RRepoGEO

REPOGEO REPORT · LITE

thinkwee/AwesomeOPD

Default branch main · commit 10a3c329 · scanned 6/6/2026, 6:33:21 PM

GitHub: 584 stars · 9 forks

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 thinkwee/AwesomeOPD, 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
    Explicitly disambiguate "OPD" in the README's opening

    Why:

    CURRENT
    AwesomeOPD is an awesome list summarising open-source repositories and papers for training LLMs (and VLMs / agents / draft models) with On-Policy Distillation (OPD) and On-Policy Self-Distillation (OPSD):
    COPY-PASTE FIX
    AwesomeOPD is an awesome list focused on **On-Policy Distillation (OPD)** for LLMs, not Outpatient Departments. It summarizes open-source repositories and papers for training LLMs (and VLMs / agents / draft models) with On-Policy Distillation (OPD) and On-Policy Self-Distillation (OPSD):
  • highlicense#2
    Add a LICENSE file to the repository

    Why:

    COPY-PASTE FIX
    Add a LICENSE file (e.g., MIT, Apache-2.0, or GPL-3.0) to the repository root to clearly state the terms of use.
  • mediumhomepage#3
    Add a homepage URL to the repository settings

    Why:

    COPY-PASTE FIX
    Add a relevant homepage URL (e.g., a project page, documentation, or a related research page) in the repository settings.

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 thinkwee/AwesomeOPD
Avg rank
—
Lower is better. #1 = top recommendation.
Share of voice
0%
Of all named tools, what % are you?
Top rival
TensorFlow
Recommended in 2 of 2 queries
COMPETITOR LEADERBOARD
  1. TensorFlow · recommended 2×
  2. Hugging Face Transformers Library · recommended 1×
  3. Google AI · recommended 1×
  4. arXiv.org · recommended 1×
  5. Google Scholar · recommended 1×
  • CATEGORY QUERY
    How can I find resources for on-policy distillation to improve large language models?
    you: not recommended
    AI recommended (in order):
    1. Hugging Face Transformers Library
    2. Google AI
    3. arXiv.org
    4. Google Scholar
    5. DistilBERT
    6. TinyBERT
    7. MiniLM
    8. DeepMind
    9. Microsoft Research
    10. OpenAI
    11. InstructGPT
    12. ChatGPT
    13. PyTorch
    14. TensorFlow
    15. NeurIPS
    16. ICML
    17. ICLR
    18. ACL
    19. EMNLP

    AI recommended 19 alternatives but never named thinkwee/AwesomeOPD. This is the gap to close.

    Show full AI answer
  • CATEGORY QUERY
    Where can I find open-source implementations for self-distillation techniques in LLM training?
    you: not recommended
    AI recommended (in order):
    1. Hugging Face Transformers
    2. DeepSpeed
    3. Megatron-LM
    4. PyTorch-Lightning
    5. OpenAI's Triton
    6. Keras
    7. TensorFlow

    AI recommended 7 alternatives but never named thinkwee/AwesomeOPD. 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 thinkwee/AwesomeOPD?
    pass
    AI did not name thinkwee/AwesomeOPD — 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 thinkwee/AwesomeOPD in production, what risks or prerequisites should they evaluate first?
    pass
    AI named thinkwee/AwesomeOPD 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 thinkwee/AwesomeOPD solve, and who is the primary audience?
    pass
    AI named thinkwee/AwesomeOPD explicitly

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

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thinkwee/AwesomeOPD — 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