RRepoGEO

REPOGEO REPORT · LITE

nteract/semiotic

Default branch main · commit 31ff0f07 · scanned 5/30/2026, 9:21:58 AM

GitHub: 2,669 stars · 137 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 nteract/semiotic, 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
    Update README's opening sentence to include all key differentiators

    Why:

    CURRENT
    A React data visualization library designed for AI-assisted development.
    COPY-PASTE FIX
    Semiotic is a React data visualization library specializing in streaming data, network graphs, and AI-assisted development.
  • mediumtopics#2
    Add more specific AI-related topics

    Why:

    CURRENT
    ai, d3, data-visualization, nteract, react, streaming, visualization
    COPY-PASTE FIX
    ai, d3, data-visualization, nteract, react, streaming, visualization, llm, generative-ai, ai-code-generation
  • lowcomparison#3
    Add a 'Comparison with Alternatives' section to README

    Why:

    COPY-PASTE FIX
    Add the following heading and introductory sentence to your README: `## Comparison with Alternatives
Semiotic stands out from other React data visualization libraries by offering first-class AI tooling, structured frames for complex visualizations, and native support for streaming data and network graphs.`

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 nteract/semiotic
Avg rank
—
Lower is better. #1 = top recommendation.
Share of voice
0%
Of all named tools, what % are you?
Top rival
apache/echarts
Recommended in 2 of 2 queries
COMPETITOR LEADERBOARD
  1. apache/echarts · recommended 2×
  2. apache/echarts-for-react · recommended 1×
  3. plouc/nivo · recommended 1×
  4. recharts/recharts · recommended 1×
  5. FormidableLabs/victory · recommended 1×
  • CATEGORY QUERY
    What React data visualization library supports AI-assisted code generation for complex charts?
    you: not recommended
    AI recommended (in order):
    1. echarts-for-react (apache/echarts-for-react)
    2. Apache ECharts (apache/echarts)
    3. Nivo (plouc/nivo)
    4. Recharts (recharts/recharts)
    5. Victory (FormidableLabs/victory)
    6. ChatGPT
    7. GitHub Copilot
    8. Google Gemini

    AI recommended 8 alternatives but never named nteract/semiotic. This is the gap to close.

    Show full AI answer
  • CATEGORY QUERY
    Need a React library for visualizing streaming data and intricate network graphs effectively.
    you: not recommended
    AI recommended (in order):
    1. React Flow (xyflow/react-flow)
    2. vis.js (visjs/vis-network)
    3. react-graph-vis (crubier/react-graph-vis)
    4. D3.js (d3/d3)
    5. react-d3-graph (danielcaldas/react-d3-graph)
    6. Cytoscape.js (cytoscape/cytoscape.js)
    7. react-cytoscapejs (plotly/react-cytoscapejs)
    8. GoJS
    9. ECharts (apache/echarts)
    10. echarts-for-react (hustcc/echarts-for-react)

    AI recommended 10 alternatives but never named nteract/semiotic. 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 nteract/semiotic?
    pass
    AI named nteract/semiotic explicitly

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

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

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

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nteract/semiotic — 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