RRepoGEO

REPOGEO REPORT · LITE

tilde-lab/awesome-materials-informatics

Default branch master · commit 8c00f570 · scanned 6/9/2026, 9:46:41 AM

GitHub: 517 stars · 109 forks

AI VISIBILITY SCORE
22 /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
1 / 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 tilde-lab/awesome-materials-informatics, 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 the README's opening paragraph to clarify it's a curated list

    Why:

    CURRENT
    The novel discipline of _materials informatics_ is a junction of materials, computer, and data sciences. It aims to unite the nowadays competing physics- and data-intensive efforts for the most impactful applied science, that transformed our society in the 20th century.
    COPY-PASTE FIX
    This repository is a curated list of known efforts in materials informatics, a novel discipline at the junction of materials, computer, and data sciences. It aims to unite physics- and data-intensive efforts for impactful applied science by providing a comprehensive overview of software, datasets, and initiatives.
  • highlicense#2
    Add a LICENSE file to the repository

    Why:

    COPY-PASTE FIX
    Add a LICENSE file (e.g., MIT or Apache-2.0) to the repository root, or explicitly state the licensing terms in the README if a custom license is intended.
  • mediumhomepage#3
    Add a homepage URL to the repository's 'About' section

    Why:

    COPY-PASTE FIX
    Add a relevant homepage URL (e.g., a project page, Tilde Lab's materials informatics section, or the Zenodo link already in the README) to the repository's 'About' section.

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 tilde-lab/awesome-materials-informatics
Avg rank
—
Lower is better. #1 = top recommendation.
Share of voice
0%
Of all named tools, what % are you?
Top rival
Materials Project
Recommended in 2 of 2 queries
COMPETITOR LEADERBOARD
  1. Materials Project · recommended 2×
  2. AiiDA · recommended 2×
  3. NOMAD Laboratory · recommended 1×
  4. Psi4NumPy · recommended 1×
  5. pymatgen · recommended 1×
  • CATEGORY QUERY
    Where can I find a curated list of tools for computational materials science research?
    you: not recommended
    AI recommended (in order):
    1. Materials Project
    2. AiiDA
    3. NOMAD Laboratory
    4. Psi4NumPy

    AI recommended 4 alternatives but never named tilde-lab/awesome-materials-informatics. This is the gap to close.

    Show full AI answer
  • CATEGORY QUERY
    What resources exist for applying data science and AI to materials discovery and design?
    you: not recommended
    AI recommended (in order):
    1. Materials Project
    2. pymatgen
    3. AiiDA
    4. Citrine Platform
    5. Matminer
    6. Open Quantum Materials Database (OQMD)
    7. Atomistic Simulation Environment (ASE)
    8. DeepChem

    AI recommended 8 alternatives but never named tilde-lab/awesome-materials-informatics. 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 tilde-lab/awesome-materials-informatics?
    pass
    AI did not name tilde-lab/awesome-materials-informatics — 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?

  • If a team adopts tilde-lab/awesome-materials-informatics in production, what risks or prerequisites should they evaluate first?
    pass
    AI named tilde-lab/awesome-materials-informatics 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 tilde-lab/awesome-materials-informatics solve, and who is the primary audience?
    pass
    AI did not name tilde-lab/awesome-materials-informatics — 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?

Embed your GEO score

Drop this badge into the README of tilde-lab/awesome-materials-informatics. 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/tilde-lab/awesome-materials-informatics.svg)](https://repogeo.com/en/r/tilde-lab/awesome-materials-informatics)
HTML
<a href="https://repogeo.com/en/r/tilde-lab/awesome-materials-informatics"><img src="https://repogeo.com/badge/tilde-lab/awesome-materials-informatics.svg" alt="RepoGEO" /></a>
Pro

Subscribe to Pro for deep diagnoses

tilde-lab/awesome-materials-informatics — 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