RRepoGEO

REPOGEO REPORT · LITE

LeapLabTHU/Absolute-Zero-Reasoner

Default branch master · commit 484afa48 · scanned 6/28/2026, 12:07:56 PM

GitHub: 1,870 stars · 299 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 LeapLabTHU/Absolute-Zero-Reasoner, 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
    Add a clarifying introductory sentence to the README

    Why:

    COPY-PASTE FIX
    Add the following sentence immediately after the H1: 'Absolute Zero is a novel framework for developing intelligent reasoning systems, leveraging reinforced self-play with large language models to achieve robust reasoning capabilities without requiring any prior labeled training data.'
  • hightopics#2
    Add specific topics to the repository

    Why:

    COPY-PASTE FIX
    ["reinforcement-learning", "self-play", "large-language-models", "llm", "reasoning", "zero-shot-learning", "artificial-intelligence", "deep-learning"]
  • mediumabout#3
    Update the repository description

    Why:

    CURRENT
    Official Repository of Absolute Zero Reasoner
    COPY-PASTE FIX
    A novel framework for AI reasoning systems, leveraging reinforced self-play with large language models for zero-data learning.

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 LeapLabTHU/Absolute-Zero-Reasoner
Avg rank
—
Lower is better. #1 = top recommendation.
Share of voice
0%
Of all named tools, what % are you?
Top rival
Prolog
Recommended in 1 of 2 queries
COMPETITOR LEADERBOARD
  1. Prolog · recommended 1×
  2. CLIPS · recommended 1×
  3. Drools · recommended 1×
  4. Clingo · recommended 1×
  5. Protégé · recommended 1×
  • CATEGORY QUERY
    How can I develop intelligent reasoning systems requiring no prior labeled training data?
    you: not recommended
    AI recommended (in order):
    1. Prolog
    2. CLIPS
    3. Drools
    4. Clingo
    5. Protégé
    6. HermiT
    7. Pellet
    8. Gensim

    AI recommended 8 alternatives but never named LeapLabTHU/Absolute-Zero-Reasoner. This is the gap to close.

    Show full AI answer
  • CATEGORY QUERY
    What frameworks support building AI reasoners using reinforced self-play mechanisms?
    you: not recommended
    AI recommended (in order):
    1. OpenSpiel (deepmind/open_spiel)
    2. Leela Chess Zero (LC0) (LeelaChessZero/lc0)
    3. Ray RLLib (ray-project/ray)
    4. Stable Baselines3 (SB3) (DLR-RM/stable-baselines3)
    5. DeepMind's Acme (deepmind/acme)
    6. TensorFlow Agents (TF-Agents) (tensorflow/agents)

    AI recommended 6 alternatives but never named LeapLabTHU/Absolute-Zero-Reasoner. 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 LeapLabTHU/Absolute-Zero-Reasoner?
    pass
    AI named LeapLabTHU/Absolute-Zero-Reasoner explicitly

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

  • If a team adopts LeapLabTHU/Absolute-Zero-Reasoner in production, what risks or prerequisites should they evaluate first?
    pass
    AI named LeapLabTHU/Absolute-Zero-Reasoner 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 LeapLabTHU/Absolute-Zero-Reasoner solve, and who is the primary audience?
    pass
    AI did not name LeapLabTHU/Absolute-Zero-Reasoner — 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

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LeapLabTHU/Absolute-Zero-Reasoner — 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