Top-ranked stack
Developer-facing assistants for inline coding help, IDE workflows, and code suggestions.
Continue with Qwen2.5-Coder-7B-Instruct
75.8
overall
59.8
open
81.3
bench
11
non-open
Supply-chain graph
Continue with Qwen2.5-Coder-7B-Instruct
Code Completion stack options
86 options, 1 Pareto optimal
| Stack | Pref | Overall | Open | Bench | Popularity | Cost | Velocity | Prov | Sandbox | Non-open | Evidence |
|---|---|---|---|---|---|---|---|---|---|---|---|
| ContinueQwen2.5-Coder-7B-Instructagentic-coding, coding, developer-assistant | 75.6 | 75.8 | 59.8 | 81.3 | 88.3 | 75.2 | 70 | 84.2 | 58 | 11 | 590,718 GitHub stars13,975,663 HF downloadsHumanEvalPareto |
| ContinueNomic Embed Text v1.5agentic-coding, coding, developer-assistant | 72.1 | 71.6 | 59.5 | 62.3 | 89.3 | 74.6 | 70 | 84.3 | 58 | 10 | 590,718 GitHub stars17,630,308 HF downloadsMTEB |
| ContinueStarCoder2-3Bagentic-coding, coding, developer-assistant | 65.5 | 64 | 61 | 31.7 | 81.2 | 76.4 | 70 | 83.9 | 58 | 11 | 590,718 GitHub stars123,303 HF downloadsHumanEval |
| ContinueDeepSeek Chatagentic-coding, coding, developer-assistant | 54.1 | 52.3 | 50.5 | 0 | 77.4 | 71.5 | 70 | 67.8 | 58 | 10 | 328,636 GitHub stars0 HF downloadsSource-needed evaluation |
| ContinueDeepSeek Coder V2agentic-coding, coding, developer-assistant | 54.1 | 52.3 | 50.5 | 0 | 77.4 | 71.5 | 70 | 67.8 | 58 | 10 | 328,636 GitHub stars0 HF downloadsSource-needed evaluation |
| ContinueDeepSeek V3agentic-coding, coding, developer-assistant | 54.1 | 52.3 | 50.5 | 0 | 77.4 | 71.5 | 70 | 67.8 | 58 | 10 | 328,636 GitHub stars0 HF downloadsSource-needed evaluation |
| ContinueDevstral 27Bagentic-coding, coding, developer-assistant | 54.1 | 52.3 | 50.5 | 0 | 77.4 | 71.5 | 70 | 67.8 | 58 | 10 | 328,636 GitHub stars0 HF downloadsSource-needed evaluation |
| ContinueGemma 3 4Bagentic-coding, coding, developer-assistant | 54.1 | 52.3 | 50.5 | 0 | 77.4 | 71.5 | 70 | 67.8 | 58 | 10 | 328,636 GitHub stars0 HF downloadsSource-needed evaluation |
| Continuegpt-oss-120bagentic-coding, coding, developer-assistant | 54.1 | 52.3 | 50.5 | 0 | 77.4 | 71.5 | 70 | 67.8 | 58 | 10 | 328,636 GitHub stars0 HF downloadsSource-needed evaluation |
| Continuegpt-oss-20bagentic-coding, coding, developer-assistant | 54.1 | 52.3 | 50.5 | 0 | 77.4 | 71.5 | 70 | 67.8 | 58 | 10 | 328,636 GitHub stars0 HF downloadsSource-needed evaluation |
| ContinueKimi K2 1Tagentic-coding, coding, developer-assistant | 54.1 | 52.3 | 50.5 | 0 | 77.4 | 71.5 | 70 | 67.8 | 58 | 10 | 328,636 GitHub stars0 HF downloadsSource-needed evaluation |
| ContinueLlama 3agentic-coding, coding, developer-assistant | 54.1 | 52.3 | 50.5 | 0 | 77.4 | 71.5 | 70 | 67.8 | 58 | 10 | 328,636 GitHub stars0 HF downloadsSource-needed evaluation |
| ContinueLlama 3.1agentic-coding, coding, developer-assistant | 54.1 | 52.3 | 50.5 | 0 | 77.4 | 71.5 | 70 | 67.8 | 58 | 10 | 328,636 GitHub stars0 HF downloadsSource-needed evaluation |
| ContinueMistralagentic-coding, coding, developer-assistant | 54.1 | 52.3 | 50.5 | 0 | 77.4 | 71.5 | 70 | 67.8 | 58 | 10 | 328,636 GitHub stars0 HF downloadsSource-needed evaluation |
