RRepoGEO

REPOGEO REPORT · LITE

FullAgent/fulling

Default branch main · commit a524c5ec · scanned 6/18/2026, 6:32:02 PM

GitHub: 2,423 stars · 230 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
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 sentence to emphasize 'Engineer Agent' and end-to-end automation

    Why:

    CURRENT
    # Fulling - AI-Powered Full-Stack Development Platform
...
## What is Fulling?
**Fulling lets you focus on coding. AI handles everything else.**
    COPY-PASTE FIX
    # Fulling: Your AI Full-Stack Engineer Agent & Development Platform
...
## What is Fulling?
**Fulling is an AI-powered Full-stack Engineer Agent that automates end-to-end development, deployment, and management.**
  • mediumreadme#2
    Add a 'Comparison' section to the README

    Why:

    COPY-PASTE FIX
    ## Fulling vs. AI Coding Assistants & Generic Platforms

Unlike tools focused solely on code generation (e.g., GitHub Copilot, AWS CodeWhisperer) or general development environments (e.g., Replit AI, Vercel), Fulling provides a complete, sandboxed AI-powered Full-stack Engineer Agent. It handles everything from code generation and testing to database management and production deployment, all within a configuration-driven, browser-based environment. Fulling is designed to automate the entire development lifecycle, not just parts of it.
  • lowtopics#3
    Refine existing topics for better specificity

    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, claude, claude-code, docker, kubernetes, llm, nextjs, pgsql, postgresql, prisma, react, shadcn-ui, typescript, vibe-coding, full-stack-automation, developer-agent, devops-automation, ai-dev-platform, end-to-end-development

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 Workspace
Recommended in 2 of 2 queries
COMPETITOR LEADERBOARD
  1. GitHub Copilot Workspace · recommended 2×
  2. AWS CodeWhisperer · recommended 2×
  3. Replit AI · recommended 2×
  4. Vercel · recommended 1×
  5. Vercel AI SDK · recommended 1×
  • CATEGORY QUERY
    Looking for an AI-powered platform to automate full-stack development and deployment?
    you: not recommended
    AI recommended (in order):
    1. Vercel
    2. Vercel AI SDK
    3. GitHub Copilot Enterprise
    4. GitHub Copilot Workspace
    5. AWS CodeWhisperer
    6. AWS Amplify
    7. Google Cloud Vertex AI
    8. Google App Engine
    9. Cloud Run
    10. Replit AI
    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 good AI coding assistants that provide a complete sandboxed development environment?
    you: not recommended
    AI recommended (in order):
    1. GitHub Copilot Workspace
    2. Cursor
    3. Replit AI
    4. Google Gemini Code Assist
    5. Google Cloud Workstations
    6. AWS CodeWhisperer
    7. AWS Cloud9
    8. CodeSandbox Projects
    9. JetBrains AI Assistant
    10. JetBrains Gateway

    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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  • Brand-free category queries5 vs 2 in Lite
  • Prioritized action items8 vs 3 in Lite