Kimi K2.6

moonshotai/kimi-k2.6-20260420

MoonshotAI: Kimi K2.6, released by MoonshotAI on 2026-04-20, accepts text and image inputs and produces text output. It supports tool usage, reasoning capabilities, and provides open weights, with a context length of 262,144 tokens. Pricing is $0.684 per million input tokens and $3.42 per million output tokens.

tool use
structured outputs
reasoning

At a glance

providermoonshotai

releasedJan 1, 1970

context262K

input / M$0.95

Specifications

What the API gives you

Context window: 262K tokens
Max output: 236K tokens
Input price: $0.95 / 1M tokens
Output price: $4 / 1M tokens
Cache read: $0.16 / 1M tokens
Modalities: text, image → text
Knowledge cutoff: —
Released: Jan 1, 1970

Measured evidence

Public benchmark record

Design Arena Coding: 1309 Elo2026-07-28
Design Arena Coding: 1309 Elo2026-07-27
Design Arena Coding: 1308 Elo2026-07-30
Design Arena Coding: 1308 Elo2026-07-29
Design Arena Coding: 1308 Elo2026-07-31
Design Arena Coding: 1307 Elo2026-08-02
Design Arena Coding: 1306 Elo2026-08-05
Design Arena Coding: 1307 Elo2026-08-01
Design Arena Coding: 1304 Elo2026-08-09
Design Arena Coding: 1307 Elo2026-08-03
Design Arena Coding: 1306 Elo2026-08-04
Design Arena Coding: 1302 Elo2026-08-14
Design Arena Coding: 1306 Elo2026-08-06
Design Arena Coding: 1304 Elo2026-08-10
Design Arena Coding: 1306 Elo2026-08-07
Design Arena Coding: 1294 Elo2026-08-18
Design Arena Coding: 1305 Elo2026-08-08
Design Arena Coding: 1296 Elo2026-08-15
Design Arena Coding: 1304 Elo2026-08-11
Design Arena Coding: 1303 Elo2026-08-12
Design Arena Coding: 1299 Elo2026-08-21
Design Arena Coding: 1302 Elo2026-08-13
Design Arena Coding: 1293 Elo2026-08-19
Design Arena Coding: 1298 Elo2026-08-27
Design Arena Coding: 1293 Elo2026-08-20
Design Arena Coding: 1295 Elo2026-08-16
Design Arena Coding: 1294 Elo2026-08-17
Design Arena Coding: 1299 Elo2026-08-22
Design Arena Coding: 1299 Elo2026-08-23
Design Arena Coding: 1298 Elo2026-08-28
Design Arena Coding: 1299 Elo2026-08-24
Design Arena Coding: 1299 Elo2026-08-25
Design Arena Coding: 1299 Elo2026-08-26
Design Arena Coding: 1297 Elo2026-08-29
Design Arena Coding: 1297 Elo2026-08-30
Design Arena Coding: 1297 Elo2026-08-31
Design Arena Coding: 1297 Elo2026-09-01
Design Arena Coding: 1295 Elo2026-09-02
Design Arena Coding: 1293 Elo2026-09-03
Design Arena Coding: 1292 Elo2026-09-04
Design Arena Full-stack Agent: 1207 Elo2026-07-28
Design Arena Full-stack Agent: 1209 Elo2026-07-27
Design Arena Full-stack Agent: 1200 Elo2026-07-30
Design Arena Full-stack Agent: 1201 Elo2026-07-29
Design Arena Full-stack Agent: 1200 Elo2026-07-31
