RRepoGEO

REPOGEO REPORT · LITE

muter-mutation-testing/muter

Default branch master · commit 99624ecf · scanned 5/30/2026, 7:26:49 PM

GitHub: 551 stars · 45 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 muter-mutation-testing/muter, 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
    Add a concise, category-defining opening sentence to the README

    Why:

    COPY-PASTE FIX
    Muter is an automated mutation testing framework for Swift, designed to help developers assess and improve the effectiveness of their unit tests by identifying untested code paths.
  • highhomepage#2
    Add a homepage URL to the repository's About section

    Why:

    COPY-PASTE FIX
    https://github.com/muter-mutation-testing/muter
  • mediumtopics#3
    Expand repository topics with more specific keywords

    Why:

    CURRENT
    automated-testing, mutation-testing, muter, swift, test, test-suite
    COPY-PASTE FIX
    automated-testing, mutation-testing, muter, swift, test, test-suite, swift-testing-framework, test-quality, code-quality

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 muter-mutation-testing/muter
Avg rank
—
Lower is better. #1 = top recommendation.
Share of voice
0%
Of all named tools, what % are you?
Top rival
GitHub Actions
Recommended in 2 of 2 queries
COMPETITOR LEADERBOARD
  1. GitHub Actions · recommended 2×
  2. Jenkins · recommended 2×
  3. Xcode · recommended 1×
  4. Slather/slather · recommended 1×
  5. Swift-Mutator/Swift-Mutator · recommended 1×
  • CATEGORY QUERY
    How can I assess the effectiveness of my Swift unit tests?
    you: not recommended
    AI recommended (in order):
    1. Xcode
    2. Slather (Slather/slather)
    3. Swift-Mutator (Swift-Mutator/Swift-Mutator)
    4. XCTest
    5. SwiftLint (realm/SwiftLint)
    6. GitHub Actions
    7. GitLab CI/CD
    8. Jenkins

    AI recommended 8 alternatives but never named muter-mutation-testing/muter. This is the gap to close.

    Show full AI answer
  • CATEGORY QUERY
    What automated tools help identify weak spots in Swift test suites?
    you: not recommended
    AI recommended (in order):
    1. Xcode's Built-in Test Coverage
    2. Slather
    3. SwiftLint
    4. SonarQube
    5. Danger
    6. XCTest's `measure` block and Performance Tests
    7. GitHub Actions
    8. GitLab CI
    9. Jenkins

    AI recommended 9 alternatives but never named muter-mutation-testing/muter. 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 muter-mutation-testing/muter?
    pass
    AI named muter-mutation-testing/muter explicitly

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

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