Models that call your tools reliably

An agent lives or dies on two things: calling the right function with valid arguments, and returning JSON your code can parse without a retry. Everything here does both. In a multi-step loop, a cheaper model with a low error rate beats an expensive one with the same error rate, because every retry pays twice.

331 models in this category · prices in toman per 1M tokens

Model	Capabilities	Context	Input / 1M	Output / 1M	≈ 1,000 words
Dots3-Note Preview (free)dots-studio/dots-3-note-preview:free	Free · shared capacityvisiontoolsreasoningjson	512,000	0	0	0
Gemma 4 26B A4B (free)google/gemma-4-26b-a4b-it:free	Free · shared capacityvisiontoolsreasoningjson	262,144	0	0	0
Gemma 4 31B (free)google/gemma-4-31b-it:free	Free · shared capacityvisiontoolsreasoningjson	262,144	0	0	0
LFM2.5-2.6B (free)liquid/lfm-2.5-2.6b:free	Free · shared capacitytoolsreasoningjson	65,536	0	0	0
MiniMax M2.7 (free)minimax/minimax-m2.7:free	Free · shared capacitytoolsreasoningjson	196,608	0	0	0
MiniMax M3 (free)minimax/minimax-m3:free	Free · shared capacityvisiontoolsreasoningjson	1,048,576	0	0	0
Nemotron 3 Super (free)nvidia/nemotron-3-super-120b-a12b:free	Free · shared capacitytoolsreasoningjson	262,144	0	0	0
Free Models Routeropenrouter/free	Free · shared capacityvisiontoolsreasoningjson	200,000	0	0	0
Mistral Nemomistralai/mistral-nemo	toolsjson	131,072	5,512	8,704	18
Ling 3.0 Flashinclusionai/ling-3.0-flash	toolsreasoningjson	262,144	6,093	18,278	32
Nex-N2-Mininex-agi/nex-n2-mini	visiontoolsreasoningjson	262,144	7,253	29,013	47
Llama 3.1 8B Instructmeta-llama/llama-3.1-8b-instruct	toolsjson	131,072	14,506	23,210	49
Solar Pro 4upstage/solar-pro4	toolsreasoningjson	524,288	8,704	34,815	57
gpt-oss-20bopenai/gpt-oss-20b	toolsreasoningjson	131,072	8,704	37,716	60
Qwen3.7 Flashqwen/qwen3.7-flash	visiontoolsreasoningjson	1,000,000	8,704	37,716	60
Mercury 2.5 Previewinception/mercury-2.5-preview	toolsreasoningjson	260,000	11,605	43,519	72
Gemma 3 12Bgoogle/gemma-3-12b-it	visiontoolsjson	131,072	14,506	43,519	75
Ministral 3 3B 2512mistralai/ministral-3b-2512	visiontoolsjson	131,072	29,013	29,013	75
Reka Edgerekaai/reka-edge	visiontoolsjson	16,384	29,013	29,013	75
gpt-oss-120bopenai/gpt-oss-120b	toolsreasoningjson	131,072	10,735	49,321	78
DeepSeek V4 Flash Latest~deepseek/deepseek-v4-flash-latest	toolsreasoningjson	1,310,720	14,506	46,420	79
GPT-5 Nano (batch)openai/gpt-5-nano:batch	visiontoolsreasoningjson	400,000	7,253	58,025	85
Ling 3.0 Flash Fininclusionai/ling-3.0-flash-fin	toolsreasoningjson	262,144	17,408	52,223	91
Qwen3 30B A3B Instruct 2507qwen/qwen3-30b-a3b-instruct-2507	toolsjson	262,144	13,970	56,009	91
Gemini 2.5 Flash Lite (batch)google/gemini-2.5-flash-lite:batch	visiontoolsreasoningjson	1,048,576	14,506	58,025	94