Design Arena Full-stack Agent: 1203 Elo2026-08-02
Design Arena Full-stack Agent: 1199 Elo2026-08-05
Design Arena Full-stack Agent: 1201 Elo2026-08-01
Design Arena Full-stack Agent: 1190 Elo2026-08-09
Design Arena Full-stack Agent: 1203 Elo2026-08-03
Design Arena Full-stack Agent: 1202 Elo2026-08-04
Design Arena Full-stack Agent: 1189 Elo2026-08-14
Design Arena Full-stack Agent: 1199 Elo2026-08-06
Design Arena Full-stack Agent: 1187 Elo2026-08-10
Design Arena Full-stack Agent: 1198 Elo2026-08-07
Design Arena Full-stack Agent: 1187 Elo2026-08-18
Design Arena Full-stack Agent: 1199 Elo2026-08-08
Design Arena Full-stack Agent: 1192 Elo2026-08-15
Design Arena Full-stack Agent: 1190 Elo2026-08-11
Design Arena Full-stack Agent: 1191 Elo2026-08-12
Design Arena Full-stack Agent: 1189 Elo2026-08-13
Design Arena Full-stack Agent: 1187 Elo2026-08-19
Design Arena Full-stack Agent: 1181 Elo2026-08-27
Design Arena Full-stack Agent: 1187 Elo2026-08-20
Design Arena Full-stack Agent: 1193 Elo2026-08-16
Design Arena Full-stack Agent: 1192 Elo2026-08-17
Design Arena Full-stack Agent: 1190 Elo2026-08-21
Design Arena Full-stack Agent: 1190 Elo2026-08-22
Design Arena Full-stack Agent: 1190 Elo2026-08-23
Design Arena Full-stack Agent: 1181 Elo2026-08-28
Design Arena Full-stack Agent: 1177 Elo2026-08-24
Design Arena Full-stack Agent: 1181 Elo2026-08-25
Design Arena Full-stack Agent: 1181 Elo2026-08-26
Design Arena Full-stack Agent: 1181 Elo2026-08-29
Design Arena Full-stack Agent: 1181 Elo2026-08-30
Design Arena Full-stack Agent: 1180 Elo2026-08-31
Design Arena Full-stack Agent: 1180 Elo2026-09-01
Design Arena Full-stack Agent: 1181 Elo2026-09-02
Design Arena Full-stack Agent: 1181 Elo2026-09-03
Design Arena Full-stack Agent: 1181 Elo2026-09-04
Design Arena UI: 1300 Elo2026-07-28
Design Arena UI: 1300 Elo2026-07-27
Design Arena UI: 1300 Elo2026-07-30
Design Arena UI: 1300 Elo2026-07-29
Design Arena UI: 1299 Elo2026-07-31
Design Arena UI: 1300 Elo2026-08-02
Design Arena UI: 1300 Elo2026-08-01
Design Arena UI: 1300 Elo2026-08-05
Design Arena UI: 1298 Elo2026-08-09
Design Arena UI: 1300 Elo2026-08-03
Design Arena UI: 1300 Elo2026-08-04
Design Arena UI: 1298 Elo2026-08-14
Design Arena UI: 1300 Elo2026-08-06
Design Arena UI: 1300 Elo2026-08-07
Design Arena UI: 1299 Elo2026-08-10
Design Arena UI: 1298 Elo2026-08-08
Design Arena UI: 1296 Elo2026-08-18
Design Arena UI: 1299 Elo2026-08-11
Design Arena UI: 1296 Elo2026-08-15
Design Arena UI: 1300 Elo2026-08-12
Design Arena UI: 1301 Elo2026-08-13
Design Arena UI: 1296 Elo2026-08-19
Design Arena UI: 1293 Elo2026-08-27
