RRepoGEO

REPOGEO REPORT · LITE

nidhinjs/prompt-master

Default branch main · commit d15eabbe · scanned 6/19/2026, 1:33:43 AM

GitHub: 9,505 stars · 1,122 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 nidhinjs/prompt-master, 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
    Refine repository description to emphasize prompt generation

    Why:

    CURRENT
    A Claude skill that writes the accurate prompts for any AI tool. Zero tokens or credits wasted. Full context and memory retention
    COPY-PASTE FIX
    A Claude skill for generating highly accurate and token-efficient prompts for any AI tool, ensuring full context retention and eliminating re-prompting.
  • mediumtopics#2
    Add more specific topics for prompt optimization and generation

    Why:

    CURRENT
    claude-ai, claude-skills, llm, prompt-engineering
    COPY-PASTE FIX
    claude-ai, claude-skills, llm, prompt-engineering, prompt-optimization, token-efficiency, ai-cost-saving, prompt-generation, ai-prompt-writer
  • lowhomepage#3
    Add homepage URL to repository metadata

    Why:

    COPY-PASTE FIX
    https://github.com/nidhinjs/prompt-master

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 nidhinjs/prompt-master
Avg rank
—
Lower is better. #1 = top recommendation.
Share of voice
0%
Of all named tools, what % are you?
Top rival
openai/tiktoken
Recommended in 1 of 2 queries
COMPETITOR LEADERBOARD
  1. openai/tiktoken · recommended 1×
  2. huggingface/transformers · recommended 1×
  3. OpenAI's Playground · recommended 1×
  4. langchain-ai/langchain · recommended 1×
  5. run-llama/llama_index · recommended 1×
  • CATEGORY QUERY
    How can I optimize my AI assistant prompts to minimize token usage and costs?
    you: not recommended
    AI recommended (in order):
    1. tiktoken (openai/tiktoken)
    2. transformers (huggingface/transformers)
    3. OpenAI's Playground
    4. LangChain (langchain-ai/langchain)
    5. LlamaIndex (run-llama/llama_index)
    6. Weights & Biases (wandb/wandb)
    7. PromptLayer (Magniv/promptlayer)
    8. Helicone (Helicone/helicone)

    AI recommended 8 alternatives but never named nidhinjs/prompt-master. This is the gap to close.

    Show full AI answer
  • CATEGORY QUERY
    Seeking a tool to improve prompt quality and avoid re-prompting for AI models.
    you: not recommended
    AI recommended (in order):
    1. PromptPerfect
    2. LangChain
    3. Weights & Biases Prompts
    4. Humanloop
    5. Vellum
    6. OpenAI Playground
    7. Google AI Studio
    8. Anthropic Console
    9. Jinja2
    10. f-strings

    AI recommended 10 alternatives but never named nidhinjs/prompt-master. 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 nidhinjs/prompt-master?
    pass
    AI named nidhinjs/prompt-master explicitly

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

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