RRepoGEO

REPOGEO REPORT · LITE

hardikpandya/stop-slop

Default branch main · commit 8da1f030 · scanned 5/21/2026, 6:52:56 AM

GitHub: 3,690 stars · 341 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
35 /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
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 hardikpandya/stop-slop, 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's opening to explicitly state its LLM skill nature

    Why:

    CURRENT
    A skill for removing AI tells from prose.
    COPY-PASTE FIX
    This repository provides an **LLM skill** designed for **large language models (LLMs)** like Claude, enabling them to identify and remove predictable patterns, clichés, and 'AI tells' from prose. It is not a general-purpose Python utility or code linter, but a specialized tool for improving the quality of AI-generated writing.
  • hightopics#2
    Add relevant topics to improve categorization

    Why:

    COPY-PASTE FIX
    llm-skill, prompt-engineering, ai-text-refinement, claude-skill, generative-ai, content-editing, writing-assistant, prose-refinement
  • mediumhomepage#3
    Add a homepage URL for the repository

    Why:

    COPY-PASTE FIX
    https://github.com/hardikpandya/stop-slop

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 hardikpandya/stop-slop
Avg rank
—
Lower is better. #1 = top recommendation.
Share of voice
0%
Of all named tools, what % are you?
Top rival
Google Gemini
Recommended in 2 of 2 queries
COMPETITOR LEADERBOARD
  1. Google Gemini · recommended 2×
  2. Google Docs · recommended 1×
  3. Microsoft Word · recommended 1×
  4. Grammarly · recommended 1×
  5. QuillBot · recommended 1×
  • CATEGORY QUERY
    How can I refine AI-generated text to remove robotic or generic phrasing?
    you: not recommended
    AI recommended (in order):
    1. Google Docs
    2. Microsoft Word
    3. Grammarly
    4. QuillBot
    5. Jasper
    6. Copy.ai
    7. Writesonic
    8. Hemingway Editor
    9. Thesaurus.com
    10. Power Thesaurus
    11. ChatGPT
    12. Claude
    13. Google Gemini
    14. ProWritingAid

    AI recommended 14 alternatives but never named hardikpandya/stop-slop. This is the gap to close.

    Show full AI answer
  • CATEGORY QUERY
    What tools help eliminate predictable patterns and clichés from large language model outputs?
    you: not recommended
    AI recommended (in order):
    1. OpenAI API
    2. Anthropic Claude
    3. Hugging Face Transformers (huggingface/transformers)
    4. Google Gemini
    5. Cohere Command/Command R+
    6. AI Dungeon
    7. NovelAI

    AI recommended 7 alternatives but never named hardikpandya/stop-slop. 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 hardikpandya/stop-slop?
    pass
    AI named hardikpandya/stop-slop explicitly

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

  • If a team adopts hardikpandya/stop-slop in production, what risks or prerequisites should they evaluate first?
    pass
    AI named hardikpandya/stop-slop 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 hardikpandya/stop-slop solve, and who is the primary audience?
    pass
    AI named hardikpandya/stop-slop 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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MARKDOWN (README)
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hardikpandya/stop-slop — 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