Design Arena UI: 1296 Elo2026-08-16
Design Arena UI: 1296 Elo2026-08-20
Design Arena UI: 1296 Elo2026-08-17
Design Arena UI: 1295 Elo2026-08-21
Design Arena UI: 1295 Elo2026-08-22
Design Arena UI: 1295 Elo2026-08-23
Design Arena UI: 1293 Elo2026-08-28
Design Arena UI: 1295 Elo2026-08-24
Design Arena UI: 1295 Elo2026-08-25
Design Arena UI: 1295 Elo2026-08-26
Design Arena UI: 1293 Elo2026-08-29
Design Arena UI: 1293 Elo2026-08-30
Design Arena UI: 1292 Elo2026-08-31
Design Arena UI: 1292 Elo2026-09-01
Design Arena UI: 1292 Elo2026-09-02
Design Arena UI: 1290 Elo2026-09-03
Design Arena UI: 1289 Elo2026-09-04
Design Arena Web-app Agent: 1268 Elo2026-07-28
Design Arena Web-app Agent: 1268 Elo2026-07-27
Design Arena Web-app Agent: 1268 Elo2026-07-30
Design Arena Web-app Agent: 1268 Elo2026-07-29
Design Arena Web-app Agent: 1268 Elo2026-07-31
Design Arena Web-app Agent: 1268 Elo2026-08-02
Design Arena Web-app Agent: 1268 Elo2026-08-01
Design Arena Web-app Agent: 1268 Elo2026-08-05
Design Arena Web-app Agent: 1268 Elo2026-08-09
Design Arena Web-app Agent: 1268 Elo2026-08-03
Design Arena Web-app Agent: 1268 Elo2026-08-04
Design Arena Web-app Agent: 1268 Elo2026-08-14
Design Arena Web-app Agent: 1268 Elo2026-08-06
Design Arena Web-app Agent: 1268 Elo2026-08-10
Design Arena Web-app Agent: 1268 Elo2026-08-07
Design Arena Web-app Agent: 1268 Elo2026-08-18
Design Arena Web-app Agent: 1268 Elo2026-08-08
Design Arena Web-app Agent: 1268 Elo2026-08-11
Design Arena Web-app Agent: 1268 Elo2026-08-15
Design Arena Web-app Agent: 1268 Elo2026-08-12
Design Arena Web-app Agent: 1268 Elo2026-08-13
Design Arena Web-app Agent: 1268 Elo2026-08-19
Design Arena Web-app Agent: 1268 Elo2026-08-27
Design Arena Web-app Agent: 1268 Elo2026-08-20
Design Arena Web-app Agent: 1268 Elo2026-08-16
Design Arena Web-app Agent: 1268 Elo2026-08-17
Design Arena Web-app Agent: 1268 Elo2026-08-21
Design Arena Web-app Agent: 1268 Elo2026-08-22
Design Arena Web-app Agent: 1268 Elo2026-08-23
Design Arena Web-app Agent: 1268 Elo2026-08-28
Design Arena Web-app Agent: 1268 Elo2026-08-24
Design Arena Web-app Agent: 1268 Elo2026-08-25
Design Arena Web-app Agent: 1268 Elo2026-08-26
Design Arena Web-app Agent: 1268 Elo2026-08-29
Design Arena Web-app Agent: 1268 Elo2026-08-30
Design Arena Web-app Agent: 1268 Elo2026-08-31
Design Arena Web-app Agent: 1268 Elo2026-09-01
Design Arena Web-app Agent: 1268 Elo2026-09-02
Design Arena Web-app Agent: 1268 Elo2026-09-03
Design Arena Web-app Agent: 1268 Elo2026-09-04
Design Arena Website: 1302 Elo2026-07-28
Design Arena Website: 1301 Elo2026-07-30
Design Arena Website: 1302 Elo2026-07-27