Granite 4.2 8Bibm-granite/granite-4.2-8b	toolsreasoningjson	131,072	29,013	43,519	94
Nemotron 3 Nano 30B A3Bnvidia/nemotron-3-nano-30b-a3b	toolsreasoningjson	262,144	14,506	58,025	94
GPT-4.1 Nano (batch)openai/gpt-4.1-nano:batch	visiontoolsjsonfiles	1,047,576	14,506	58,025	94
Qwen3.5-9Bqwen/qwen3.5-9b	visiontoolsreasoningjson	262,144	29,013	43,519	94
DeepSeek V4 Flash 0423deepseek/deepseek-v4-flash	toolsreasoningjson	1,048,576	25,707	51,414	100
Mistral Small 3.2 24Bmistralai/mistral-small-3.2-24b-instruct	visiontoolsjson	131,072	21,759	58,025	104
Nemotron 3.5 Lightningnvidia/nemotron-3.5-lightning	toolsreasoningjson	262,144	23,210	58,025	106
Muse Spark 1.2 Contributormeta/muse-spark-1.2-contributor	visiontoolsreasoningjson	1,048,576	29,013	58,025	113
Muse Spark 1.3 Contributormeta/muse-spark-1.3-contributor	visiontoolsreasoningjson	1,048,576	29,013	58,025	113
Ministral 3 8B 2512mistralai/ministral-8b-2512	visiontoolsjson	262,144	43,519	43,519	113
Qwen2.5 7B Instructqwen/qwen-2.5-7b-instruct	toolsjson	32,768	29,013	58,025	113
GLM Flash Latest~z-ai/glm-flash-latest	visiontoolsreasoningjson	1,310,720	20,671	68,905	116
Qwen3.5-Flashqwen/qwen3.5-flash-02-23	visiontoolsreasoningjson	1,000,000	18,858	75,433	123
GLM 5.3 Flashz-ai/glm-5.3-flash	visiontoolsreasoningjson	1,310,720	21,759	72,531	123
Qwen3 Coder 30B A3B Instructqwen/qwen3-coder-30b-a3b-instruct	toolsjson	262,144	20,309	81,235	132
Qwen3 14Bqwen/qwen3-14b	toolsreasoningjson	131,072	34,815	69,630	136
Qwen3 32Bqwen/qwen3-32b	toolsreasoningjson	131,072	23,210	81,235	136
Seed 1.6 Flashbytedance-seed/seed-1.6-flash	visiontoolsreasoningjson	262,144	21,759	87,038	141
GPT-4o-mini (batch)openai/gpt-4o-mini:batch	visiontoolsjsonfiles	128,000	21,759	87,038	141
gpt-oss-safeguard-20bopenai/gpt-oss-safeguard-20b	toolsreasoningjson	131,072	21,759	87,038	141
Llama 4 Scoutmeta-llama/llama-4-scout	visiontoolsjson	1,310,720	29,013	87,038	151
Ministral 3 14B 2512mistralai/ministral-14b-2512	visiontoolsjson	262,144	58,025	58,025	151
Voxtral Small 24B 2507mistralai/voxtral-small-24b-2507	toolsjsonfilesaudio	32,768	29,013	87,038	151
Gemma 4 26B A4B google/gemma-4-26b-a4b-it	visiontoolsreasoningjson	262,144	20,309	98,643	155
DeepSeek V4 Flash 0731deepseek/deepseek-v4-flash-0731	toolsreasoningjson	1,310,720	40,618	81,235	158
DeepSeek V4 Flash 0731 (batch)deepseek/deepseek-v4-flash-0731:batch	toolsreasoningjson	1,048,576	40,618	81,235	158
Llama 3.3 70B Instructmeta-llama/llama-3.3-70b-instruct	toolsjson	131,072	29,013	92,840	158
Qwen3.5-9B (batch)qwen/qwen3.5-9b:batch	visiontoolsreasoningjson	262,144	49,321	72,531	158
MiMo-V2.5xiaomi/mimo-v2.5	visiontoolsreasoningjson	1,050,000	40,618	81,235	158
Gemma 4 31Bgoogle/gemma-4-31b-it	visiontoolsreasoningjson	262,144	26,111	98,643	162
GPT-5 Nanoopenai/gpt-5-nano	visiontoolsreasoningjson	400,000	14,506	116,050	170
