RRepoGEO

REPOGEO REPORT · LITE

joboccara/pipes

Default branch master · commit fd55a449 · scanned 6/14/2026, 11:48:20 PM

GitHub: 839 stars · 85 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 joboccara/pipes, 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
    Clarify C++ language in README's opening sentence

    Why:

    CURRENT
    Pipes are small components for writing expressive code when working on collections.
    COPY-PASTE FIX
    Pipes is a header-only C++14 library providing small components for writing expressive code when working on collections.
  • hightopics#2
    Add relevant topics for C++ collection processing

    Why:

    COPY-PASTE FIX
    cxx, cpp, cplusplus, collections, pipelines, ranges, functional-programming, data-processing, header-only
  • mediumhomepage#3
    Add a homepage URL

    Why:

    COPY-PASTE FIX
    https://github.com/joboccara/pipes

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 joboccara/pipes
Avg rank
—
Lower is better. #1 = top recommendation.
Share of voice
0%
Of all named tools, what % are you?
Top rival
Ranges (C++20 Standard Library)
Recommended in 2 of 2 queries
COMPETITOR LEADERBOARD
  1. Ranges (C++20 Standard Library) · recommended 2×
  2. Boost.Range · recommended 1×
  3. Folly · recommended 1×
  4. cpplinq · recommended 1×
  5. RxCpp · recommended 1×
  • CATEGORY QUERY
    How can I chain operations on C++ collections for more expressive data processing?
    you: not recommended
    AI recommended (in order):
    1. Ranges (C++20 Standard Library)
    2. Boost.Range
    3. Folly
    4. cpplinq
    5. RxCpp
    6. range-v3

    AI recommended 6 alternatives but never named joboccara/pipes. This is the gap to close.

    Show full AI answer
  • CATEGORY QUERY
    What are modern C++ alternatives for transforming and filtering data collections expressively?
    you: not recommended
    AI recommended (in order):
    1. Ranges (C++20 Standard Library)
    2. Boost.Range (boostorg/range)
    3. Folly (facebook/folly)
    4. Abseil (abseil/abseil-cpp)
    5. range-v3 (ericniebler/range-v3)
    6. cpplinq (solodon4/cpplinq)
    7. FunctionalPlus (Dobiasd/FunctionalPlus)

    AI recommended 7 alternatives but never named joboccara/pipes. 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 joboccara/pipes?
    pass
    AI named joboccara/pipes explicitly

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

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

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

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joboccara/pipes — 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