Design Arena Website: 1301 Elo2026-07-29
Design Arena Website: 1301 Elo2026-07-31
Design Arena Website: 1299 Elo2026-08-02
Design Arena Website: 1299 Elo2026-08-01
Design Arena Website: 1299 Elo2026-08-05
Design Arena Website: 1299 Elo2026-08-03
Design Arena Website: 1297 Elo2026-08-09
Design Arena Website: 1299 Elo2026-08-04
Design Arena Website: 1293 Elo2026-08-14
Design Arena Website: 1298 Elo2026-08-06
Design Arena Website: 1298 Elo2026-08-07
Design Arena Website: 1296 Elo2026-08-10
Design Arena Website: 1297 Elo2026-08-08
Design Arena Website: 1284 Elo2026-08-18
Design Arena Website: 1296 Elo2026-08-11
Design Arena Website: 1285 Elo2026-08-15
Design Arena Website: 1295 Elo2026-08-12
Design Arena Website: 1293 Elo2026-08-13
Design Arena Website: 1284 Elo2026-08-19
Design Arena Website: 1284 Elo2026-08-16
Design Arena Website: 1284 Elo2026-08-20
Design Arena Website: 1291 Elo2026-08-27
Design Arena Website: 1284 Elo2026-08-17
Design Arena Website: 1292 Elo2026-08-21
Design Arena Website: 1292 Elo2026-08-22
Design Arena Website: 1292 Elo2026-08-23
Design Arena Website: 1292 Elo2026-08-24
Design Arena Website: 1291 Elo2026-08-28
Design Arena Website: 1293 Elo2026-08-25
Design Arena Website: 1292 Elo2026-08-26
Design Arena Website: 1291 Elo2026-08-29
Design Arena Website: 1291 Elo2026-08-30
Design Arena Website: 1290 Elo2026-08-31
Design Arena Website: 1290 Elo2026-09-01
Design Arena Website: 1288 Elo2026-09-02
Design Arena Website: 1286 Elo2026-09-03
Design Arena Website: 1285 Elo2026-09-04
LiveBench Agentic Coding: 46.9%2026-06-25
LiveBench Coding: 78.6%2026-06-25
LiveBench Data Analysis: 65.1%2026-06-25
LiveBench Instruction Following: 64.4%2026-06-25
LiveBench Language: 75.1%2026-06-25
LiveBench Math: 84.3%2026-06-25
LiveBench Reasoning: 79.4%2026-06-25
LMArena Agent: -2.12026-07-13
LMArena Agent: -2.32026-07-20
LMArena Agent: -12026-07-27
LMArena Agent: -2.62026-07-21
LMArena Agent: -1.12026-07-28
LMArena Agent: -0.82026-08-03
LMArena Agent: -0.52026-08-12
LMArena Agent: -0.52026-08-06
LMArena Agent: -0.62026-08-11
LMArena Agent: -0.62026-08-13
LMArena Agent: 1.12026-08-24
LMArena Agent: 0.72026-08-27
LMArena Agent: 0.32026-08-31
LMArena Creative Writing: 1430 Elo2026-07-21
LMArena Creative Writing: 1431 Elo2026-07-27
LMArena Creative Writing: 1431 Elo2026-07-30
LMArena Creative Writing: 1430 Elo2026-08-02
LMArena Creative Writing: 1430 Elo2026-08-03
LMArena Creative Writing: 1430 Elo2026-08-06
LMArena Creative Writing: 1431 Elo2026-08-12
LMArena Creative Writing: 1431 Elo2026-08-21
LMArena Creative Writing: 1431 Elo2026-08-27
LMArena Creative Writing: 1432 Elo2026-09-01
