RRepoGEO

REPOGEO REPORT · LITE

fjrdomingues/autopilot

Default branch main · commit 317ac196 · scanned 6/4/2026, 11:52:50 AM

GitHub: 613 stars · 61 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 fjrdomingues/autopilot, 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 project scope to prevent confusion with GUI automation tools

    Why:

    CURRENT
    Autopilot is an AI tool that utilizes GPT to read a codebase, create context, and solve tasks that you request.
    COPY-PASTE FIX
    Autopilot is an AI developer tool that utilizes GPT to read a codebase, create context, and solve development tasks you request. It focuses exclusively on code modification and understanding, and is not a GUI automation or desktop control tool.
  • highlicense#2
    Add a LICENSE file to the repository

    Why:

    COPY-PASTE FIX
    Create a LICENSE file in the repository root with your chosen open-source license (e.g., MIT, Apache-2.0, GPL-3.0).
  • mediumtopics#3
    Expand topics to include specific code AI functionalities

    Why:

    CURRENT
    ai, code-assistant, gpt, gpt-4
    COPY-PASTE FIX
    ai, code-assistant, gpt, gpt-4, code-generation, code-refactoring, codebase-analysis, llm-agent, developer-tool

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 fjrdomingues/autopilot
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. OpenAI API · recommended 2×
  3. Cursor.sh · recommended 1×
  4. CodiumAI · recommended 1×
  5. AWS CodeWhisperer · recommended 1×
  • CATEGORY QUERY
    How can I use AI to automatically implement code changes in my existing codebase?
    you: not recommended
    AI recommended (in order):
    1. GitHub Copilot
    2. Cursor.sh
    3. OpenAI API
    4. CodiumAI
    5. AWS CodeWhisperer
    6. Tabnine
    7. Smol-developer

    AI recommended 7 alternatives but never named fjrdomingues/autopilot. This is the gap to close.

    Show full AI answer
  • CATEGORY QUERY
    What tools help an AI agent understand a codebase and solve development tasks?
    you: not recommended
    AI recommended (in order):
    1. LlamaIndex
    2. LangChain
    3. Tree-sitter
    4. OpenAI API
    5. Anthropic Claude API
    6. Google Gemini API
    7. GitHub Copilot
    8. Cursor
    9. Sourcegraph
    10. OpenGrok
    11. Docker

    AI recommended 11 alternatives but never named fjrdomingues/autopilot. 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 fjrdomingues/autopilot?
    pass
    AI named fjrdomingues/autopilot explicitly

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

  • If a team adopts fjrdomingues/autopilot in production, what risks or prerequisites should they evaluate first?
    pass
    AI named fjrdomingues/autopilot 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 fjrdomingues/autopilot solve, and who is the primary audience?
    pass
    AI named fjrdomingues/autopilot 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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MARKDOWN (README)
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fjrdomingues/autopilot — RepoGEO report