RRepoGEO

REPOGEO REPORT · LITE

thefrontside/effection

Default branch v4 · commit 49fe66f0 · scanned 6/12/2026, 5:11:36 AM

GitHub: 831 stars · 37 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 thefrontside/effection, 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 H1 and opening paragraph to clarify its unique category

    Why:

    CURRENT
    # Effection

Structured concurrency and effects for JavaScript.
    COPY-PASTE FIX
    # Effection: Structured Concurrency and Effects Management for JavaScript

Effection is a powerful JavaScript library that introduces a robust structured concurrency model and advanced effects management. It goes beyond native async/await to provide a comprehensive framework for building reliable, scalable, and testable concurrent applications, ensuring proper resource cleanup and cancellation.
  • hightopics#2
    Add more specific topics to highlight its role as a library/framework for advanced async patterns

    Why:

    CURRENT
    algebraic-effects, async-await, concurrency, effects, effects-management, structured-concurrency, task-runner
    COPY-PASTE FIX
    algebraic-effects, async-await, concurrency, effects, effects-management, structured-concurrency, task-runner, javascript-library, async-patterns, resource-management, cancellation
  • mediumreadme#3
    Add a brief comparison to common JavaScript async patterns in the 'Why use Effection?' section

    Why:

    CURRENT
    Effection leverages the idea of [structured concurrency][structured concurrency] to ensure that you don't leak any resources, effects, and that cancellation is always properly handled. It helps you build concurrent code that feels rock solid _at scale_, and it does all of this while feeling like normal JavaScript.
    COPY-PASTE FIX
    Effection leverages the idea of [structured concurrency][structured concurrency] to ensure that you don't leak any resources, effects, and that cancellation is always properly handled. **Unlike basic `async/await` or `Promise.all()`, Effection provides a robust framework for managing complex asynchronous operations, preventing common pitfalls like unhandled errors and resource leaks.** It helps you build concurrent code that feels rock solid _at scale_, and it does all of this while feeling like normal JavaScript.

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 thefrontside/effection
Avg rank
—
Lower is better. #1 = top recommendation.
Share of voice
0%
Of all named tools, what % are you?
Top rival
Promise.all()
Recommended in 1 of 2 queries
COMPETITOR LEADERBOARD
  1. Promise.all() · recommended 1×
  2. async/await · recommended 1×
  3. AbortController · recommended 1×
  4. Web Workers · recommended 1×
  5. RxJS · recommended 1×
  • CATEGORY QUERY
    How to manage concurrent tasks and prevent resource leaks in JavaScript applications?
    you: not recommended
    AI recommended (in order):
    1. Promise.all()
    2. async/await
    3. AbortController
    4. Web Workers
    5. RxJS
    6. p-limit
    7. lodash.debounce

    AI recommended 7 alternatives but never named thefrontside/effection. This is the gap to close.

    Show full AI answer
  • CATEGORY QUERY
    What are robust patterns for handling side effects and complex async flows in modern JavaScript?
    you: not recommended
    AI recommended (in order):
    1. Redux-Saga
    2. Redux-Observable
    3. React Query
    4. SWR
    5. Zustand
    6. redux-thunk

    AI recommended 6 alternatives but never named thefrontside/effection. 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 thefrontside/effection?
    pass
    AI named thefrontside/effection explicitly

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

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

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

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  • Brand-free category queries5 vs 2 in Lite
  • Prioritized action items8 vs 3 in Lite