RRepoGEO

REPOGEO REPORT · LITE

lucidrains/toolformer-pytorch

Default branch main · commit 27e63321 · scanned 5/24/2026, 2:46:50 PM

GitHub: 2,056 stars · 130 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 lucidrains/toolformer-pytorch, 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
    Reposition the README's opening to clarify its role as a research implementation

    Why:

    CURRENT
    ## Toolformer - Pytorch (wip)

Implementation of <a href="https://arxiv.org/abs/2302.04761">Toolformer</a>, Language Models That Can Use Tools, by MetaAI
    COPY-PASTE FIX
    ## Toolformer - PyTorch: A Research Implementation of Language Models That Can Use Tools (MetaAI)

This repository provides a PyTorch implementation of the <a href="https://arxiv.org/abs/2302.04761">Toolformer architecture</a>, enabling language models to learn and utilize external tools. Unlike general LLM orchestration frameworks, this project focuses on the *core architectural principles* of Toolformer as described by MetaAI.
  • mediumtopics#2
    Add more specific topics related to LLM tool use and research

    Why:

    CURRENT
    api-calling, artificial-intelligence, attention-mechanisms, deep-learning, transformers
    COPY-PASTE FIX
    api-calling, artificial-intelligence, attention-mechanisms, deep-learning, transformers, llm-agents, tool-use, meta-ai-research
  • lowhomepage#3
    Add the repository URL as the homepage

    Why:

    COPY-PASTE FIX
    https://github.com/lucidrains/toolformer-pytorch

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 lucidrains/toolformer-pytorch
Avg rank
—
Lower is better. #1 = top recommendation.
Share of voice
0%
Of all named tools, what % are you?
Top rival
LangChain
Recommended in 1 of 2 queries
COMPETITOR LEADERBOARD
  1. LangChain · recommended 1×
  2. LlamaIndex · recommended 1×
  3. OpenAI Function Calling · recommended 1×
  4. Magentic · recommended 1×
  5. Instructor · recommended 1×
  • CATEGORY QUERY
    How to enable large language models to call external APIs for real-time data?
    you: not recommended
    AI recommended (in order):
    1. LangChain
    2. LlamaIndex
    3. OpenAI Function Calling
    4. Magentic
    5. Instructor
    6. Semantic Kernel
    7. Custom Implementation

    AI recommended 7 alternatives but never named lucidrains/toolformer-pytorch. This is the gap to close.

    Show full AI answer
  • CATEGORY QUERY
    Seeking a PyTorch library to integrate external functions and APIs into transformer models.
    you: not recommended
    AI recommended (in order):
    1. Hugging Face Transformers (huggingface/transformers)
    2. LangChain (langchain-ai/langchain)
    3. LlamaIndex (run-llama/llama_index)
    4. TorchScript (pytorch/pytorch)
    5. PyTorch Lightning (Lightning-AI/lightning)

    AI recommended 5 alternatives but never named lucidrains/toolformer-pytorch. 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 lucidrains/toolformer-pytorch?
    pass
    AI did not name lucidrains/toolformer-pytorch — 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 lucidrains/toolformer-pytorch in production, what risks or prerequisites should they evaluate first?
    pass
    AI named lucidrains/toolformer-pytorch 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 lucidrains/toolformer-pytorch solve, and who is the primary audience?
    pass
    AI named lucidrains/toolformer-pytorch explicitly

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

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