RRepoGEO

REPOGEO REPORT · LITE

dongrixinyu/JioNLP

Default branch master · commit 1c758ff6 · scanned 5/22/2026, 1:24:10 PM

GitHub: 3,843 stars · 443 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
40 /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
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 dongrixinyu/JioNLP, 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 H1 to highlight unique strengths

    Why:

    CURRENT
    ####    JioNLP：中文 NLP 预处理、解析工具包 A Python Lib for Chinese NLP Preprocessing & Parsing
    COPY-PASTE FIX
    ####    JioNLP：中文 NLP 预处理、解析工具包，提供精准时间语义解析与 LLM 评测数据集 A Python Lib for Chinese NLP Preprocessing & Parsing, featuring accurate Time Semantics Parsing & LLM Evaluation Datasets
  • mediumtopics#2
    Add LLM-related topics

    Why:

    CURRENT
    apache2, chinese, natural-language-processing, ner, nlp, nlp-parse, preprocessing, python, time-parse, time-parsing
    COPY-PASTE FIX
    apache2, chinese, natural-language-processing, ner, nlp, nlp-parse, preprocessing, python, time-parse, time-parsing, llm, llm-evaluation, large-language-models
  • lowabout#3
    Update repository description to highlight unique features

    Why:

    CURRENT
    中文 NLP 预处理、解析工具包，准确、高效、易用 A Chinese NLP Preprocessing & Parsing Package www.jionlp.com
    COPY-PASTE FIX
    中文 NLP 预处理、解析工具包，提供精准时间语义解析与 LLM 评测数据集，准确、高效、易用 A Chinese NLP Preprocessing & Parsing Package, featuring accurate Time Semantics Parsing & LLM Evaluation Datasets. www.jionlp.com

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 dongrixinyu/JioNLP
Avg rank
—
Lower is better. #1 = top recommendation.
Share of voice
0%
Of all named tools, what % are you?
Top rival
Jieba
Recommended in 2 of 2 queries
COMPETITOR LEADERBOARD
  1. Jieba · recommended 2×
  2. THULAC · recommended 2×
  3. LTP · recommended 2×
  4. HanLP · recommended 2×
  5. Stanza · recommended 1×
  • CATEGORY QUERY
    What are good Python libraries for robust Chinese natural language processing tasks?
    you: not recommended
    AI recommended (in order):
    1. Jieba
    2. THULAC
    3. LTP
    4. HanLP
    5. Stanza
    6. spaCy
    7. PKU Seg

    AI recommended 7 alternatives but never named dongrixinyu/JioNLP. This is the gap to close.

    Show full AI answer
  • CATEGORY QUERY
    Need a Python tool for accurate Chinese text preprocessing and time expression extraction.
    you: not recommended
    AI recommended (in order):
    1. Jieba
    2. HanLP
    3. LTP
    4. THULAC
    5. Spacy

    AI recommended 5 alternatives but never named dongrixinyu/JioNLP. 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 dongrixinyu/JioNLP?
    pass
    AI named dongrixinyu/JioNLP explicitly

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

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