RRepoGEO

REPOGEO REPORT · LITE

OpenBMB/BMTools

Default branch main · commit 85869fc6 · scanned 5/28/2026, 12:18:09 AM

GitHub: 2,776 stars · 248 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 OpenBMB/BMTools, 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 relevant topics to the repository

    Why:

    COPY-PASTE FIX
    llm, tool-learning, chatgpt-plugins, ai-agents, large-language-models, plugin-framework
  • highreadme#2
    Reposition the core value proposition higher in the README

    Why:

    CURRENT
    <div align= "center">
        <h1> BMTools</h1>
    </div>
    
    
    
    <p align="center">
      <a href="#whats-new">News</a> •
      <a href="#1-setup">Setup</a> •
      <a href="#2-use-existing-tools">How To Use</a> •
      <a href="https://arxiv.org/abs/2304.08354">Paper</a> •
      <a href="https://bmtools.readthedocs.io/en/main/">Docs</a> •
      <a href="https://github.com/thunlp/ToolLearningPapers">Paper List</a> •
      <a href="https://huggingface.co/spaces/congxin95/BMTools-demo">Demo</a> •
      <a href="#citation">Citation</a> •
    </p>
    
    
    
    *Read this in [Chinese](README_zh.md).*
    
    
    <br>
    
    <div align="center">
    
    </div>
    <br>
    
    BMTools is an open-source repository that extends language models using tools and serves as a platform for the community to build and share tools. In this repository, you can (1) easily build a plugin by writing python functions (2) use external ChatGPT-Plugins.
    COPY-PASTE FIX
    <div align= "center">
        <h1> BMTools</h1>
    </div>
    
    BMTools is an open-source repository that extends language models using tools and serves as a platform for the community to build and share tools. In this repository, you can (1) easily build a plugin by writing python functions (2) use external ChatGPT-Plugins.
    
    <p align="center">
      <a href="#whats-new">News</a> •
      <a href="#1-setup">Setup</a> •
      <a href="#2-use-existing-tools">How To Use</a> •
      <a href="https://arxiv.org/abs/2304.08354">Paper</a> •
      <a href="https://bmtools.readthedocs.io/en/main/">Docs</a> •
      <a href="https://github.com/thunlp/ToolLearningPapers">Paper List</a> •
      <a href="https://huggingface.co/spaces/congxin95/BMTools-demo">Demo</a> •
      <a href="#citation">Citation</a> •
    </p>
    
    *Read this in [Chinese](README_zh.md).*
  • mediumhomepage#3
    Add a homepage URL to the repository

    Why:

    COPY-PASTE FIX
    https://bmtools.readthedocs.io/en/main/

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 OpenBMB/BMTools
Avg rank
Lower is better. #1 = top recommendation.
Share of voice
0%
Of all named tools, what % are you?
Top rival
LangChain
Recommended in 2 of 2 queries
COMPETITOR LEADERBOARD
  1. LangChain · recommended 2×
  2. LlamaIndex · recommended 2×
  3. Haystack · recommended 2×
  4. OpenAI Function Calling · recommended 1×
  5. Microsoft Semantic Kernel · recommended 1×
  • CATEGORY QUERY
    How to enable large language models to interact with and utilize external tools?
    you: not recommended
    AI recommended (in order):
    1. LangChain
    2. LlamaIndex
    3. OpenAI Function Calling
    4. Microsoft Semantic Kernel
    5. Haystack
    6. AutoGPT
    7. BabyAGI

    AI recommended 7 alternatives but never named OpenBMB/BMTools. This is the gap to close.

    Show full AI answer
  • CATEGORY QUERY
    Open-source platform for developing and integrating custom plugins with AI models?
    you: not recommended
    AI recommended (in order):
    1. LangChain
    2. OpenAI's Plugin System
    3. Hugging Face Transformers
    4. Gradio
    5. Streamlit
    6. LlamaIndex
    7. Haystack

    AI recommended 7 alternatives but never named OpenBMB/BMTools. 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 OpenBMB/BMTools?
    pass
    AI named OpenBMB/BMTools explicitly

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

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

    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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OpenBMB/BMTools — 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