RRepoGEO

REPOGEO REPORT · LITE

junaid33/opensource.builders

Default branch master · commit 1a1cb7d9 · scanned 6/30/2026, 5:23:18 PM

GitHub: 1,310 stars · 190 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
  • highreadme#1
    Reposition README opening to emphasize interactive application

    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
    Opensource.Builders is an interactive platform to find open-source alternatives to popular software, compare features side-by-side, and generate AI coding agent skills with code references that help AI build those features in your project.
  • hightopics#2
    Add descriptive topics for better categorization

    Why:

    COPY-PASTE FIX
    ["open-source-alternatives", "ai-coding-agent", "feature-comparison", "developer-tools", "open-source-software", "ai-development", "skill-generation"]
  • mediumlicense#3
    Add a LICENSE file to the repository

    Why:

    COPY-PASTE FIX
    Create a LICENSE file (e.g., MIT License) in the repository root to clearly define the terms of use.

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.net
Recommended in 1 of 2 queries
COMPETITOR LEADERBOARD
  1. AlternativeTo.net · recommended 1×
  2. OSALT · recommended 1×
  3. Slant.co · recommended 1×
  4. GitHub Explore / Trending · recommended 1×
  5. Wikipedia · recommended 1×
  • CATEGORY QUERY
    Where can I find open-source alternatives to popular software with feature comparisons?
    you: not recommended
    AI recommended (in order):
    1. AlternativeTo.net
    2. OSALT
    3. Slant.co
    4. GitHub Explore / Trending
    5. Wikipedia
    6. It's FOSS
    7. SourceForge.net

    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 AI coding agent skills from open-source project features and code examples?
    you: not recommended
    AI recommended (in order):
    1. GitHub API
    2. Sourcegraph
    3. GitHub Code Search
    4. BeautifulSoup (crummy/BeautifulSoup4)
    5. Pandoc (jgm/pandoc)
    6. ast
    7. Esprima (jquery/esprima)
    8. Babel (babel/babel)
    9. JavaParser (javaparser/javaparser)
    10. spaCy (explosion/spaCy)
    11. NLTK (nltk/nltk)
    12. YAKE (LIAAD/yake)
    13. Gensim (piskvorky/gensim)
    14. CodeBERT (microsoft/CodeBERT)
    15. GraphCodeBERT (microsoft/GraphCodeBERT)
    16. scikit-learn (scikit-learn/scikit-learn)
    17. Sentence-BERT (SBERT) (UKPLab/sentence-transformers)
    18. RDFLib (RDFLib/rdflib)
    19. Neo4j (neo4j/neo4j)
    20. Pinecone
    21. Weaviate (weaviate/weaviate)
    22. FAISS (facebookresearch/faiss)
    23. OpenAI GPT-4
    24. Anthropic Claude
    25. LangChain (langchain-ai/langchain)
    26. LlamaIndex (run-llama/llama_index)
    27. Tree-sitter (tree-sitter/tree-sitter)
    28. Docker (moby/moby)

    AI recommended 28 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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  • Deep reports10 / month
  • Brand-free category queries5 vs 2 in Lite
  • Prioritized action items8 vs 3 in Lite