RRepoGEO

REPOGEO REPORT · LITE

bubblelabai/BubbleLab

Default branch main · commit e64b2469 · scanned 5/27/2026, 1:28:12 AM

GitHub: 1,086 stars · 180 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 bubblelabai/BubbleLab, 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 the repo's identity as a workflow engine in the README overview

    Why:

    CURRENT
    **Bubble Lab** is a Slack-native AI operator platform that helps teams automate operational work directly inside Slack using Pearl, its AI assistant. Instead of switching between tools, teams can ask Pearl to execute workflows, access systems, and perform tasks across their stack. This repository contains the **open-core workflow engine that powers the Bubble Lab platform**. It is the same execution engine used internally by Bubble Lab — and can also be run, hosted, and extended independently.
    COPY-PASTE FIX
    This repository contains the **open-core workflow engine that powers the Bubble Lab platform**. It is a self-hostable, extensible workflow engine designed for automating complex operational processes, similar to tools like Apache Airflow or Temporal, but with a strong focus on AI-powered and Slack-native operations. It is the same execution engine used internally by Bubble Lab, and can also be run, hosted, and extended independently.
  • mediumtopics#2
    Add more specific workflow and orchestration topics

    Why:

    CURRENT
    ai, ai-agents, apis, cli, code, developer-tool, development, integrations, open-source, workflow, workflow-automation
    COPY-PASTE FIX
    ai, ai-agents, apis, cli, code, developer-tool, development, integrations, open-source, workflow, workflow-automation, orchestration, process-automation, workflow-orchestration, automation-engine
  • lowabout#3
    Expand the 'About' description to highlight AI/Slack context

    Why:

    CURRENT
    Open-core workflow engine powering Bubble Lab — and fully runnable, hostable, and extensible on its own.
    COPY-PASTE FIX
    A self-hostable, open-core workflow engine for building and automating AI-powered operational workflows, especially within Slack environments. Fully runnable, extensible, and designed for developers needing control over their automation infrastructure.

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 bubblelabai/BubbleLab
Avg rank
—
Lower is better. #1 = top recommendation.
Share of voice
0%
Of all named tools, what % are you?
Top rival
camunda/camunda-platform
Recommended in 1 of 2 queries
COMPETITOR LEADERBOARD
  1. camunda/camunda-platform · recommended 1×
  2. apache/airflow · recommended 1×
  3. temporalio/temporal · recommended 1×
  4. Activiti/Activiti · recommended 1×
  5. camunda/zeebe · recommended 1×
  • CATEGORY QUERY
    Looking for an open-source, self-hostable workflow engine to automate complex operational processes.
    you: not recommended
    AI recommended (in order):
    1. Camunda Platform 8 (camunda/camunda-platform)
    2. Apache Airflow (apache/airflow)
    3. Temporal (temporalio/temporal)
    4. Activiti (Activiti/Activiti)
    5. Zeebe (camunda/zeebe)
    6. Prefect (PrefectHQ/prefect)

    AI recommended 6 alternatives but never named bubblelabai/BubbleLab. This is the gap to close.

    Show full AI answer
  • CATEGORY QUERY
    What developer tools provide an extensible framework for building AI-powered operational workflows?
    you: not recommended
    AI recommended (in order):
    1. Apache Airflow
    2. Prefect
    3. Kubeflow Pipelines
    4. Temporal
    5. AWS Step Functions
    6. Azure Logic Apps
    7. Dagster

    AI recommended 7 alternatives but never named bubblelabai/BubbleLab. 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 bubblelabai/BubbleLab?
    pass
    AI named bubblelabai/BubbleLab explicitly

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

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

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

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