| ContinueQwen 2.5 VLagentic-coding, coding, developer-assistant | 54.1 | 52.3 | 50.5 | 0 | 77.4 | 71.5 | 70 | 67.8 | 58 | 10 | 328,636 GitHub stars0 HF downloadsSource-needed evaluation |
| ContinueQwen 3 Coderagentic-coding, coding, developer-assistant | 54.1 | 52.3 | 50.5 | 0 | 77.4 | 71.5 | 70 | 67.8 | 58 | 10 | 328,636 GitHub stars0 HF downloadsSource-needed evaluation |
| ContinueQwen2.5-Coder 1.5Bagentic-coding, coding, developer-assistant | 54.1 | 52.3 | 50.5 | 0 | 77.4 | 71.5 | 70 | 67.8 | 58 | 10 | 328,636 GitHub stars0 HF downloadsSource-needed evaluation |
| ContinueQwen3 Coder 30Bagentic-coding, coding, developer-assistant | 54.1 | 52.3 | 50.5 | 0 | 77.4 | 71.5 | 70 | 67.8 | 58 | 10 | 328,636 GitHub stars0 HF downloadsSource-needed evaluation |
| ContinueQwen3 Coder 480Bagentic-coding, coding, developer-assistant | 54.1 | 52.3 | 50.5 | 0 | 77.4 | 71.5 | 70 | 67.8 | 58 | 10 | 328,636 GitHub stars0 HF downloadsSource-needed evaluation |
| ContinueCodestralagentic-coding, coding, developer-assistant | 53.8 | 51.9 | 49.2 | 0 | 77.4 | 70.4 | 70 | 67.8 | 58 | 10 | 328,636 GitHub stars0 HF downloadsSource-needed evaluation |
| ContinueClaude 3.5 Haikuagentic-coding, coding, developer-assistant | 52.9 | 50.9 | 46.1 | 0 | 77.4 | 67.2 | 70 | 67.8 | 58 | 10 | 328,636 GitHub stars0 HF downloadsSource-needed evaluation |
| ContinueClaude 3.5 Sonnetagentic-coding, coding, developer-assistant | 52.9 | 50.9 | 46.1 | 0 | 77.4 | 67.2 | 70 | 67.8 | 58 | 10 | 328,636 GitHub stars0 HF downloadsSource-needed evaluation |
| ContinueClaude Opus 4.1agentic-coding, coding, developer-assistant | 52.9 | 50.9 | 46.1 | 0 | 77.4 | 67.2 | 70 | 67.8 | 58 | 10 | 328,636 GitHub stars0 HF downloadsSource-needed evaluation |
| ContinueClaude Sonnet 4agentic-coding, coding, developer-assistant | 52.9 | 50.9 | 46.1 | 0 | 77.4 | 67.2 | 70 | 67.8 | 58 | 10 | 328,636 GitHub stars0 HF downloadsSource-needed evaluation |
| ContinueClaude Sonnet 4.6agentic-coding, coding, developer-assistant | 52.9 | 50.9 | 46.1 | 0 | 77.4 | 67.2 | 70 | 67.8 | 58 | 10 | 328,636 GitHub stars0 HF downloadsSource-needed evaluation |
| ContinueCommand Aagentic-coding, coding, developer-assistant | 52.9 | 50.9 | 46.1 | 0 | 77.4 | 67.2 | 70 | 67.8 | 58 | 10 | 328,636 GitHub stars0 HF downloadsSource-needed evaluation |
| ContinueCommand A Reasoningagentic-coding, coding, developer-assistant | 52.9 | 50.9 | 46.1 | 0 | 77.4 | 67.2 | 70 | 67.8 | 58 | 10 | 328,636 GitHub stars0 HF downloadsSource-needed evaluation |
| ContinueCommand A Translateagentic-coding, coding, developer-assistant | 52.9 | 50.9 | 46.1 | 0 | 77.4 | 67.2 | 70 | 67.8 | 58 | 10 | 328,636 GitHub stars0 HF downloadsSource-needed evaluation |
| ContinueCommand A Visionagentic-coding, coding, developer-assistant | 52.9 | 50.9 | 46.1 | 0 | 77.4 | 67.2 | 70 | 67.8 | 58 | 10 | 328,636 GitHub stars0 HF downloadsSource-needed evaluation |
| ContinueDevstral Mediumagentic-coding, coding, developer-assistant | 52.9 | 50.9 | 46.1 | 0 | 77.4 | 67.2 | 70 | 67.8 | 58 | 10 | 328,636 GitHub stars0 HF downloadsSource-needed evaluation |
| ContinueFastApplyagentic-coding, coding, developer-assistant | 52.9 | 50.9 | 46.1 | 0 | 77.4 | 67.2 | 70 | 67.8 | 58 | 10 | 328,636 GitHub stars0 HF downloadsSource-needed evaluation |
