RRepoGEO

REPOGEO REPORT · LITE

OpenBMB/ToolBench

Default branch master · commit d56fdd89 · scanned 6/28/2026, 8:47:48 AM

GitHub: 5,676 stars · 485 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
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/ToolBench, 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, tool-use, llm-evaluation, llm-training, api-integration, instruction-tuning, large-language-models, llm-benchmark, llm-agents
  • highreadme#2
    Add a concise tagline under the main README H1

    Why:

    CURRENT
    <h1> 🛠️ToolBench🤖</h1>
    COPY-PASTE FIX
    <h1> 🛠️ToolBench🤖</h1>

An Open Platform for Training, Serving, and Evaluating LLMs for Tool Learning and Real-World API Mastery.
  • mediumabout#3
    Enhance the 'About' description with key differentiators

    Why:

    CURRENT
    [ICLR'24 spotlight] An open platform for training, serving, and evaluating large language model for tool learning.
    COPY-PASTE FIX
    [ICLR'24 spotlight] An open platform for training, serving, and rigorously evaluating large language models (LLMs) for advanced tool learning and real-world API mastery, featuring large-scale instruction tuning data.

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/ToolBench
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. OpenAI Function Calling · recommended 1×
  4. Hugging Face Transformers Agents · recommended 1×
  5. Microsoft Semantic Kernel · recommended 1×
  • CATEGORY QUERY
    How to train a large language model to effectively use external APIs and tools?
    you: not recommended
    AI recommended (in order):
    1. LangChain
    2. LlamaIndex
    3. OpenAI Function Calling
    4. Hugging Face Transformers Agents
    5. Microsoft Semantic Kernel
    6. Axolotl
    7. LoRAX

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

    Show full AI answer
  • CATEGORY QUERY
    Seeking an open-source framework for developing and evaluating LLMs with advanced tool-use capabilities.
    you: not recommended
    AI recommended (in order):
    1. LangChain
    2. LlamaIndex
    3. Haystack (deepset)
    4. AutoGPT
    5. AgentVerse
    6. Open Interpreter

    AI recommended 6 alternatives but never named OpenBMB/ToolBench. 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/ToolBench?
    pass
    AI named OpenBMB/ToolBench 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/ToolBench in production, what risks or prerequisites should they evaluate first?
    pass
    AI named OpenBMB/ToolBench 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/ToolBench solve, and who is the primary audience?
    pass
    AI named OpenBMB/ToolBench 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/ToolBench — 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