RRepoGEO

REPOGEO REPORT · LITE

leona/helix-gpt

Default branch master · commit 02dffe2d · scanned 6/4/2026, 12:37:16 PM

GitHub: 699 stars · 45 forks

AI VISIBILITY SCORE
28 /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
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 leona/helix-gpt, 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 improve categorization

    Why:

    COPY-PASTE FIX
    helix-editor, language-server, ai-assistant, code-completion, copilot, openai, codeium, ollama, bun
  • highhomepage#2
    Set the homepage URL to the successor project

    Why:

    COPY-PASTE FIX
    https://github.com/leona/helix-assist
  • mediumreadme#3
    Enhance the successor link in the README's archived notice

    Why:

    CURRENT
    Please use the new Go port instead: helix-assistMuch more efficient Go implementation fixing common issues
    COPY-PASTE FIX
    Please use the new Go port instead: [leona/helix-assist](https://github.com/leona/helix-assist). This new implementation is much more efficient and fixes common issues.

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 leona/helix-gpt
Avg rank
Lower is better. #1 = top recommendation.
Share of voice
0%
Of all named tools, what % are you?
Top rival
Cursor
Recommended in 2 of 2 queries
COMPETITOR LEADERBOARD
  1. Cursor · recommended 2×
  2. Codeium · recommended 2×
  3. GitHub Copilot · recommended 1×
  4. Tabnine · recommended 1×
  5. Continue · recommended 1×
  • CATEGORY QUERY
    Looking for an AI coding assistant that integrates with a command-line text editor.
    you: not recommended
    AI recommended (in order):
    1. GitHub Copilot
    2. Cursor
    3. Codeium
    4. Tabnine
    5. Continue

    AI recommended 5 alternatives but never named leona/helix-gpt. This is the gap to close.

    Show full AI answer
  • CATEGORY QUERY
    Seeking a language server providing AI code actions like refactoring and test generation.
    you: not recommended
    AI recommended (in order):
    1. GitHub Copilot Enterprise
    2. Cursor
    3. Tabnine Pro/Enterprise
    4. Codeium
    5. JetBrains AI Assistant
    6. OpenAI API
    7. Azure OpenAI Service
    8. GPT-4
    9. Claude 3 Opus

    AI recommended 9 alternatives but never named leona/helix-gpt. 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 leona/helix-gpt?
    pass
    AI did not name leona/helix-gpt — 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 leona/helix-gpt in production, what risks or prerequisites should they evaluate first?
    pass
    AI named leona/helix-gpt 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 leona/helix-gpt solve, and who is the primary audience?
    pass
    AI named leona/helix-gpt explicitly

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

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leona/helix-gpt — 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