What are the hardware requirements for ToolMind Web 3B?

ToolMind Web 3B requires approximately 7.9 GB of VRAM and supports a context window of 192K tokens. Quantized variants may run on less VRAM; see the Quantized Models section on this page.

Who developed ToolMind Web 3B and how large is it?

ToolMind Web 3B is developed by Nanbeige, a model with 3b parameters. The model is published as open weights on Hugging Face and indexed on LLM Explorer with full benchmark history.

Where can I download or evaluate ToolMind Web 3B?

ToolMind Web 3B is hosted on Hugging Face and linked from this page. LLM Explorer also lists quantized variants and similar alternatives if available.

ToolMind Web 3B by Nanbeige — VRAM 7.9GB, 192K context

Name: ToolMind Web 3B
Author: Nanbeige

ToolMind Web 3B is an open-source language model by Nanbeige. Features: 3b LLM, VRAM: 7.9GB, Context: 192K, License: apache-2.0, LLM Explorer Score: 0.23.

3b Conversational Deep-research En Llama Pytorch Rag Region:us Safetensors Search-agent Zh

Model Card on HF 🤗: https://huggingface.co/Nanbeige/ToolMind-Web-3B

ToolMind Web 3B Parameters and Internals

LLM Name	ToolMind Web 3B
Repository 🤗	https://huggingface.co/Nanbeige/ToolMind-Web-3B
Model Size	3b
Required VRAM	7.9 GB
Updated	2026-08-08
Maintainer	Nanbeige
Model Type	llama
Model Files	7.9 GB
Supported Languages	en zh
Model Architecture	LlamaForCausalLM
License	apache-2.0
Context Length	196608
Model Max Length	196608
Transformers Version	4.38.2
Tokenizer Class	LlamaTokenizer
Padding Token	<unk>
Vocabulary Size	166144
Torch Data Type	bfloat16

Rank the ToolMind Web 3B capabilities

Have you tried this model? Rate its performance — this feedback helps the ML community find the right model for their needs.

Instruction Following and Task Automation
Factuality and Completeness of Knowledge
Censorship and Alignment
Data Analysis and Insight Generation
Text Generation
Text Summarization and Feature Extraction
Code Generation
Multi-Language Support and Translation

Best Alternatives to ToolMind Web 3B

Best Alternatives	Context / RAM	Downloads	Likes
Nanbeige4.1 3B	256K / 7.9 GB	20875	1161
Nanbeige4.1 3B Heretic	256K / 7.9 GB	149	50
Nanbeige4.1 3B Bf16	256K / 7.9 GB	47	3
Nanbeige4.1 3B Heretic Mxfp4	256K / 7.9 GB	34	2
Nanbeige4.1 3B Heretic	256K / 7.9 GB	14	1
Nanbeige4.1 3B Heretic	256K / 7.9 GB	7	0
ISA 03 Mini 3B Hybrid Preview	256K / 6.5 GB	4	4
Llama 3.2 3B Instruct	128K / 6.5 GB	1829572	2368
G9v3 3B	128K / 6 GB	2670	31
Llama 3.2 3B Instruct	128K / 6.5 GB	186207	96

Note: green Score (e.g. "73.2") means that the model is better than Nanbeige/ToolMind-Web-3B.