RRepoGEO

REPOGEO REPORT · LITE

robocorp/rpaframework

Default branch master · commit 0843f9cb · scanned 7/1/2026, 11:51:59 AM

GitHub: 1,523 stars · 273 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
33 /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
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 robocorp/rpaframework, 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
    Clarify project identity in README H1 and introduction

    Why:

    CURRENT
    RPA Framework
    .. contents:: Table of Contents
       :local:
       :depth: 1
    
    .. include-docs-readme
    
    Introduction
    `RPA Framework` is a collection of open-source libraries and tools for
    Robotic Process Automation (RPA), and it is designed to be used with both
    `Robot Framework`_ and `Python`_.
    COPY-PASTE FIX
    RPA Framework (`rpaframework`)
    .. contents:: Table of Contents
       :local:
       :depth: 1
    
    .. include-docs-readme
    
    Introduction
    The `rpaframework` project, also known as RPA Framework, is a comprehensive collection of open-source libraries and tools for Robotic Process Automation (RPA). It is designed to be used with both `Robot Framework`_ and `Python`_, offering a robust, code-driven solution for developers and automation engineers.
  • mediumtopics#2
    Add more specific topics to emphasize framework capabilities

    Why:

    CURRENT
    ai, automation, documentai, nlp, ocr, opencv, python, robocorp, robot, robotframework, rpa, rpa-robots
    COPY-PASTE FIX
    ai, automation, documentai, nlp, ocr, opencv, python, robocorp, robot, robotframework, rpa, rpa-robots, rpa-framework, workflow-automation, enterprise-rpa
  • lowreadme#3
    Add a 'Comparison to Alternatives' section in the README

    Why:

    COPY-PASTE FIX
    ## Why `rpaframework`? Key Differentiators
    
    While many tools offer pieces of the automation puzzle, `rpaframework` stands out as a comprehensive, code-driven, and open-source framework for Robotic Process Automation. Unlike more specialized libraries such as `RPA-Python` for basic scripting, `Selenium` for web-only automation, or `PyAutoGUI` for simple GUI interactions, `rpaframework` provides a full-stack solution for complex workflows, document processing, and enterprise-grade RPA, seamlessly integrating with Robot Framework and Python.

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 robocorp/rpaframework
Avg rank
Lower is better. #1 = top recommendation.
Share of voice
0%
Of all named tools, what % are you?
Top rival
tebelorg/RPA-Python
Recommended in 1 of 2 queries
COMPETITOR LEADERBOARD
  1. tebelorg/RPA-Python · recommended 1×
  2. robotframework/robotframework · recommended 1×
  3. SeleniumHQ/selenium · recommended 1×
  4. asweigart/pyautogui · recommended 1×
  5. opencv/opencv · recommended 1×
  • CATEGORY QUERY
    What are the best open-source libraries for building robotic process automation with Python?
    you: not recommended
    AI recommended (in order):
    1. TagUI with RPA-Python (tebelorg/RPA-Python)
    2. Robot Framework (robotframework/robotframework)
    3. Selenium (SeleniumHQ/selenium)
    4. PyAutoGUI (asweigart/pyautogui)
    5. OpenCV (opencv/opencv)
    6. Tesseract (tesseract-ocr/tesseract)
    7. Playwright (microsoft/playwright)

    AI recommended 7 alternatives but never named robocorp/rpaframework. This is the gap to close.

    Show full AI answer
  • CATEGORY QUERY
    Seeking a robust framework for automating repetitive tasks and processing documents using Python.
    you: not recommended
    AI recommended (in order):
    1. RPA Framework
    2. Robot Framework
    3. Playwright
    4. PyAutoGUI
    5. Apache Airflow
    6. Pandas
    7. openpyxl
    8. xlrd
    9. pdfplumber
    10. python-docx

    AI recommended 10 alternatives but never named robocorp/rpaframework. 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 robocorp/rpaframework?
    pass
    AI did not name robocorp/rpaframework — 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 robocorp/rpaframework in production, what risks or prerequisites should they evaluate first?
    pass
    AI named robocorp/rpaframework 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 robocorp/rpaframework solve, and who is the primary audience?
    pass
    AI named robocorp/rpaframework explicitly

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

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robocorp/rpaframework — 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