LMArena Instruction Following: 1449 Elo2026-07-21
LMArena Instruction Following: 1449 Elo2026-07-27
LMArena Instruction Following: 1449 Elo2026-07-30
LMArena Instruction Following: 1449 Elo2026-08-02
LMArena Instruction Following: 1449 Elo2026-08-03
LMArena Instruction Following: 1449 Elo2026-08-06
LMArena Instruction Following: 1449 Elo2026-08-12
LMArena Instruction Following: 1449 Elo2026-08-21
LMArena Instruction Following: 1448 Elo2026-08-27
LMArena Instruction Following: 1448 Elo2026-09-01
LMArena Long Query: 1466 Elo2026-07-21
LMArena Long Query: 1466 Elo2026-07-27
LMArena Long Query: 1466 Elo2026-07-30
LMArena Long Query: 1466 Elo2026-08-02
LMArena Long Query: 1466 Elo2026-08-03
LMArena Long Query: 1466 Elo2026-08-06
LMArena Long Query: 1466 Elo2026-08-12
LMArena Long Query: 1467 Elo2026-08-21
LMArena Long Query: 1466 Elo2026-08-27
LMArena Long Query: 1466 Elo2026-09-01
LMArena Math: 1475 Elo2026-07-21
LMArena Math: 1475 Elo2026-07-27
LMArena Math: 1475 Elo2026-07-30
LMArena Math: 1474 Elo2026-08-02
LMArena Math: 1474 Elo2026-08-03
LMArena Math: 1474 Elo2026-08-06
LMArena Math: 1473 Elo2026-08-12
LMArena Math: 1473 Elo2026-08-21
LMArena Math: 1473 Elo2026-08-27
LMArena Math: 1473 Elo2026-09-01
LMArena Text: 1455 Elo2026-07-16
LMArena Text: 1461 Elo2026-08-02
LMArena Text: 1461 Elo2026-07-21
LMArena Text: 1461 Elo2026-07-27
LMArena Text: 1461 Elo2026-07-30
LMArena Text: 1461 Elo2026-08-06
LMArena Text: 1461 Elo2026-08-03
LMArena Text: 1460 Elo2026-08-10
LMArena Text: 1461 Elo2026-08-21
LMArena Text: 1461 Elo2026-08-12
LMArena Text: 1461 Elo2026-08-27
LMArena Text: 1461 Elo2026-09-01
LMArena Vision: 1283 Elo2026-07-12
LMArena Vision: 1265 Elo2026-07-21
LMArena Vision: 1264 Elo2026-07-26
LMArena Vision: 1264 Elo2026-07-30
LMArena Vision: 1264 Elo2026-08-02
LMArena Vision: 1263 Elo2026-08-06
LMArena Vision: 1263 Elo2026-08-21
LMArena Vision: 1263 Elo2026-08-27
LMArena WebDev: 1515 Elo2026-07-16
LMArena WebDev: 1515 Elo2026-07-21
LMArena WebDev: 1515 Elo2026-07-20
LMArena WebDev: 1510 Elo2026-07-27
LMArena WebDev: 1510 Elo2026-07-24
LMArena WebDev: 1510 Elo2026-07-28
LMArena WebDev: 1510 Elo2026-07-30
LMArena WebDev: 1510 Elo2026-08-01
LMArena WebDev: 1510 Elo2026-07-31
LMArena WebDev: 1510 Elo2026-08-06
LMArena WebDev: 1510 Elo2026-08-02
LMArena WebDev: 1509 Elo2026-08-12
LMArena WebDev: 1509 Elo2026-08-10
LMArena WebDev: 1509 Elo2026-08-14
LMArena WebDev: 1509 Elo2026-08-21
LMArena WebDev: 1509 Elo2026-08-30
LMArena WebDev: 1509 Elo2026-09-01
OSWorld Verified^‡: 4.6%2026-06-24enabled effort
SWE-rebench^‡: 46.5% ± 1.32026-05-15tools

