiktokenizer is an **interactive online web application** that provides a user-friendly playground for `openai/tiktoken`, allowing you to calculate the correct number of tokens for any given prompt.
  • mediumtopics#2
    Expand topics to include terms related to web utilities and playgrounds

    Why:

    CURRENT
    chatgpt, nextjs, openai, t3-stack, tiktoken, tokenizer
    COPY-PASTE FIX
    chatgpt, nextjs, openai, t3-stack, tiktoken, tokenizer, web-app, online-tool, playground, token-counter, generative-ai
  • mediumreadme#3
    Add a 'Features' section to the README

    Why:

    COPY-PASTE FIX
    ## Features

- **Real-time Token Calculation:** Instantly see token counts as you type.
- **Multiple Encoding Support:** Switch between different `tiktoken` encodings (e.g., `cl100k_base`, `p50k_base`).
- **Interactive Visualization:** Understand how text is broken down into tokens.
- **User-Friendly Interface:** Built with `shadcn/ui` for a clean and intuitive experience.

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
1 / 2
50% of queries surface dqbd/tiktokenizer
Avg rank
#2.0
Lower is better. #1 = top recommendation.
Share of voice
8%
Of all named tools, what % are you?
Top rival
OpenAI Tokenizer
Recommended in 2 of 2 queries
COMPETITOR LEADERBOARD
  1. OpenAI Tokenizer · recommended 2×
  2. Token Counter by PromptPerfect · recommended 1×
  3. Token Counter by Vercel AI Playground · recommended 1×
  4. LMQL Playground · recommended 1×
  5. Hugging Face Tokenizer Playground · recommended 1×
  • CATEGORY QUERY
    Online tool to calculate token count for large language model prompts?
    you: #2
    AI recommended (in order):
    1. OpenAI Tokenizer
    2. Tiktokenizer ← you
    3. Token Counter by PromptPerfect
    4. Token Counter by Vercel AI Playground
    5. LMQL Playground
    Show full AI answer
  • CATEGORY QUERY
    Interactive web utility for analyzing text tokenization in generative AI applications?
    you: not recommended
    AI recommended (in order):
    1. Hugging Face Tokenizer Playground
    2. OpenAI Tokenizer
    3. SentencePiece (google/sentencepiece)
    4. Streamlit (streamlit/streamlit)
    5. Gradio (gradio-app/gradio)
    6. tokenizers library (huggingface/tokenizers)
    7. displaCy (explosion/spaCy)

    AI recommended 7 alternatives but never named dqbd/tiktokenizer. 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 dqbd/tiktokenizer?
    pass
    AI did not name dqbd/tiktokenizer — 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 dqbd/tiktokenizer in production, what risks or prerequisites should they evaluate first?
    pass
    AI named dqbd/tiktokenizer 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 dqbd/tiktokenizer solve, and who is the primary audience?
    pass
    AI named dqbd/tiktokenizer explicitly

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

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  • Brand-free category queries5 vs 2 in Lite
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