RRepoGEO

REPOGEO REPORT · LITE

ntegrals/10x

Default branch main · commit 6ea128c3 · scanned 5/28/2026, 6:43:05 PM

GitHub: 1,353 stars · 112 forks

AI VISIBILITY SCORE
40 /100
Critical
Category recall
0 / 2
Not recommended in any query
Rule findings
2 pass · 0 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 ntegrals/10x, 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 H1 and opening paragraph to clarify its identity

    Why:

    CURRENT
    <h1 align="center">10x</h1>

<p align="center">
  <b>Up to 20x faster coding - with Superpowers.</b>
</p>
    COPY-PASTE FIX
    <h1 align="center">10x - The Open-Source AI Coding Agent with Multi-Step Superpowers</h1>

<p align="center">
  <b>Achieve up to 20x faster AI coding with smart model routing, BYOK, and full self-hosting.</b>
</p>
  • mediumreadme#2
    Add a clear 'What is 10x?' section to the README

    Why:

    COPY-PASTE FIX
    ## What is 10x?
10x is an open-source AI coding agent designed to accelerate your development workflow by up to 20x. It features multi-step "Superpowers" that chain different AI models for complex tasks, smart model routing to optimize speed and cost, and full self-hosting with Bring Your Own Key (BYOK) support for complete control.
  • mediumtopics#3
    Enhance repository topics with more descriptive keywords

    Why:

    CURRENT
    ai-agents, anthropic, claude, claude-code, codex, coding-agent, continue, gemini-cli, open-code
    COPY-PASTE FIX
    ai-agents, ai-coding-assistant, multi-step-ai, self-hosted, byok, developer-tools, code-generation, llm-agent, anthropic, claude, codex, gemini-cli, open-code

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 ntegrals/10x
Avg rank
—
Lower is better. #1 = top recommendation.
Share of voice
0%
Of all named tools, what % are you?
Top rival
Continue.dev
Recommended in 1 of 2 queries
COMPETITOR LEADERBOARD
  1. Continue.dev · recommended 1×
  2. OpenDevin · recommended 1×
  3. GPT-Engineer · recommended 1×
  4. Auto-GPT · recommended 1×
  5. LangChain · recommended 1×
  • CATEGORY QUERY
    Seeking an open-source AI coding assistant with multi-step model chaining for complex development tasks.
    you: not recommended
    AI recommended (in order):
    1. Continue.dev
    2. OpenDevin
    3. GPT-Engineer
    4. Auto-GPT
    5. LangChain
    6. LlamaIndex

    AI recommended 6 alternatives but never named ntegrals/10x. This is the gap to close.

    Show full AI answer
  • CATEGORY QUERY
    What are efficient self-hosted AI coding tools for faster development and better cost control?
    you: not recommended
    AI recommended (in order):
    1. Tabnine Enterprise
    2. Code Llama
    3. Ollama (ollama/ollama)
    4. vLLM (vllm-project/vllm)
    5. FauxPilot (fauxpilot/fauxpilot)
    6. Continue (continue-page/continue)
    7. LocalAI (go-skynet/LocalAI)

    AI recommended 7 alternatives but never named ntegrals/10x. This is the gap to close.

    Show full AI answer

Objective checks

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

  • Metadata completeness
    pass

  • 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 ntegrals/10x?
    pass
    AI named ntegrals/10x explicitly

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

  • If a team adopts ntegrals/10x in production, what risks or prerequisites should they evaluate first?
    pass
    AI named ntegrals/10x 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 ntegrals/10x solve, and who is the primary audience?
    pass
    AI named ntegrals/10x 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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ntegrals/10x — 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