RRepoGEO

REPOGEO REPORT · LITE

getcellm/cellm

Default branch main · commit 0bd9ea0d · scanned 6/16/2026, 3:27:01 AM

GitHub: 935 stars · 42 forks

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 getcellm/cellm, 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 the 'about' description for precise categorization

    Why:

    CURRENT
    Use LLMs in Excel formulas
    COPY-PASTE FIX
    Integrate Large Language Models (LLMs) like ChatGPT directly into Excel formulas for powerful data cleaning, extraction, and automation within spreadsheets.
  • hightopics#2
    Expand repository topics with specific keywords

    Why:

    CURRENT
    ai, excel
    COPY-PASTE FIX
    ai, excel, llm, spreadsheet, data-extraction, data-cleaning, automation, gpt, chatgpt, excel-add-in, excel-extension
  • mediumreadme#3
    Add a clear license statement to the README

    Why:

    COPY-PASTE FIX
    ## License 
 Cellm is distributed under a custom license. Please refer to the `LICENSE` file in the repository for complete details.

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 getcellm/cellm
Avg rank
—
Lower is better. #1 = top recommendation.
Share of voice
0%
Of all named tools, what % are you?
Top rival
Microsoft Power Query with AI Features
Recommended in 1 of 2 queries
COMPETITOR LEADERBOARD
  1. Microsoft Power Query with AI Features · recommended 1×
  2. Microsoft Excel's Flash Fill · recommended 1×
  3. Microsoft Excel's Text to Columns · recommended 1×
  4. OpenAI GPT models · recommended 1×
  5. ChatGPT for Excel · recommended 1×
  • CATEGORY QUERY
    How can I use AI models to automate data cleaning and extraction in Excel?
    you: not recommended
    AI recommended (in order):
    1. Microsoft Power Query with AI Features
    2. Microsoft Excel's Flash Fill
    3. Microsoft Excel's Text to Columns
    4. OpenAI GPT models
    5. ChatGPT for Excel
    6. GPT for Excel & Google Sheets
    7. openai library
    8. pandas
    9. Google Cloud Document AI
    10. Azure Form Recognizer
    11. scikit-learn
    12. UiPath Studio
    13. Microsoft Power Automate Desktop

    AI recommended 13 alternatives but never named getcellm/cellm. This is the gap to close.

    Show full AI answer
  • CATEGORY QUERY
    What solutions enable running large language model prompts directly within spreadsheet cells?
    you: not recommended
    AI recommended (in order):
    1. ChatGPT for Google Sheets and Docs
    2. Excel Labs
    3. SheetGPT
    4. Numerous.ai
    5. Ajel.io
    6. Google Apps Script
    7. Office Scripts

    AI recommended 7 alternatives but never named getcellm/cellm. 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 getcellm/cellm?
    pass
    AI named getcellm/cellm explicitly

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

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

    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 getcellm/cellm. It auto-updates whenever the report is rescanned and links back to the latest report — easy public proof that you care about AI discoverability.

RepoGEO badge previewLive preview
MARKDOWN (README)
[![RepoGEO](https://repogeo.com/badge/getcellm/cellm.svg)](https://repogeo.com/en/r/getcellm/cellm)
HTML
<a href="https://repogeo.com/en/r/getcellm/cellm"><img src="https://repogeo.com/badge/getcellm/cellm.svg" alt="RepoGEO" /></a>
Pro

Subscribe to Pro for deep diagnoses

getcellm/cellm — 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