DeepSeek R2
LLM Provider / Model ยท Hard reasoning at 1/20th o3 cost, math (AIME 83.2%, MATH 98.1%), competitive programming, research-grade analysis on a budget
At a glance
| Input price | $0.40 |
| Output price | $1.50 |
| Cache price | $0.04 |
| Price tier | Budget |
| Context window | 128K |
| Max output | 32K |
| Context tier | 32K-128K |
| Speed tier | Slow/Reasoning |
| Latency | medium |
| Knowledge cutoff | Dec 2025 |
| Modality | Text-only |
| Model ID | deepseek-r2 |
| Provider | DeepSeek |
| HumanEval | 93% |
| MMLU | 86% |
| SWE-Bench | 55% |
| Benchmark | GPQA + AIME: top vs o3 |
| Released | Feb 2026 |
| Hosting | Closed/API |
| Capabilities | Tool use, Streaming, Structured output, Extended reasoning, Chain-of-thought, Function calling, Codeforces 2318 |
What DeepSeek R2 does
Tool use, Streaming, Structured output, Extended reasoning, Chain-of-thought, Function calling, Codeforces 2318
Best for
Hard reasoning at 1/20th o3 cost, math (AIME 83.2%, MATH 98.1%), competitive programming, research-grade analysis on a budget
Works well with
Integration
Agent / Orchestration
Conflicts & caveats
- Google Antigravity is built around Gemini 3 Pro; Claude and recent GPT-5 models also work, but DeepSeek R2 is not in the supported model list.
- Kiro's spec mode is tuned for Claude models โ DeepSeek R2 may work but spec-driven flows are best with Claude.
- OpenAI Codex (VS Code) is tied to OpenAI's GPT-5.1 Codex family โ DeepSeek R2 is not selectable inside this integration.
- Gemini CLI is locked to Google Gemini models โ your LLM is DeepSeek R2.
- Claude Code only works with Claude models โ your LLM is DeepSeek R2.
- Devin uses Cognition's proprietary model internally โ your selected DeepSeek R2 will be ignored.
- OpenAI Codex (Cloud) runs GPT-5.1 Codex internally โ your selected DeepSeek R2 will be ignored.
- Jules runs Gemini models internally โ your selected DeepSeek R2 will be ignored.
- The Claude Code SDK is tuned for Claude models โ DeepSeek R2 may work via the model adapter but loses Claude-specific features (thinking, prompt caching, sub-agents).
- Lovable uses a fixed internal model โ your selected DeepSeek R2 will be ignored.
- Replit Agent 3 uses its own model selection internally โ your selected DeepSeek R2 will be ignored.
Build a full stack around DeepSeek R2 โ Flowpicker shows compatibility warnings before you commit.
Open the stack planner โ