GLM 4.7 Flashz-ai/glm-4.7-flash	toolsreasoningjson	202,752	17,408	116,050	173
Nemotron 3 Supernvidia/nemotron-3-super-120b-a12b	toolsreasoningjson	1,000,000	24,661	116,050	183
Seed-2.0-Minibytedance-seed/seed-2.0-mini	visiontoolsreasoningjson	262,144	29,013	116,050	189
Gemini 2.5 Flash Litegoogle/gemini-2.5-flash-lite	visiontoolsreasoningjson	1,048,576	29,013	116,050	189
GPT-4.1 Nanoopenai/gpt-4.1-nano	visiontoolsjsonfiles	1,047,576	29,013	116,050	189
Qwen3 VL 32B Instructqwen/qwen3-vl-32b-instruct	visiontoolsjson	131,072	30,173	120,692	196
Gemma 3 27Bgoogle/gemma-3-27b-it	visiontoolsjson	131,072	23,210	130,556	200
Qwen3 8Bqwen/qwen3-8b	toolsreasoningjson	131,072	33,945	132,007	216
Qwen3 VL 8B Instructqwen/qwen3-vl-8b-instruct	visiontoolsjson	262,144	33,945	132,007	216
Qwen3 30B A3Bqwen/qwen3-30b-a3b	toolsreasoningjson	131,072	34,815	145,063	234
Qwen3.8 Flashqwen/qwen3.8-flash	visiontoolsreasoningjson	1,000,000	43,519	136,359	234
Qwen3 235B A22B Instruct 2507qwen/qwen3-235b-a22b-2507	toolsjson	262,144	26,111	159,569	241
GLM 5.3 Flash (batch)z-ai/glm-5.3-flash:batch	visiontoolsreasoningjson	1,048,575	43,519	145,063	245
Hy3tencent/hy3	toolsreasoningjson	262,144	38,297	153,186	249
DeepSeek V3.2deepseek/deepseek-v3.2	toolsreasoningjson	163,840	78,044	116,050	252
DeepSeek V3.2 Expdeepseek/deepseek-v3.2-exp	toolsreasoningjson	163,840	78,334	118,951	256
GPT-5.6 Luna Pro (batch)openai/gpt-5.6-luna-pro:batch	visiontoolsreasoningjson	1,050,000	29,013	174,075	264
GPT-5.6 Luna (batch)openai/gpt-5.6-luna:batch	visiontoolsreasoningjson	1,050,000	29,013	174,075	264
GPT-5.4 Nano (batch)openai/gpt-5.4-nano:batch	visiontoolsreasoningjson	400,000	29,013	181,328	273
Command R (08-2024)cohere/command-r-08-2024	toolsjson	128,000	43,519	174,075	283
Mistral Small 4mistralai/mistral-small-2603	visiontoolsreasoningjson	262,144	43,519	174,075	283
GPT-4o-miniopenai/gpt-4o-mini	visiontoolsjsonfiles	128,000	43,519	174,075	283
GPT-4o-mini (2024-07-18)openai/gpt-4o-mini-2024-07-18	visiontoolsjsonfiles	128,000	43,519	174,075	283
gpt-oss-120b (batch)openai/gpt-oss-120b:batch	toolsreasoningjson	131,072	43,519	174,075	283
Qwen3 VL 30B A3B Instructqwen/qwen3-vl-30b-a3b-instruct	visiontoolsjson	262,144	43,519	174,075	283
Solar Pro 3upstage/solar-pro-3	toolsreasoningjson	131,072	43,519	174,075	283
Qwen2.5 72B Instructqwen/qwen-2.5-72b-instruct	toolsjson	32,768	104,445	116,050	287
Llama 3.1 70B Instructmeta-llama/llama-3.1-70b-instruct	toolsjson	131,072	116,050	116,050	302
Sabamistralai/mistral-saba	toolsjsonfiles	32,768	58,025	174,075	302
UnslopNemo 12Bthedrummer/unslopnemo-12b	toolsjson	1,024,000	116,050	116,050	302
Gemini 3.1 Flash Lite (batch)google/gemini-3.1-flash-lite:batch	visiontoolsreasoningjson	1,048,576	36,266	217,594	330
DeepSeek V4 Flash Vision Expdeepseek/deepseek-v4-flash-vision-exp	visiontoolsreasoningjson	1,048,576	63,828	191,483	332
