RRepoGEO

REPOGEO REPORT · LITE

Doriandarko/o1-engineer

Default branch main · commit 650dc8df · scanned 5/27/2026, 2:47:45 AM

GitHub: 2,849 stars · 279 forks

AI VISIBILITY SCORE
30 /100
Critical
Category recall
0 / 2
Not recommended in any query
Rule findings
1 pass · 0 warn · 1 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 Doriandarko/o1-engineer, 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 relevant topics to the repository

    Why:

    COPY-PASTE FIX
    ai-engineer, cli-tool, code-generation, file-management, project-planning, openai-api, grok-api, developer-tools, autonomous-agent
  • highlicense#2
    Add a LICENSE file to the repository

    Why:

    COPY-PASTE FIX
    Create a `LICENSE` file in the root of the repository with a standard open-source license (e.g., MIT, Apache-2.0, GPL-3.0) that aligns with the project's goals for contribution and usage.
  • mediumreadme#3
    Refine the README's main heading and opening paragraph

    Why:

    CURRENT
    # 🛠️ o1-engineer

A command-line tool designed to assist developers in managing and interacting with their projects efficiently. Leveraging the power of OpenAI's API, o1-engineer provides functionalities such as code generation, file editing, project planning, and code review to streamline your development workflow.
    COPY-PASTE FIX
    # 🛠️ o1-engineer: Your Extensible AI Engineer CLI for Code & Project Management

o1-engineer is an open-source command-line tool that acts as an autonomous AI engineer, designed to assist developers in managing and interacting with their projects efficiently. Leveraging the power of OpenAI's API (and now Grok), it provides robust functionalities like code generation, file editing, project planning, and code review, streamlining your development workflow and serving as a framework for building and extending AI agents.

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 Doriandarko/o1-engineer
Avg rank
—
Lower is better. #1 = top recommendation.
Share of voice
0%
Of all named tools, what % are you?
Top rival
GitHub Copilot CLI
Recommended in 1 of 2 queries
COMPETITOR LEADERBOARD
  1. GitHub Copilot CLI · recommended 1×
  2. Cursor · recommended 1×
  3. OpenAI API · recommended 1×
  4. paul-gauthier/aider · recommended 1×
  5. smol-ai/smol-developer · recommended 1×
  • CATEGORY QUERY
    What command-line tools can help me generate code and manage project files using AI?
    you: not recommended
    AI recommended (in order):
    1. GitHub Copilot CLI
    2. Cursor
    3. OpenAI API
    4. aider (paul-gauthier/aider)
    5. smol-developer (smol-ai/smol-developer)
    6. gpt-engineer (gpt-engineer-org/gpt-engineer)

    AI recommended 6 alternatives but never named Doriandarko/o1-engineer. This is the gap to close.

    Show full AI answer
  • CATEGORY QUERY
    Looking for an AI assistant to plan project structure and generate initial file layouts.
    you: not recommended
    AI recommended (in order):
    1. ChatGPT
    2. GitHub Copilot
    3. Claude
    4. Google Gemini
    5. Yeoman
    6. Cookiecutter

    AI recommended 6 alternatives but never named Doriandarko/o1-engineer. This is the gap to close.

    Show full AI answer

Objective checks

Rule-based audits of metadata signals AI engines weight most.

  • Metadata completeness
    fail

    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 Doriandarko/o1-engineer?
    pass
    AI named Doriandarko/o1-engineer explicitly

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

  • If a team adopts Doriandarko/o1-engineer in production, what risks or prerequisites should they evaluate first?
    pass
    AI named Doriandarko/o1-engineer 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 Doriandarko/o1-engineer solve, and who is the primary audience?
    pass
    AI named Doriandarko/o1-engineer 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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Doriandarko/o1-engineer — Lite scans stay free; this card itemizes Pro deep limits vs Lite.

  • Deep reports10 / month
  • Brand-free category queries5 vs 2 in Lite
  • Prioritized action items8 vs 3 in Lite