RRepoGEO

REPOGEO REPORT · LITE

millionco/react-doctor

Default branch main · commit e2393c4a · scanned 6/26/2026, 9:41:49 PM

GitHub: 13,160 stars · 420 forks

Scan history for this repo

Score trend below includes all ready runs (older left, newer right; scroll horizontally if needed). The table is collapsed by default—expand for newest-first rows, 10 per page.

Score trend (left → right: older → newer)

3 ready scans. Expand the table below for newest-first rows (10 per page, paginated).

AI VISIBILITY SCORE
33 /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
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 millionco/react-doctor, 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 README opening to highlight AI agent focus

    Why:

    CURRENT
    Your agent writes bad React, this catches it.

React Doctor deterministically scans your codebase and finds issues across state & effects, performance, architecture, security, and accessibility.
    COPY-PASTE FIX
    Your agent writes bad React. React Doctor is a specialized tool designed to help AI coding agents improve their React output by deterministically scanning codebases for issues across state & effects, performance, architecture, security, and accessibility. It provides actionable feedback directly to agents like Claude Code, Cursor, and OpenCode, enabling them to learn and fix problems proactively.
  • mediumtopics#2
    Add more specific topics for AI agent tooling

    Why:

    CURRENT
    agents, code-review, doctor, react, skill
    COPY-PASTE FIX
    agents, code-review, doctor, react, skill, llm, ai-code-generation, agent-tooling, automated-code-fix
  • lowlicense#3
    Clarify the license in the README

    Why:

    COPY-PASTE FIX
    ## License

This project is licensed under [describe your specific license(s) here, e.g., 'a custom license combining elements of X and Y']. See the [LICENSE](LICENSE) file for full details.

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 millionco/react-doctor
Avg rank
—
Lower is better. #1 = top recommendation.
Share of voice
0%
Of all named tools, what % are you?
Top rival
storybookjs/storybook
Recommended in 2 of 2 queries
COMPETITOR LEADERBOARD
  1. storybookjs/storybook · recommended 2×
  2. ESLint · recommended 1×
  3. eslint-plugin-react · recommended 1×
  4. eslint-plugin-react-hooks · recommended 1×
  5. @typescript-eslint/eslint-plugin · recommended 1×
  • CATEGORY QUERY
    How to automatically review and fix React code generated by AI agents?
    you: not recommended
    AI recommended (in order):
    1. ESLint
    2. eslint-plugin-react
    3. eslint-plugin-react-hooks
    4. @typescript-eslint/eslint-plugin
    5. eslint-config-prettier
    6. eslint-plugin-jsx-a11y
    7. Prettier
    8. React Developer Tools
    9. Storybook
    10. Cypress
    11. Playwright
    12. GitHub Copilot
    13. SonarQube
    14. SonarCloud

    AI recommended 14 alternatives but never named millionco/react-doctor. This is the gap to close.

    Show full AI answer
  • CATEGORY QUERY
    What tools help diagnose and improve React code quality, performance, and accessibility?
    you: not recommended
    AI recommended (in order):
    1. ESLint (eslint/eslint)
    2. eslint-plugin-react (jsx-eslint/eslint-plugin-react)
    3. eslint-plugin-jsx-a11y (jsx-eslint/eslint-plugin-jsx-a11y)
    4. React Developer Tools (facebook/react-devtools)
    5. Lighthouse (GoogleChrome/lighthouse)
    6. Webpack Bundle Analyzer (webpack-contrib/webpack-bundle-analyzer)
    7. Storybook (storybookjs/storybook)
    8. @storybook/addon-a11y (storybookjs/storybook)
    9. Jest (facebook/jest)
    10. React Testing Library (testing-library/react-testing-library)
    11. axe-core (dequelabs/axe-core)

    AI recommended 11 alternatives but never named millionco/react-doctor. 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 millionco/react-doctor?
    pass
    AI did not name millionco/react-doctor — 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 millionco/react-doctor in production, what risks or prerequisites should they evaluate first?
    pass
    AI named millionco/react-doctor 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 millionco/react-doctor solve, and who is the primary audience?
    pass
    AI named millionco/react-doctor 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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millionco/react-doctor — 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