LMArena data licensed CC-BY-4.0. Aider (Apache-2.0) and SWE-bench (MIT) are open. Design Arena uses blind human preference. ‡ Submitted scaffold plus model result. Compare the harness and effort settings, not only the model name.

Open-weight model on Hugging Face.

Task evidence

How broad is the support?

Each status is exact to this model version and the selected task. Official release claims remain provisional.

Best LLM for Competition MathEstablished evidence
100% of intended weighted task evidence across 2 independent sources. 5 of 5 configured evaluation feeds currently have results.
Best LLM for Business WritingEstablished evidence
100% of intended weighted task evidence across 2 independent sources. 5 of 5 configured evaluation feeds currently have results.
Best LLM for Logic & Problem SolvingEstablished evidence
100% of intended weighted task evidence across 2 independent sources. 5 of 5 configured evaluation feeds currently have results.
Best LLM for Marketing CopyEstablished evidence
100% of intended weighted task evidence across 2 independent sources. 5 of 5 configured evaluation feeds currently have results.
Best LLM for Chat & RoleplayEstablished evidence
100% of intended weighted task evidence across 2 independent sources. 5 of 5 configured evaluation feeds currently have results.
Best LLM for Creative WritingEstablished evidence
100% of intended weighted task evidence across 2 independent sources. 5 of 5 configured evaluation feeds currently have results.
Best LLM for Frontend & UIEstablished evidence
100% of intended weighted task evidence across 3 independent sources. 5 of 5 configured evaluation feeds currently have results.
Best LLM for WritingEstablished evidence
100% of intended weighted task evidence across 2 independent sources. 5 of 5 configured evaluation feeds currently have results.
Best LLM for Roleplay & CharacterEstablished evidence
100% of intended weighted task evidence across 2 independent sources. 5 of 5 configured evaluation feeds currently have results.
Best LLM for Math & ReasoningEstablished evidence
100% of intended weighted task evidence across 2 independent sources. 5 of 5 configured evaluation feeds currently have results.
Best LLM for a General AssistantEstablished evidence
100% of intended weighted task evidence across 2 independent sources. 5 of 5 configured evaluation feeds currently have results.
Best LLM for Computer & Browser UseEstablished evidence
90% of intended weighted task evidence across 2 independent sources. 4 of 4 configured evaluation feeds currently have results.
Best LLM for Code CompletionEstablished evidence
81% of intended weighted task evidence across 2 independent sources. 4 of 4 configured evaluation feeds currently have results.
Best LLM for CodingEstablished evidence
74% of intended weighted task evidence across 4 independent sources. 8 of 8 configured evaluation feeds currently have results.
Best LLM for Debugging & Code ReviewEstablished evidence
70% of intended weighted task evidence across 3 independent sources. 6 of 6 configured evaluation feeds currently have results.
Best Open-Weight LLM for Self-HostingEstablished evidence
67% of intended weighted task evidence across 2 independent sources. 3 of 4 configured evaluation feeds currently have results.
Best LLM for Image UnderstandingEstablished evidence
65% of intended weighted task evidence across 2 independent sources. 3 of 4 configured evaluation feeds currently have results.
Best Local LLM for CodingEstablished evidence
64% of intended weighted task evidence across 3 independent sources. 5 of 5 configured evaluation feeds currently have results.
Best LLM for Fast SummariesEstablished evidence
64% of intended weighted task evidence across 2 independent sources. 3 of 4 configured evaluation feeds currently have results.
Best Value LLMEstablished evidence
64% of intended weighted task evidence across 2 independent sources. 3 of 4 configured evaluation feeds currently have results.
Best LLM for Agentic CodingEstablished evidence
64% of intended weighted task evidence across 4 independent sources. 8 of 8 configured evaluation feeds currently have results.
Best LLM for Document SummarizationEstablished evidence
60% of intended weighted task evidence across 2 independent sources. 4 of 6 configured evaluation feeds currently have results.
Best LLM for SummarizationEstablished evidence
60% of intended weighted task evidence across 2 independent sources. 4 of 6 configured evaluation feeds currently have results.
Best LLM for Literary TranslationProvisional evidence
55% of intended weighted task evidence across 2 independent sources; broader independent confirmation is still missing from WMT translation. 4 of 5 configured evaluation feeds currently have results.
Best LLM for Everyday TranslationProvisional evidence
55% of intended weighted task evidence across 2 independent sources; broader independent confirmation is still missing from WMT translation. 4 of 5 configured evaluation feeds currently have results.
Best LLM for TranslationProvisional evidence
55% of intended weighted task evidence across 2 independent sources; broader independent confirmation is still missing from WMT translation. 4 of 5 configured evaluation feeds currently have results.
