RRepoGEO

REPOGEO REPORT · LITE

manaflow-ai/manaflow

Default branch main · commit 109b20fd · scanned 5/25/2026, 1:06:50 AM

GitHub: 1,054 stars · 54 forks

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 manaflow-ai/manaflow, 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
  • hightopics#1
    Add specific topics for AI coding agent orchestration

    Why:

    COPY-PASTE FIX
    ai-agents, coding-assistant, llm-orchestration, parallel-computing, vs-code-extension, devin-alternative, claude-code, codex-cloud
  • highreadme#2
    Strengthen README's opening to emphasize parallel AI agent orchestration

    Why:

    CURRENT
    <p align="center">Open source Claude Code web/Codex Cloud/Devin alternative</p>

<p align="center">
  <a href="https://www.manaflow.com/direct-download-macos">
    
  </a>
</p>

<p align="center">
  Join the <a href="https://discord.gg/SDbQmzQhRK">Discord</a> to talk more about Manaflow!
</p>

Manaflow lets you spawn Claude Code, Codex CLI, Cursor CLI, Gemini CLI, Amp, Opencode, and other coding agent CLIs in parallel across multiple tasks.
    COPY-PASTE FIX
    <p align="center">Manaflow is an open-source alternative to Claude Code web, Codex Cloud, and Devin, designed to let you spawn and orchestrate multiple AI coding agent CLIs in parallel across various tasks.</p>

<p align="center">
  <a href="https://www.manaflow.com/direct-download-macos">
    
  </a>
</p>

<p align="center">
  Join the <a href="https://discord.gg/SDbQmzQhRK">Discord</a> to talk more about Manaflow!
</p>

Every run spins up an isolated VS Code workspace either in the cloud or in a local Docker container with the git diff view, terminal, and dev server preview ready so parallel agent work stays verifiable, fast, and ready to ship.
  • mediumhomepage#3
    Add the project's official homepage URL

    Why:

    COPY-PASTE FIX
    https://www.manaflow.com

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 manaflow-ai/manaflow
Avg rank
—
Lower is better. #1 = top recommendation.
Share of voice
0%
Of all named tools, what % are you?
Top rival
Cursor
Recommended in 1 of 2 queries
COMPETITOR LEADERBOARD
  1. Cursor · recommended 1×
  2. VS Code · recommended 1×
  3. GitHub Copilot · recommended 1×
  4. Codeium · recommended 1×
  5. Tabnine · recommended 1×
  • CATEGORY QUERY
    What tools allow running multiple AI coding assistants in parallel with isolated workspaces?
    you: not recommended
    AI recommended (in order):
    1. Cursor
    2. VS Code
    3. GitHub Copilot
    4. Codeium
    5. Tabnine
    6. AWS CodeWhisperer
    7. Continue
    8. Jupyter Notebooks
    9. JupyterLab
    10. OpenAI
    11. Anthropic
    12. Google Gemini
    13. Docker
    14. VirtualBox
    15. VMware
    16. Hyper-V

    AI recommended 16 alternatives but never named manaflow-ai/manaflow. This is the gap to close.

    Show full AI answer
  • CATEGORY QUERY
    Seeking an open-source platform for orchestrating AI development agents within sandboxed environments.
    you: not recommended
    AI recommended (in order):
    1. Kubeflow
    2. MLflow
    3. Apache Airflow
    4. Metaflow
    5. Argo Workflows
    6. Pachyderm

    AI recommended 6 alternatives but never named manaflow-ai/manaflow. 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 manaflow-ai/manaflow?
    pass
    AI named manaflow-ai/manaflow explicitly

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

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

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

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