MyOpenClaw

Model rankings
for agentic tasks.

Sorted by real-world agentic performance — not marketing claims. Every model is ranked by SWE-bench Verified (autonomous software engineering) and tool use reliability (function calling accuracy). Sort and filter to find your best match.

SWE-bench %— autonomous coding score
★★★★★— BFCL tool use reliability
Context— max conversation length

Top 5 by SWE-bench score

#1
Claude Opus 4.6
Anthropic
80.8%
#2
DeepSeek R1
Together AI
79.8%
#3
Gemini 3 Flash
Google (Gemini)
78%
#4
Gemini 3.1 Pro
Google (Gemini)
77%
#5
GLM-4.7
Zhipu AI
73.8%

All models — click any column to sort

29 models
1
Anthropic
Claude Haiku 4.5Fast
200K
Very Fast
$0.80
2
MiniMax
MiniMax M2.7Rec.
205K
Fast
$0.30
3
MiniMax
MiniMax M2.5 LightningFast
1M
Very Fast
$0.20
4
OpenAI
GPT-4.1Rec.
1M
Fast
$2.00
5
OpenAI
GPT-5.4Power
1.025390625M
Medium
$2.50
6
OpenAI
o3Power
200K
Medium
$10.00
7
OpenAI
GPT-5.4 MiniFast
400K
Very Fast
$0.75
8
Moonshot (Kimi)
Kimi K2.5Rec.
200K
Fast
$0.25
9
Moonshot (Kimi)
Kimi K2Fast
200K
Fast
$0.15
10
xAI (Grok)
Grok 4Rec.
2M
Fast
$5.00
11
xAI (Grok)
Grok 4.1 FastFast
2M
Fast
$2.00
12
Groq
Llama 3.3 70BRec.
128K
Ultra Fast
$0.59
13
Groq
Llama 3.1 8B InstantFast
128K
Ultra Fast
$0.05
14
Mistral AI
Mistral LargeRec.
128K
Fast
$2.00
15
Mistral AI
Mistral SmallFast
32K
Fast
$0.20
16
Together AI
Llama 3.3 70B TurboRec.
128K
Fast
$0.88
17
Together AI
Llama 3.1 8B TurboFast
128K
Very Fast
$0.18
18
Hugging Face
Llama 3.3 70BRec.
128K
Fast
$0.40
19
Hugging Face
Llama 3.1 8BFast
128K
Fast
$0.10
20
Hugging Face
Qwen 2.5 72BPower
128K
Fast
$0.40
21
Venice AI
Llama 3.3 70B (Private)Rec.
128K
Fast
Varies
22
Zhipu AI
GLM-4 FlashFast
128K
Very Fast
Free
23
OpenRouter
Auto (Smart Routing)Rec.
2M
Fast
Varies
24
Anthropic
Claude Opus 4.6Power
80.8%
1M
Medium
$15.00
25
Together AI
DeepSeek R1Power
79.8%
128K
Medium
$3.00
26
Google (Gemini)
Gemini 3 FlashFast
78%
1M
Very Fast
$0.15
27
Google (Gemini)
Gemini 3.1 ProRec.
77%
2M
Medium
$2.50
28
Zhipu AI
GLM-4.7Rec.
73.8%
128K
Fast
$0.10
29
Anthropic
Claude Sonnet 4.6Rec.
72%
1M
Fast
$3.00

SWE-bench Verified (%) = agentic coding performance. Higher is better. Tool use stars = Berkeley Function Calling Leaderboard (BFCL) reliability score. Input prices in USD per 1M tokens. Last updated March 2026 — verify at provider sites.

How we score models

SWE-bench Verified (%)

The gold standard for agentic coding performance. Models are given 500 real GitHub issues and must autonomously write code to solve them. A score of 70%+ means the model can handle 7 in 10 real-world engineering tasks without human help. OpenClaw's agents rely heavily on this capability for file operations, cron jobs, and automated workflows.

Tool Use Reliability (★★★★★)

Based on the Berkeley Function Calling Leaderboard (BFCL) — the standard test for how reliably a model calls functions/tools correctly. OpenClaw uses tools for every core feature: scheduled messages, file operations, heartbeats, and more. Models scoring below ★★★ are excluded from our presets to prevent user-facing failures.

Pick any model, switch anytime

OpenClaw lets you choose your AI provider and model in your dashboard settings. Test a few — your agents, integrations, and history stay intact when you switch.