Ovis1.6-Llama3.2-3B Alternatives

Safer and better-maintained options, ranked by Nerq Trust Score. Updated 2026-03-19.

Ovis1.6-Llama3.2-3B has a Nerq Trust Score of 59 (D). Ovis1.6-Llama3.2-3B is an AI assistant.

#	Name	Trust	Grade	Stars	Key Difference
1	MycroftAI/mycroft-core	73	B	6.6k	Higher trust (73 vs 59); Much larger community
2	JaColBERTv2.5	63	C	22	Higher trust (63 vs 59)
3	Mixtral-8x22B-v0.1-GGUF	62	C	75	Higher trust (62 vs 59); More stars
4	Meta-Llama-3.1-8B-Instruct-FP8	62	C	44	Higher trust (62 vs 59)
5	gemma-3-4b-it-GGUF	62	C	27	Higher trust (62 vs 59)
6	Qwen3-Next-80B-A3B-Thinking-AWQ-4bit	62	C	22	Higher trust (62 vs 59)
7	Ovis2-1B	60	C	97	Higher trust (60 vs 59); More stars
8	Qwen3-VL-8B-Thinking-FP8	60	C	31	Higher trust (60 vs 59)
9	TheDrummer_Cydonia-24B-v4.3-GGUF	60	C	24	Higher trust (60 vs 59)
10	gpt-oss-vllm	60	C	1	Higher trust (60 vs 59)
11	Ovis2-34B	60	D	152	Higher trust (60 vs 59); Much larger community
12	Ovis2-4B	59	D	62	More stars
13	gemma-3-27b-it-GGUF	59	D	49	Similar scope
14	QwQ-32B-GGUF	59	D	46	Similar scope
15	Ministral-3-14B-Reasoning-2512-GGUF	59	D	37	Similar scope

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What are the best alternatives to Ovis1.6-Llama3.2-3B?

The top alternatives based on Nerq Trust Score are listed above, all independently evaluated for security and reliability.

Is it safe to switch from Ovis1.6-Llama3.2-3B?

Check each alternative's safety report by clicking its name. Trust scores above 70 indicate strong reliability.

How does Nerq rank Ovis1.6-Llama3.2-3B alternatives?

Alternatives are ranked by Trust Score v2, combining security, maintenance, documentation, and community signals.