RRepoGEO

REPOGEO REPORT · LITE

TorchCraft/StarData

Default branch main · commit e2411a54 · scanned 5/29/2026, 8:08:37 AM

GitHub: 575 stars · 72 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 TorchCraft/StarData, 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

2 prioritized changes generated by gemini-2.5-flash. Mark items done after you ship the fix.

OVERALL DIRECTION
  • mediumreadme#1
    Clarify existing license(s) in README

    Why:

    COPY-PASTE FIX
    Add a section or line in the README, e.g., 'This dataset is provided under [specify license(s) from LICENSE file, e.g., a custom research license or a combination of licenses]. Please refer to the LICENSE file for full details.'
  • lowhomepage#2
    Add a homepage URL to the repository metadata

    Why:

    COPY-PASTE FIX
    https://github.com/TorchCraft/StarData

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 TorchCraft/StarData
Avg rank
—
Lower is better. #1 = top recommendation.
Share of voice
0%
Of all named tools, what % are you?
Top rival
Blizzard StarCraft II API
Recommended in 1 of 2 queries
COMPETITOR LEADERBOARD
  1. Blizzard StarCraft II API · recommended 1×
  2. SC2Replays.com · recommended 1×
  3. ReplayStats.com · recommended 1×
  4. DeepMind's SC2LE Dataset · recommended 1×
  5. OpenAI's Dota 2 Dataset · recommended 1×
  • CATEGORY QUERY
    Where can I find large datasets of real-time strategy game replays for AI training?
    you: not recommended
    AI recommended (in order):
    1. Blizzard StarCraft II API
    2. SC2Replays.com
    3. ReplayStats.com
    4. DeepMind's SC2LE Dataset
    5. OpenAI's Dota 2 Dataset
    6. AoE2.net
    7. Aoe2recs.com
    8. Warcraft3Replays.com
    9. Warcraft3.info
    10. Liquipedia

    AI recommended 10 alternatives but never named TorchCraft/StarData. This is the gap to close.

    Show full AI answer
  • CATEGORY QUERY
    Need a massive replay dataset with frame-level actions for game AI research in Python.
    you: not recommended
    AI recommended (in order):
    1. StarCraft II Learning Environment (SC2LE)
    2. PySC2 (deepmind/pysc2)
    3. OpenAI Gym Retro (openai/gym-retro)
    4. Dota 2
    5. OpenDota API (OpenDota/opendota)
    6. Atari Grand Challenge Replays
    7. Arcade Learning Environment (ALE) (mgbellemare/Arcade-Learning-Environment)
    8. Minecraft
    9. MineRL (minerllabs/minerl)
    10. Malmo (microsoft/malmo)

    AI recommended 10 alternatives but never named TorchCraft/StarData. 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 TorchCraft/StarData?
    pass
    AI named TorchCraft/StarData explicitly

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

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

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

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TorchCraft/StarData — 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