RRepoGEO

REPOGEO REPORT · LITE

niieani/gpt-tokenizer

Default branch main · commit b2eb3d69 · scanned 6/5/2026, 12:56:48 PM

GitHub: 807 stars · 56 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 niieani/gpt-tokenizer, 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 README's opening to emphasize JavaScript

    Why:

    CURRENT
    `gpt-tokenizer` is a Token Byte Pair Encoder/Decoder supporting all OpenAI's models (including GPT-5, GPT-4o, o1, o3, o4, GPT-4.1 and older models like GPT-3.5, GPT-4). It's the [_fastest, smallest and lowest footprint_](#benchmarks) GPT tokenizer available for all JavaScript environments and is written in TypeScript.
    COPY-PASTE FIX
    The `gpt-tokenizer` is the **fastest JavaScript BPE Tokenizer Encoder/Decoder** for OpenAI's GPT models (including GPT-5, GPT-4o, o1, o3, o4, GPT-4.1 and older models like GPT-3.5, GPT-4). Written in TypeScript, it's a port of OpenAI's `tiktoken` with additional features, optimized for all JavaScript environments.
  • mediumtopics#2
    Add `javascript` and `typescript` to topics

    Why:

    CURRENT
    bpe, decoder, encoder, gpt-2, gpt-3, gpt-4, gpt-4o, gpt-5, gpt-o1, machine-learning, openai, tokenizer
    COPY-PASTE FIX
    bpe, decoder, encoder, gpt-2, gpt-3, gpt-4, gpt-4o, gpt-5, gpt-o1, javascript, machine-learning, openai, tokenizer, typescript
  • mediumreadme#3
    Add a concise comparison to `tiktoken` in the README

    Why:

    COPY-PASTE FIX
    ### Why `gpt-tokenizer` over `tiktoken`?
While `gpt-tokenizer` is a port of OpenAI's `tiktoken`, it is a **pure JavaScript/TypeScript implementation**, offering superior performance and additional features like `encodeChat` specifically for JavaScript environments, without any C/Rust dependencies.

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 niieani/gpt-tokenizer
Avg rank
—
Lower is better. #1 = top recommendation.
Share of voice
0%
Of all named tools, what % are you?
Top rival
huggingface/tokenizers
Recommended in 1 of 2 queries
COMPETITOR LEADERBOARD
  1. huggingface/tokenizers · recommended 1×
  2. openai/tiktoken · recommended 1×
  3. xenova/transformers.js · recommended 1×
  4. js-tiktoken · recommended 1×
  5. bpe-js · recommended 1×
  • CATEGORY QUERY
    What's an efficient JavaScript library for tokenizing text for large language models?
    you: not recommended
    AI recommended (in order):
    1. tokenizers (huggingface/tokenizers)
    2. tiktoken (openai/tiktoken)
    3. @xenova/transformers (xenova/transformers.js)
    4. js-tiktoken
    5. bpe-js

    AI recommended 5 alternatives but never named niieani/gpt-tokenizer. This is the gap to close.

    Show full AI answer
  • CATEGORY QUERY
    How can I quickly tokenize chat conversations for AI models in a JavaScript environment?
    you: not recommended
    AI recommended (in order):
    1. tiktoken-js
    2. @xenova/transformers
    3. tokenizer-js
    4. compromise
    5. natural

    AI recommended 5 alternatives but never named niieani/gpt-tokenizer. 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 niieani/gpt-tokenizer?
    pass
    AI did not name niieani/gpt-tokenizer — 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 niieani/gpt-tokenizer in production, what risks or prerequisites should they evaluate first?
    pass
    AI named niieani/gpt-tokenizer 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 niieani/gpt-tokenizer solve, and who is the primary audience?
    pass
    AI named niieani/gpt-tokenizer 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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  • Brand-free category queries5 vs 2 in Lite
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