Llama 4 Maverickmeta-llama/llama-4-maverick	visiontoolsjson	1,048,576	58,025	201,927	338
Qwen3 Coder Nextqwen/qwen3-coder-next	toolsjson	262,144	34,815	232,100	347
Mercury 2inception/mercury-2	toolsreasoningjson	128,000	72,531	217,594	377
GPT-3.5 Turbo (batch)openai/gpt-3.5-turbo:batch	toolsjson	16,385	72,531	217,594	377
GPT-4.1 Mini (batch)openai/gpt-4.1-mini:batch	visiontoolsjsonfiles	1,047,576	58,025	232,100	377
Qwen3.6 35B A3Bqwen/qwen3.6-35b-a3b	visiontoolsreasoningjson	262,144	29,013	261,113	377
Qwen-Plusqwen/qwen-plus	toolsjson	1,000,000	75,433	226,298	392
Qwen Plus 0728qwen/qwen-plus-2025-07-28	toolsjson	1,000,000	75,433	226,298	392
GPT-5 Mini (batch)openai/gpt-5-mini:batch	visiontoolsreasoningjson	400,000	36,266	290,125	424
Qwen3 Coder Flashqwen/qwen3-coder-flash	toolsjson	1,000,000	56,574	282,872	441
Codestral 2508mistralai/codestral-2508	toolsjsonfiles	256,000	87,038	261,113	453
Qwen3 Next 80B A3B Instructqwen/qwen3-next-80b-a3b-instruct	toolsjson	262,144	29,013	319,138	453
GLM 4.6Vz-ai/glm-4.6v	visiontoolsreasoningjson	131,072	87,038	261,113	453
DeepSeek V3deepseek/deepseek-chat	toolsjson	163,840	92,840	258,211	456
DeepSeek V3 0324deepseek/deepseek-chat-v3-0324	toolsjson	163,840	72,531	290,125	471
DeepSeek V3.1 Terminusdeepseek/deepseek-v3.1-terminus	toolsreasoningjson	163,840	78,334	290,125	479
MiniMax M2minimax/minimax-m2	toolsreasoningjson	204,800	73,982	295,928	481
Qwen3 Coder 480B A35Bqwen/qwen3-coder	toolsjson	262,144	87,038	290,125	490
MiMo-V2.5-Proxiaomi/mimo-v2.5-pro	toolsreasoningjson	1,050,000	126,204	252,409	492
Qwen3.6 Flashqwen/qwen3.6-flash	visiontoolsreasoningjson	1,000,000	54,398	326,391	495
MiniMax M2.5minimax/minimax-m2.5	toolsreasoningjson	204,800	78,334	313,335	509
Qwen3 Next 80B A3B Thinkingqwen/qwen3-next-80b-a3b-thinking	toolsreasoningjson	262,144	43,519	348,150	509
Step 3.7 Flashstepfun/step-3.7-flash	visiontoolsreasoningjson	262,144	58,025	333,644	509
Gemma 4 31B (batch)google/gemma-4-31b-it:batch	visiontoolsreasoningjson	262,144	113,149	281,421	513
Gemini 2.5 Flash (batch)google/gemini-2.5-flash:batch	visiontoolsreasoningjson	1,048,576	43,519	362,656	528
Gemini 3.5 Flash Lite (batch)google/gemini-3.5-flash-lite:batch	visiontoolsreasoningjson	1,048,576	43,519	362,656	528
Muse Glimmer 30Bmeta/muse-glimmer-30b	visiontoolsreasoningjson	131,072	87,038	319,138	528
GPT-5.6 Lunaopenai/gpt-5.6-luna	visiontoolsreasoningjson	1,050,000	58,025	348,150	528
GPT-5.6 Luna Proopenai/gpt-5.6-luna-pro	visiontoolsreasoningjson	1,050,000	58,025	348,150	528
GPT-5.4 Nanoopenai/gpt-5.4-nano	visiontoolsreasoningjson	400,000	58,025	362,656	547
KAT-Coder-Pro V2kwaipilot/kat-coder-pro-v2	toolsjson	262,144	87,038	348,150	566
MiniMax M2.1minimax/minimax-m2.1	toolsreasoningjson	204,800	87,038	348,150	566