RRepoGEO

REPOGEO REPORT · LITE

LC1332/Chat-Haruhi-Suzumiya

Default branch main · commit 290bf4ad · scanned 5/19/2026, 5:33:29 AM

GitHub: 2,088 stars · 184 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
28 /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
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 LC1332/Chat-Haruhi-Suzumiya, 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
  • highabout#1
    Update the repository description to be more specific

    Why:

    CURRENT
    Chat凉宫春日, An open sourced Role-Playing chatbot Cheng Li, Ziang Leng, and others.
    COPY-PASTE FIX
    Chat凉宫春日: An open-source framework for building AI chatbots that accurately mimic specific fictional characters (e.g., anime) using large language models.
  • mediumtopics#2
    Expand repository topics with more specific keywords

    Why:

    CURRENT
    role-playing, text-generation
    COPY-PASTE FIX
    role-playing, text-generation, character-ai, fictional-characters, anime-chatbot, llm-applications, retrieval-augmented-generation
  • lowhomepage#3
    Add a homepage URL to the repository metadata

    Why:

    COPY-PASTE FIX
    https://huggingface.co/spaces/chengli-thu/ChatHaruhi-OpenAI

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 LC1332/Chat-Haruhi-Suzumiya
Avg rank
—
Lower is better. #1 = top recommendation.
Share of voice
0%
Of all named tools, what % are you?
Top rival
Rasa
Recommended in 1 of 2 queries
COMPETITOR LEADERBOARD
  1. Rasa · recommended 1×
  2. OpenAI GPT-3.5/GPT-4 · recommended 1×
  3. Hugging Face Transformers · recommended 1×
  4. DeepPavlov · recommended 1×
  5. Google Dialogflow ES/CX · recommended 1×
  • CATEGORY QUERY
    How can I build a chatbot that accurately mimics specific anime character personalities and dialogue?
    you: not recommended
    AI recommended (in order):
    1. Rasa
    2. OpenAI GPT-3.5/GPT-4
    3. Hugging Face Transformers
    4. DeepPavlov
    5. Google Dialogflow ES/CX
    6. NLTK
    7. SpaCy

    AI recommended 7 alternatives but never named LC1332/Chat-Haruhi-Suzumiya. This is the gap to close.

    Show full AI answer
  • CATEGORY QUERY
    Looking for open-source tools to implement zero-shot character role-playing with large language models.
    you: not recommended
    AI recommended (in order):
    1. LangChain (langchain-ai/langchain)
    2. Hugging Face Transformers (huggingface/transformers)
    3. LlamaIndex (run-llama/llama_index)
    4. Guidance (microsoft/guidance)
    5. Outlines (outlines-dev/outlines)
    6. LiteLLM (BerriAI/litellm)

    AI recommended 6 alternatives but never named LC1332/Chat-Haruhi-Suzumiya. 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 LC1332/Chat-Haruhi-Suzumiya?
    pass
    AI named LC1332/Chat-Haruhi-Suzumiya explicitly

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

  • If a team adopts LC1332/Chat-Haruhi-Suzumiya in production, what risks or prerequisites should they evaluate first?
    pass
    AI named LC1332/Chat-Haruhi-Suzumiya 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 LC1332/Chat-Haruhi-Suzumiya solve, and who is the primary audience?
    pass
    AI did not name LC1332/Chat-Haruhi-Suzumiya — 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?

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LC1332/Chat-Haruhi-Suzumiya — 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