RRepoGEO

REPOGEO REPORT · LITE

MagicCube/helixent

Default branch main · commit 5cc1fb3f · scanned 6/8/2026, 4:27:49 AM

GitHub: 552 stars · 90 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 MagicCube/helixent, 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 the README's opening sentence to clearly state its purpose

    Why:

    CURRENT
    Helixent is a blue rabbit that writes code. It includes an Agent Loop, a Coding Agent, and a nice CLI.
    COPY-PASTE FIX
    Helixent is a library for building ReAct-style AI agent loops, specifically designed for the Bun runtime. It provides an Agent Loop, a Coding Agent, and a user-friendly CLI.
  • highlicense#2
    Add a LICENSE file to the repository

    Why:

    COPY-PASTE FIX
    Create a LICENSE file (e.g., LICENSE.md or LICENSE) in the repository root with the text of your chosen open-source license, such as MIT.
  • mediumhomepage#3
    Set the repository's homepage URL in the 'About' section

    Why:

    COPY-PASTE FIX
    Set the homepage URL in the repository settings to 'https://github.com/MagicCube/helixent' (or a dedicated project website if one exists).

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 MagicCube/helixent
Avg rank
—
Lower is better. #1 = top recommendation.
Share of voice
0%
Of all named tools, what % are you?
Top rival
LangChain.js
Recommended in 1 of 2 queries
COMPETITOR LEADERBOARD
  1. LangChain.js · recommended 1×
  2. LlamaIndex.TS · recommended 1×
  3. OpenAI SDK · recommended 1×
  4. Zod · recommended 1×
  5. Bun's native `fetch` · recommended 1×
  • CATEGORY QUERY
    What are libraries for building ReAct-style AI agent loops on the Bun runtime?
    you: not recommended
    AI recommended (in order):
    1. LangChain.js
    2. LlamaIndex.TS
    3. OpenAI SDK
    4. Zod
    5. Bun's native `fetch`
    6. `undici`
    7. `rxjs`

    AI recommended 7 alternatives but never named MagicCube/helixent. This is the gap to close.

    Show full AI answer
  • CATEGORY QUERY
    Frameworks for developing autonomous coding agents with a command-line interface?
    you: not recommended
    AI recommended (in order):
    1. AutoGPT
    2. LangChain
    3. argparse
    4. Click
    5. CrewAI
    6. Open Interpreter
    7. GPT-Engineer
    8. BabyAGI

    AI recommended 8 alternatives but never named MagicCube/helixent. 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 MagicCube/helixent?
    pass
    AI named MagicCube/helixent explicitly

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

  • If a team adopts MagicCube/helixent in production, what risks or prerequisites should they evaluate first?
    pass
    AI named MagicCube/helixent 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 MagicCube/helixent solve, and who is the primary audience?
    pass
    AI named MagicCube/helixent 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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MagicCube/helixent — 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