RRepoGEO

REPOGEO REPORT · LITE

victorchen96/deepseek_v4_rolepaly_instruct

Default branch main · commit 6190cdfe · scanned 5/10/2026, 3:32:55 AM

GitHub: 1,782 stars · 83 forks

AI VISIBILITY SCORE
17 /100
Critical
Category recall
0 / 2
Not recommended in any query
Rule findings
1 pass · 0 warn · 1 fail
Objective metadata checks
AI knows your name
1 / 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 victorchen96/deepseek_v4_rolepaly_instruct, 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
  • hightopics#1
    Add relevant topics to the repository

    Why:

    COPY-PASTE FIX
    deepseek-v4, role-playing, llm-prompts, prompt-engineering, ai-guidance, internal-monologue, thought-process-control
  • highreadme#2
    Add a concise English summary to the top of the README

    Why:

    CURRENT
    The README currently starts with a Chinese title and description.
    COPY-PASTE FIX
    Add this as the first paragraph after the main title: "This repository provides **specific prompt instructions** for DeepSeek-V4, enabling users to precisely control its internal monologue (chain-of-thought) for role-playing scenarios. It offers ready-to-use prompts to switch between immersive character thinking and pure analytical thought processes."
  • highlicense#3
    Add a LICENSE file to the repository

    Why:

    COPY-PASTE FIX
    Create a `LICENSE` file in the repository root with your chosen open-source license (e.g., MIT, Apache-2.0, GPL-3.0).

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 victorchen96/deepseek_v4_rolepaly_instruct
Avg rank
—
Lower is better. #1 = top recommendation.
Share of voice
0%
Of all named tools, what % are you?
Top rival
LangChain
Recommended in 1 of 2 queries
COMPETITOR LEADERBOARD
  1. LangChain · recommended 1×
  2. LlamaIndex · recommended 1×
  3. OpenAI · recommended 1×
  4. Claude 3 · recommended 1×
  5. AI Dungeon · recommended 1×
  • CATEGORY QUERY
    How to guide an AI's internal monologue for more immersive character role-playing?
    you: not recommended
    AI recommended (in order):
    1. LangChain
    2. LlamaIndex
    3. OpenAI
    4. Claude 3
    5. AI Dungeon
    6. NovelAI
    7. Character.AI

    AI recommended 7 alternatives but never named victorchen96/deepseek_v4_rolepaly_instruct. This is the gap to close.

    Show full AI answer
  • CATEGORY QUERY
    How to achieve a purely logical AI thought process without emotional internal monologues?
    you: not recommended
    AI recommended (in order):
    1. Prolog
    2. CLIPS
    3. OWL
    4. HermiT
    5. FaCT++
    6. MiniZinc
    7. Gecode
    8. Choco
    9. Coq
    10. Isabelle/HOL
    11. Scikit-learn
    12. DecisionTreeClassifier

    AI recommended 12 alternatives but never named victorchen96/deepseek_v4_rolepaly_instruct. This is the gap to close.

    Show full AI answer

Objective checks

Rule-based audits of metadata signals AI engines weight most.

  • Metadata completeness
    fail

    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 victorchen96/deepseek_v4_rolepaly_instruct?
    pass
    AI did not name victorchen96/deepseek_v4_rolepaly_instruct — 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 victorchen96/deepseek_v4_rolepaly_instruct in production, what risks or prerequisites should they evaluate first?
    pass
    AI named victorchen96/deepseek_v4_rolepaly_instruct 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 victorchen96/deepseek_v4_rolepaly_instruct solve, and who is the primary audience?
    pass
    AI did not name victorchen96/deepseek_v4_rolepaly_instruct — 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?

Embed your GEO score

Drop this badge into the README of victorchen96/deepseek_v4_rolepaly_instruct. 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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victorchen96/deepseek_v4_rolepaly_instruct — 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