RRepoGEO

REPOGEO REPORT · LITE

lean-dojo/LeanCopilot

Default branch main · commit bbecd663 · scanned 5/15/2026, 2:27:18 PM

GitHub: 1,277 stars · 126 forks

AI VISIBILITY SCORE
40 /100
Critical
Category recall
0 / 2
Not recommended in any query
Rule findings
2 pass · 0 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 lean-dojo/LeanCopilot, 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
    Clarify LeanCopilot's unique role and relationship to LeanDojo in the README intro

    Why:

    CURRENT
    Lean Copilot allows large language models (LLMs) to be used natively in Lean for proof automation, e.g., suggesting tactics/premises and searching for proofs. You can use our built-in models from LeanDojo or bring your own models that run either locally (w/ or w/o GPUs) or on the cloud.
    COPY-PASTE FIX
    Lean Copilot is a specialized tool within the LeanDojo ecosystem, designed to integrate large language models (LLMs) directly into Lean for advanced proof automation. While LeanDojo provides the foundational infrastructure for formal mathematics research, Lean Copilot focuses specifically on empowering Lean users with AI-powered tactic suggestions, proof search, and premise selection. You can leverage our built-in models or seamlessly integrate your own, running locally or in the cloud.
  • mediumreadme#2
    Add a 'Key Features' section to the README

    Why:

    COPY-PASTE FIX
    ## Key Features
    *   **AI-Powered Tactic Suggestion:** Get real-time suggestions for Lean tactics to accelerate proof development.
    *   **Automated Proof Search:** Leverage LLMs to explore and find complete proofs for your theorems.
    *   **Intelligent Premise Selection:** Automatically identify relevant premises from your Lean environment.
    *   **Flexible Model Integration:** Use built-in LeanDojo models or easily integrate your custom LLMs, running locally or in the cloud.
  • lowtopics#3
    Add more specific, high-signal topics

    Why:

    CURRENT
    formal-mathematics, lean, lean4, llm, llm-inference, machine-learning, theorem-proving
    COPY-PASTE FIX
    formal-mathematics, lean, lean4, llm, llm-inference, machine-learning, theorem-proving, proof-automation, ai-assistant, code-generation-ai

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 lean-dojo/LeanCopilot
Avg rank
Lower is better. #1 = top recommendation.
Share of voice
0%
Of all named tools, what % are you?
Top rival
LeanDojo
Recommended in 2 of 2 queries
COMPETITOR LEADERBOARD
  1. LeanDojo · recommended 2×
  2. GPT-f · recommended 1×
  3. GPT-3.5 · recommended 1×
  4. GPT-4 · recommended 1×
  5. Lean-GPT-f · recommended 1×
  • CATEGORY QUERY
    How can I automate theorem proving in Lean using large language models?
    you: not recommended
    AI recommended (in order):
    1. LeanDojo
    2. GPT-f
    3. GPT-3.5
    4. GPT-4
    5. Lean-GPT-f
    6. Llama 2
    7. Mistral
    8. VS Code
    9. llama.cpp
    10. Hugging Face Transformers
    11. sentence-transformers
    12. Chroma
    13. Weaviate
    14. Pinecone
    15. OpenAI's GPT-4 API
    16. CodeLlama

    AI recommended 16 alternatives but never named lean-dojo/LeanCopilot. This is the gap to close.

    Show full AI answer
  • CATEGORY QUERY
    What tools integrate LLMs for tactic suggestion and proof search in formal mathematics?
    you: not recommended
    AI recommended (in order):
    1. Lean
    2. LeanDojo
    3. ProofNet
    4. GPTF
    5. Tactician
    6. Coq
    7. CoqGym
    8. Proof General
    9. OpenAI's GPT-4
    10. Google's Gemini
    11. Isabelle/HOL
    12. Sledgehammer
    13. PISA
    14. HOL Light
    15. HOL Light GPT
    16. F*
    17. F*GPT

    AI recommended 17 alternatives but never named lean-dojo/LeanCopilot. This is the gap to close.

    Show full AI answer

Objective checks

Rule-based audits of metadata signals AI engines weight most.

  • Metadata completeness
    pass

  • 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 lean-dojo/LeanCopilot?
    pass
    AI named lean-dojo/LeanCopilot explicitly

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

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

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

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  • Deep reports10 / month
  • Brand-free category queries5 vs 2 in Lite
  • Prioritized action items8 vs 3 in Lite