RRepoGEO

REPOGEO REPORT · LITE

PrimeIntellect-ai/verifiers

Default branch main · commit c7731bbb · scanned 5/12/2026, 7:47:18 PM

GitHub: 4,103 stars · 546 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 PrimeIntellect-ai/verifiers, 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
  • hightopics#1
    Add specific topics for LLM RL environments and evaluation

    Why:

    COPY-PASTE FIX
    llm, reinforcement-learning, rlhf, evaluation, environments, ai-agents, verifiers, primeintellect
  • highabout#2
    Refine the About description for clarity

    Why:

    CURRENT
    Our library for RL environments + evals
    COPY-PASTE FIX
    A library of verifier environments and evaluation tools for Reinforcement Learning with Large Language Models (LLMs).
  • mediumhomepage#3
    Add the project homepage link

    Why:

    COPY-PASTE FIX
    https://docs.primeintellect.ai/verifiers

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 PrimeIntellect-ai/verifiers
Avg rank
—
Lower is better. #1 = top recommendation.
Share of voice
0%
Of all named tools, what % are you?
Top rival
🤗 Transformers
Recommended in 1 of 2 queries
COMPETITOR LEADERBOARD
  1. 🤗 Transformers · recommended 1×
  2. TRL · recommended 1×
  3. LangChain · recommended 1×
  4. Gymnasium · recommended 1×
  5. Stable Baselines3 · recommended 1×
  • CATEGORY QUERY
    How can I set up reinforcement learning environments for large language models?
    you: not recommended
    AI recommended (in order):
    1. 🤗 Transformers
    2. TRL
    3. LangChain
    4. Gymnasium
    5. Stable Baselines3
    6. Ray RLlib
    7. Acme
    8. Dopamine

    AI recommended 8 alternatives but never named PrimeIntellect-ai/verifiers. This is the gap to close.

    Show full AI answer
  • CATEGORY QUERY
    What tools are available for evaluating large language model agents in interactive environments?
    you: not recommended
    AI recommended (in order):
    1. LangChain Evaluation
    2. LlamaIndex Evaluation
    3. DeepMind's Open-Ended Learning (OEL) Framework
    4. Faraday
    5. Humanloop
    6. MLflow
    7. OpenAI Evals

    AI recommended 7 alternatives but never named PrimeIntellect-ai/verifiers. 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 PrimeIntellect-ai/verifiers?
    pass
    AI named PrimeIntellect-ai/verifiers explicitly

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

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

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

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  • Brand-free category queries5 vs 2 in Lite
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