RRepoGEO

REPOGEO REPORT · LITE

Runfusion/Fusion

Default branch main · commit 66591ec1 · scanned 6/13/2026, 5:21:58 PM

GitHub: 711 stars · 84 forks

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 Runfusion/Fusion, 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 README's opening statement to emphasize AI-driven software development automation.

    Why:

    CURRENT
    Multi-node agent orchestrator — tasks, agents, missions, git, files, and worktrees, with any model, local or cloud.
    COPY-PASTE FIX
    Fusion is an **AI-driven software development orchestrator** that uses multi-node agents to automate tasks, manage missions, and execute code changes within isolated git worktrees, supporting any LLM model, local or cloud.
  • mediumtopics#2
    Add more specific topics related to AI-driven software development and code automation.

    Why:

    CURRENT
    agent, agentic-workflow, agents, llm, orchestration-framework
    COPY-PASTE FIX
    agent, agentic-workflow, agents, llm, orchestration-framework, code-generation, software-automation, git-automation, dev-tools
  • lowabout#3
    Expand the 'About' description to explicitly state its role in AI-driven software development.

    Why:

    CURRENT
    Multi node agent orchestrator - build faster and better
    COPY-PASTE FIX
    Fusion is a multi-node agent orchestrator designed to automate software development, from idea to production code, by planning and executing tasks with AI agents in isolated git worktrees.

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 Runfusion/Fusion
Avg rank
—
Lower is better. #1 = top recommendation.
Share of voice
0%
Of all named tools, what % are you?
Top rival
LangChain
Recommended in 2 of 2 queries
COMPETITOR LEADERBOARD
  1. LangChain · recommended 2×
  2. Kubernetes · recommended 1×
  3. OpenShift · recommended 1×
  4. AutoGPT · recommended 1×
  5. BabyAGI · recommended 1×
  • CATEGORY QUERY
    How can I automate software development tasks using multi-node AI agent orchestration?
    you: not recommended
    AI recommended (in order):
    1. LangChain
    2. Kubernetes
    3. OpenShift
    4. AutoGPT
    5. BabyAGI
    6. AgentGPT
    7. Docker Swarm
    8. HashiCorp Nomad
    9. Ray
    10. RLlib
    11. Tune
    12. Microsoft Semantic Kernel
    13. Azure Kubernetes Service (AKS)
    14. OpenAI Assistants API
    15. Hugging Face Transformers
    16. FastAPI
    17. Flask
    18. AWS EC2
    19. GCP Compute Engine

    AI recommended 19 alternatives but never named Runfusion/Fusion. This is the gap to close.

    Show full AI answer
  • CATEGORY QUERY
    What tools help orchestrate LLM agents for planning and executing code changes in git worktrees?
    you: not recommended
    AI recommended (in order):
    1. AutoDev
    2. OpenDevin
    3. LangChain
    4. LlamaIndex
    5. CrewAI
    6. Smol-Developer
    7. GPT-Engineer

    AI recommended 7 alternatives but never named Runfusion/Fusion. 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 Runfusion/Fusion?
    pass
    AI did not name Runfusion/Fusion — 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 Runfusion/Fusion in production, what risks or prerequisites should they evaluate first?
    pass
    AI named Runfusion/Fusion 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 Runfusion/Fusion solve, and who is the primary audience?
    pass
    AI named Runfusion/Fusion 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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  • Deep reports10 / month
  • Brand-free category queries5 vs 2 in Lite
  • Prioritized action items8 vs 3 in Lite