RRepoGEO

REPOGEO REPORT · LITE

chatopera/Synonyms

Default branch master · commit 22044ad4 · scanned 5/29/2026, 5:12:41 PM

GitHub: 5,104 stars · 889 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 chatopera/Synonyms, 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 sentence to highlight specialization

    Why:

    CURRENT
    # Synonyms

Chinese Synonyms for Natural Language Processing and Understanding.

更好的中文近义词：聊天机器人、智能问答工具包。
    COPY-PASTE FIX
    # chatopera/Synonyms: The Premier Chinese Synonym Tool for NLP & Chatbots

A dedicated, high-quality toolkit providing comprehensive Chinese synonyms for Natural Language Processing (NLP) and Understanding tasks, specifically designed to enhance applications like RAG, chatbots, intelligent Q&A, and semantic similarity.
  • mediumlicense#2
    Clarify the existing license in the README's License section

    Why:

    COPY-PASTE FIX
    ## License

This project is licensed under the 春松许可证 (Chatopera License), v1.0. Please refer to the full license text at [https://www.cskefu.com/licenses/v1.html](https://www.cskefu.com/licenses/v1.html) for details, especially regarding the use of machine learning models which may require a license from the Chatopera License Store.
  • lowtopics#3
    Add 'chinese' to the repository topics

    Why:

    CURRENT
    ai, chatbot, nlp, synonyms
    COPY-PASTE FIX
    ai, chatbot, nlp, synonyms, chinese

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 chatopera/Synonyms
Avg rank
—
Lower is better. #1 = top recommendation.
Share of voice
0%
Of all named tools, what % are you?
Top rival
fxsjy/jieba
Recommended in 2 of 2 queries
COMPETITOR LEADERBOARD
  1. fxsjy/jieba · recommended 2×
  2. hankcs/HanLP · recommended 2×
  3. OpenHowNet/OpenHowNet · recommended 1×
  4. Tencent AI Lab Embedding · recommended 1×
  5. thunlp/THULAC · recommended 1×
  • CATEGORY QUERY
    What Python tools are available for finding Chinese synonyms in natural language processing?
    you: not recommended
    AI recommended (in order):
    1. Jieba (fxsjy/jieba)
    2. OpenHowNet (OpenHowNet/OpenHowNet)
    3. HanLP (hankcs/HanLP)
    4. Tencent AI Lab Embedding
    5. THULAC (thunlp/THULAC)
    6. gensim (RaRe-Technologies/gensim)
    7. spaCy (explosion/spaCy)

    AI recommended 7 alternatives but never named chatopera/Synonyms. This is the gap to close.

    Show full AI answer
  • CATEGORY QUERY
    How can I improve Chinese chatbot accuracy by integrating synonym recognition?
    you: not recommended
    AI recommended (in order):
    1. Hugging Face Transformers (huggingface/transformers)
    2. Jieba (fxsjy/jieba)
    3. Word2Vec
    4. FastText (facebookresearch/fastText)
    5. HanLP (hankcs/HanLP)
    6. PaddleNLP (PaddlePaddle/PaddleNLP)

    AI recommended 6 alternatives but never named chatopera/Synonyms. 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 chatopera/Synonyms?
    pass
    AI named chatopera/Synonyms explicitly

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

  • If a team adopts chatopera/Synonyms in production, what risks or prerequisites should they evaluate first?
    pass
    AI named chatopera/Synonyms 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 chatopera/Synonyms solve, and who is the primary audience?
    pass
    AI did not name chatopera/Synonyms — likely talking about a different project
    (no answer)

    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 chatopera/Synonyms. 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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MARKDOWN (README)
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HTML
<a href="https://repogeo.com/en/r/chatopera/Synonyms"><img src="https://repogeo.com/badge/chatopera/Synonyms.svg" alt="RepoGEO" /></a>
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chatopera/Synonyms — 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