RRepoGEO

REPOGEO REPORT · LITE

saltudelft/ml4se

Default branch master · commit 1e18fc4e · scanned 6/6/2026, 1:28:20 PM

GitHub: 731 stars · 92 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 saltudelft/ml4se, 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 clarify it's a curated collection

    Why:

    CURRENT
    This repository contains a curated list of papers, PhD theses, datasets, and tools that are devoted to research on Machine Learning for Software Engineering.
    COPY-PASTE FIX
    This repository is an **awesome, curated list** of papers, PhD theses, datasets, and tools devoted to research on Machine Learning for Software Engineering. It provides a structured, categorized overview of key research areas, making it easy for researchers to find recent papers and state-of-the-art approaches.
  • highlicense#2
    Add a LICENSE file to the repository

    Why:

    COPY-PASTE FIX
    Add a standard open-source license file (e.g., MIT, Apache-2.0, GPL-3.0) to the repository root to clarify usage rights.
  • mediumtopics#3
    Add 'awesome-list' and 'resource-list' topics

    Why:

    CURRENT
    ai4code, ai4se, code, datasets, deep-learning, llm4code, machine-learning, ml4code, ml4se, papers, research, software-engineering, theses, tools, tudelft
    COPY-PASTE FIX
    ai4code, ai4se, awesome-list, code, datasets, deep-learning, llm4code, machine-learning, ml4code, ml4se, papers, research, resource-list, software-engineering, theses, tools, tudelft

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 saltudelft/ml4se
Avg rank
—
Lower is better. #1 = top recommendation.
Share of voice
0%
Of all named tools, what % are you?
Top rival
Google Scholar
Recommended in 1 of 2 queries
COMPETITOR LEADERBOARD
  1. Google Scholar · recommended 1×
  2. ACM Digital Library · recommended 1×
  3. IEEE Xplore Digital Library · recommended 1×
  4. arXiv.org · recommended 1×
  5. Semantic Scholar · recommended 1×
  • CATEGORY QUERY
    Where can I find academic papers and datasets on machine learning for software engineering?
    you: not recommended
    AI recommended (in order):
    1. Google Scholar
    2. ACM Digital Library
    3. IEEE Xplore Digital Library
    4. arXiv.org
    5. Semantic Scholar
    6. DBLP Computer Science Bibliography
    7. GitHub
    8. Kaggle
    9. PROMISE Repository
    10. Software Heritage
    11. Zenodo
    12. Figshare

    AI recommended 12 alternatives but never named saltudelft/ml4se. This is the gap to close.

    Show full AI answer
  • CATEGORY QUERY
    What are the latest tools and research in AI for code generation and bug detection?
    you: not recommended
    AI recommended (in order):
    1. GitHub Copilot
    2. Amazon CodeWhisperer
    3. Google Gemini
    4. AlphaCode 2
    5. Tabnine
    6. Replit Ghostwriter
    7. DeepCode AI
    8. Snyk Code
    9. Semgrep
    10. CodeQL
    11. GitHub Advanced Security
    12. Pylint
    13. Infer

    AI recommended 13 alternatives but never named saltudelft/ml4se. 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 saltudelft/ml4se?
    pass
    AI named saltudelft/ml4se explicitly

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

  • If a team adopts saltudelft/ml4se in production, what risks or prerequisites should they evaluate first?
    pass
    AI named saltudelft/ml4se 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 saltudelft/ml4se solve, and who is the primary audience?
    pass
    AI named saltudelft/ml4se explicitly

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

Embed your GEO score

Drop this badge into the README of saltudelft/ml4se. It auto-updates whenever the report is rescanned and links back to the latest report — easy public proof that you care about AI discoverability.

RepoGEO badge previewLive preview
MARKDOWN (README)
[![RepoGEO](https://repogeo.com/badge/saltudelft/ml4se.svg)](https://repogeo.com/en/r/saltudelft/ml4se)
HTML
<a href="https://repogeo.com/en/r/saltudelft/ml4se"><img src="https://repogeo.com/badge/saltudelft/ml4se.svg" alt="RepoGEO" /></a>
Pro

Subscribe to Pro for deep diagnoses

saltudelft/ml4se — 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