RRepoGEO

REPOGEO REPORT · LITE

junaid33/opensource.builders

Default branch master · commit 1a1cb7d9 · scanned 5/19/2026, 9:08:07 AM

GitHub: 1,305 stars · 189 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)

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

AI VISIBILITY SCORE
28 /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
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 junaid33/opensource.builders, 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
  • hightopics#1
    Add relevant topics to the repository

    Why:

    COPY-PASTE FIX
    open-source-alternatives, ai-agents, code-generation, skill-builder, software-comparison, developer-tools
  • highlicense#2
    Add a LICENSE file to the repository

    Why:

    COPY-PASTE FIX
    Create a `LICENSE` file in the repository root containing the text of the MIT License.
  • highreadme#3
    Refine the README's opening sentence to clarify the 'Skill Builder' feature

    Why:

    CURRENT
    Find open-source alternatives to popular software, compare features side-by-side, and generate skills with code references that help AI build those features in your project.
    COPY-PASTE FIX
    Find open-source alternatives to popular software, compare features side-by-side, and generate AI agent skills with code references that help AI build those features in your project. This platform uniquely enables you to create actionable 'skills' for your coding agents directly from open-source project features.

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 junaid33/opensource.builders
Avg rank
—
Lower is better. #1 = top recommendation.
Share of voice
0%
Of all named tools, what % are you?
Top rival
AlternativeTo
Recommended in 1 of 2 queries
COMPETITOR LEADERBOARD
  1. AlternativeTo · recommended 1×
  2. OSALT · recommended 1×
  3. SourceForge · recommended 1×
  4. GitHub Explore/Trending · recommended 1×
  5. It's FOSS · recommended 1×
  • CATEGORY QUERY
    Where can I find open-source alternatives to common proprietary software applications?
    you: not recommended
    AI recommended (in order):
    1. AlternativeTo
    2. OSALT
    3. SourceForge
    4. GitHub Explore/Trending
    5. It's FOSS
    6. Slant
    7. Wikipedia

    AI recommended 7 alternatives but never named junaid33/opensource.builders. This is the gap to close.

    Show full AI answer
  • CATEGORY QUERY
    How to generate code references for AI agents to build features from open-source projects?
    you: not recommended
    AI recommended (in order):
    1. GitHub Copilot
    2. Sourcegraph
    3. CodeQL
    4. Tree-sitter
    5. OpenAI API
    6. ast module (Python)
    7. ts-morph
    8. go/ast
    9. clang

    AI recommended 9 alternatives but never named junaid33/opensource.builders. 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 junaid33/opensource.builders?
    pass
    AI named junaid33/opensource.builders explicitly

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

  • If a team adopts junaid33/opensource.builders in production, what risks or prerequisites should they evaluate first?
    pass
    AI named junaid33/opensource.builders 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 junaid33/opensource.builders solve, and who is the primary audience?
    pass
    AI did not name junaid33/opensource.builders — 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?

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  • Brand-free category queries5 vs 2 in Lite
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