RRepoGEO

REPOGEO REPORT · LITE

FullAgent/fulling

Default branch main · commit d95060f8 · scanned 5/8/2026, 11:47:04 PM

GitHub: 2,418 stars · 231 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 FullAgent/fulling, 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
    Reposition README H1 and opening paragraph to emphasize "AI Engineer Agent" and "full-stack automation"

    Why:

    CURRENT
    # Fulling - AI-Powered Full-Stack Development Platform

**Fulling lets you focus on coding. AI handles everything else.**
    COPY-PASTE FIX
    # Fulling: Your AI Full-Stack Engineer Agent for Automated Development & Deployment

**Fulling is an AI-powered Full-stack Engineer Agent that automates the entire web application development and deployment lifecycle, letting you focus on product vision while AI handles the code, tests, databases, and infrastructure.**
  • mediumtopics#2
    Add more specific topics related to full-stack automation and agentic development

    Why:

    CURRENT
    ai-agent, claude, claude-code, docker, kubernetes, llm, nextjs, pgsql, postgresql, prisma, react, shadcn-ui, typescript, vibe-coding
    COPY-PASTE FIX
    ai-agent, full-stack-automation, agentic-development, devops-automation, ai-engineer, claude, claude-code, docker, kubernetes, llm, nextjs, pgsql, postgresql, prisma, react, shadcn-ui, typescript, vibe-coding
  • lowreadme#3
    Add a "Comparison" section to the README

    Why:

    COPY-PASTE FIX
    ## Fulling vs. Other Tools

Unlike GitHub Copilot or Tabnine, Fulling is not just a code assistant; it's an autonomous AI Engineer Agent that handles the entire development and deployment process. While tools like GitHub Codespaces provide a development environment, Fulling integrates an AI agent to automate coding, testing, database management, and deployment within that environment, offering a complete, configuration-driven solution rather than just a workspace.

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 FullAgent/fulling
Avg rank
—
Lower is better. #1 = top recommendation.
Share of voice
0%
Of all named tools, what % are you?
Top rival
GitHub Copilot
Recommended in 2 of 2 queries
COMPETITOR LEADERBOARD
  1. GitHub Copilot · recommended 2×
  2. Ghostwriter · recommended 2×
  3. vercel/ai · recommended 1×
  4. vercel/ai-chatbot · recommended 1×
  5. GitHub Copilot Workspace · recommended 1×
  • CATEGORY QUERY
    How can I use an AI agent to automate full-stack web application development and deployment?
    you: not recommended
    AI recommended (in order):
    1. Vercel AI SDK (vercel/ai)
    2. Next.js AI Chatbot Template (vercel/ai-chatbot)
    3. GitHub Copilot Workspace
    4. GitHub Copilot
    5. Durable.co
    6. Replit AI
    7. Ghostwriter
    8. AWS CodeWhisperer
    9. AWS Amplify
    10. OpenAI Assistants API
    11. CodiumAI

    AI recommended 11 alternatives but never named FullAgent/fulling. This is the gap to close.

    Show full AI answer
  • CATEGORY QUERY
    What are browser-based development environments with AI for building and deploying full-stack apps?
    you: not recommended
    AI recommended (in order):
    1. GitHub Codespaces
    2. GitHub Copilot
    3. Gitpod (gitpod-io/gitpod)
    4. Tabnine (tabnine/Tabnine)
    5. Replit
    6. Ghostwriter
    7. CodeSandbox Projects (codesandbox/codesandbox-client)
    8. StackBlitz (stackblitz/core)
    9. AWS Cloud9
    10. Amazon CodeWhisperer

    AI recommended 10 alternatives but never named FullAgent/fulling. 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 FullAgent/fulling?
    pass
    AI named FullAgent/fulling explicitly

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

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

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

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