Best LLM for Autonomous AgentsProvisional evidence
54% of intended weighted task evidence across 4 independent sources; broader independent confirmation is still missing from Frontier-Bench or Terminal-Bench 2.1. 7 of 7 configured evaluation feeds currently have results.
Best LLM for AI AgentsProvisional evidence
52% of intended weighted task evidence across 4 independent sources; broader independent confirmation is still missing from Berkeley Function Calling or Terminal-Bench 2.1. 7 of 7 configured evaluation feeds currently have results.
Best Cheap LLM for High VolumeProvisional evidence
50% of intended weighted task evidence across 2 independent sources; broader independent confirmation is still missing from Route reliability. 3 of 4 configured evaluation feeds currently have results.
Cheapest Capable LLMProvisional evidence
50% of intended weighted task evidence across 2 independent sources; broader independent confirmation is still missing from Route reliability. 3 of 4 configured evaluation feeds currently have results.
Best LLM for Massive ContextProvisional evidence
50% of intended weighted task evidence across 1 independent source; broader independent confirmation is still missing from LongBench v2. 3 of 4 configured evaluation feeds currently have results.
Best LLM for OCR & DocumentsProvisional evidence
45% of intended weighted task evidence across 1 independent source; broader independent confirmation is still missing from Structured-output eval or VLMEvalKit tasks. 3 of 5 configured evaluation feeds currently have results.
Best LLM for Vision & DocumentsProvisional evidence
45% of intended weighted task evidence across 1 independent source; broader independent confirmation is still missing from Structured-output eval or VLMEvalKit tasks. 3 of 5 configured evaluation feeds currently have results.
Best LLM for Charts & DiagramsProvisional evidence
45% of intended weighted task evidence across 1 independent source; broader independent confirmation is still missing from Structured-output eval or VLMEvalKit tasks. 3 of 5 configured evaluation feeds currently have results.
Best LLM for Document ParsingProvisional evidence
45% of intended weighted task evidence across 1 independent source; broader independent confirmation is still missing from Structured-output eval or VLMEvalKit tasks. 3 of 5 configured evaluation feeds currently have results.
Best LLM for Hermes AgentProvisional evidence
45% of intended weighted task evidence across 2 independent sources; broader independent confirmation is still missing from Berkeley Function Calling or Terminal-Bench 2.1. 5 of 5 configured evaluation feeds currently have results.
Best LLM for OpenHandsProvisional evidence
45% of intended weighted task evidence across 2 independent sources; broader independent confirmation is still missing from Berkeley Function Calling or Terminal-Bench 2.1. 5 of 5 configured evaluation feeds currently have results.
Best LLM for GooseProvisional evidence
45% of intended weighted task evidence across 2 independent sources; broader independent confirmation is still missing from Berkeley Function Calling or Terminal-Bench 2.1. 5 of 5 configured evaluation feeds currently have results.
Best LLM for OpenClawProvisional evidence
45% of intended weighted task evidence across 2 independent sources; broader independent confirmation is still missing from Berkeley Function Calling or Terminal-Bench 2.1. 5 of 5 configured evaluation feeds currently have results.
Best LLM for JSON & Schema OutputProvisional evidence
39% of intended weighted task evidence across 2 independent sources; broader independent confirmation is still missing from Berkeley Function Calling or Structured-output eval. 4 of 5 configured evaluation feeds currently have results.
Best LLM for Structured Data ExtractionProvisional evidence
39% of intended weighted task evidence across 2 independent sources; broader independent confirmation is still missing from Berkeley Function Calling or Structured-output eval. 4 of 5 configured evaluation feeds currently have results.
Best LLM for RAG & Long ContextProvisional evidence
35% of intended weighted task evidence across 1 independent source; broader independent confirmation is still missing from FACTS Grounding or LMArena Search. 4 of 6 configured evaluation feeds currently have results.
Best LLM for High-Volume ExtractionProvisional evidence
31% of intended weighted task evidence across 1 independent source; broader independent confirmation is still missing from Route reliability or Structured-output eval. 2 of 4 configured evaluation feeds currently have results.
Best LLM for Tool & Function CallingProvisional evidence
25% of intended weighted task evidence across 1 independent source; broader independent confirmation is still missing from Berkeley Function Calling or LMArena Search. 4 of 5 configured evaluation feeds currently have results.
Best LLM for Grounded RAGProvisional evidence
10% of intended weighted task evidence across 0 independent sources; broader independent confirmation is still missing from CRAG or FACTS Grounding. 2 of 5 configured evaluation feeds currently have results.

Recommendation coverage

Where this model appears

#6Best LLM for Agentic Coding

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