RRepoGEO

REPOGEO REPORT · LITE

Doriandarko/omni-engineer

Default branch main · commit 5d2322db · scanned 6/1/2026, 1:27:41 AM

GitHub: 864 stars · 169 forks

AI VISIBILITY SCORE
23 /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
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 Doriandarko/omni-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
  • highabout#1
    Add a concise About description

    Why:

    CURRENT
    (none)
    COPY-PASTE FIX
    An AI-powered, console-based developer assistant for coding, multi-file editing, web searching, and image processing directly in your terminal.
  • hightopics#2
    Add relevant topics

    Why:

    CURRENT
    (none)
    COPY-PASTE FIX
    ai-assistant, developer-tools, terminal, cli, code-editor, multi-file-editing, web-search, image-processing, generative-ai, openai, o1-preview
  • highlicense#3
    Add a LICENSE file

    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) to clarify usage terms.

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/omni-engineer
Avg rank
—
Lower is better. #1 = top recommendation.
Share of voice
0%
Of all named tools, what % are you?
Top rival
ChatGPT
Recommended in 2 of 2 queries
COMPETITOR LEADERBOARD
  1. ChatGPT · recommended 2×
  2. GitHub Copilot CLI · recommended 1×
  3. Fig AI · recommended 1×
  4. ShellGPT · recommended 1×
  5. Aider · recommended 1×
  • CATEGORY QUERY
    How can I integrate an AI assistant into my terminal for coding and file management?
    you: not recommended
    AI recommended (in order):
    1. GitHub Copilot CLI
    2. Fig AI
    3. ShellGPT
    4. Aider
    5. TermGPT
    6. Open Interpreter
    7. ChatGPT

    AI recommended 7 alternatives but never named Doriandarko/omni-engineer. This is the gap to close.

    Show full AI answer
  • CATEGORY QUERY
    What AI-powered tools help developers manage code, edit multiple files, and search the web?
    you: not recommended
    AI recommended (in order):
    1. GitHub Copilot
    2. Cursor
    3. Visual Studio Code (microsoft/vscode)
    4. Codeium
    5. Tabnine
    6. ChatGPT
    7. Bard
    8. Perplexity AI
    9. JetBrains IDEs
    10. AI Assistant
    11. Phind

    AI recommended 11 alternatives but never named Doriandarko/omni-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/omni-engineer?
    pass
    AI did not name Doriandarko/omni-engineer — 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 Doriandarko/omni-engineer in production, what risks or prerequisites should they evaluate first?
    pass
    AI named Doriandarko/omni-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/omni-engineer solve, and who is the primary audience?
    pass
    AI named Doriandarko/omni-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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MARKDOWN (README)
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Doriandarko/omni-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