| ContinueGemini 2.5 Flashagentic-coding, coding, developer-assistant | 52.9 | 50.9 | 46.1 | 0 | 77.4 | 67.2 | 70 | 67.8 | 58 | 10 | 328,636 GitHub stars0 HF downloadsSource-needed evaluation |
| ContinueGemini 2.5 Proagentic-coding, coding, developer-assistant | 52.9 | 50.9 | 46.1 | 0 | 77.4 | 67.2 | 70 | 67.8 | 58 | 10 | 328,636 GitHub stars0 HF downloadsSource-needed evaluation |
| ContinueGPT-3.5 Turboagentic-coding, coding, developer-assistant | 52.9 | 50.9 | 46.1 | 0 | 77.4 | 67.2 | 70 | 67.8 | 58 | 10 | 328,636 GitHub stars0 HF downloadsSource-needed evaluation |
| ContinueGPT-4agentic-coding, coding, developer-assistant | 52.9 | 50.9 | 46.1 | 0 | 77.4 | 67.2 | 70 | 67.8 | 58 | 10 | 328,636 GitHub stars0 HF downloadsSource-needed evaluation |
| ContinueGPT-4 Turboagentic-coding, coding, developer-assistant | 52.9 | 50.9 | 46.1 | 0 | 77.4 | 67.2 | 70 | 67.8 | 58 | 10 | 328,636 GitHub stars0 HF downloadsSource-needed evaluation |
| ContinueGPT-4oagentic-coding, coding, developer-assistant | 52.9 | 50.9 | 46.1 | 0 | 77.4 | 67.2 | 70 | 67.8 | 58 | 10 | 328,636 GitHub stars0 HF downloadsSource-needed evaluation |
| ContinueGPT-5agentic-coding, coding, developer-assistant | 52.9 | 50.9 | 46.1 | 0 | 77.4 | 67.2 | 70 | 67.8 | 58 | 10 | 328,636 GitHub stars0 HF downloadsSource-needed evaluation |
| ContinueGPT-5.1agentic-coding, coding, developer-assistant | 52.9 | 50.9 | 46.1 | 0 | 77.4 | 67.2 | 70 | 67.8 | 58 | 10 | 328,636 GitHub stars0 HF downloadsSource-needed evaluation |
| ContinueGrok 3agentic-coding, coding, developer-assistant | 52.9 | 50.9 | 46.1 | 0 | 77.4 | 67.2 | 70 | 67.8 | 58 | 10 | 328,636 GitHub stars0 HF downloadsSource-needed evaluation |
| ContinueGrok 3 Miniagentic-coding, coding, developer-assistant | 52.9 | 50.9 | 46.1 | 0 | 77.4 | 67.2 | 70 | 67.8 | 58 | 10 | 328,636 GitHub stars0 HF downloadsSource-needed evaluation |
| ContinueGrok 4agentic-coding, coding, developer-assistant | 52.9 | 50.9 | 46.1 | 0 | 77.4 | 67.2 | 70 | 67.8 | 58 | 10 | 328,636 GitHub stars0 HF downloadsSource-needed evaluation |
| ContinueGrok 4 Fast Non-Reasoningagentic-coding, coding, developer-assistant | 52.9 | 50.9 | 46.1 | 0 | 77.4 | 67.2 | 70 | 67.8 | 58 | 10 | 328,636 GitHub stars0 HF downloadsSource-needed evaluation |
| ContinueGrok 4 Fast Reasoningagentic-coding, coding, developer-assistant | 52.9 | 50.9 | 46.1 | 0 | 77.4 | 67.2 | 70 | 67.8 | 58 | 10 | 328,636 GitHub stars0 HF downloadsSource-needed evaluation |
| ContinueGrok Code Fast 1agentic-coding, coding, developer-assistant | 52.9 | 50.9 | 46.1 | 0 | 77.4 | 67.2 | 70 | 67.8 | 58 | 10 | 328,636 GitHub stars0 HF downloadsSource-needed evaluation |
| ContinueKimi K2agentic-coding, coding, developer-assistant | 52.9 | 50.9 | 46.1 | 0 | 77.4 | 67.2 | 70 | 67.8 | 58 | 10 | 328,636 GitHub stars0 HF downloadsSource-needed evaluation |
| ContinueMercury Coderagentic-coding, coding, developer-assistant | 52.9 | 50.9 | 46.1 | 0 | 77.4 | 67.2 | 70 | 67.8 | 58 | 10 | 328,636 GitHub stars0 HF downloadsSource-needed evaluation |
| ContinueMorph Embeddingsagentic-coding, coding, developer-assistant | 52.9 | 50.9 | 46.1 | 0 | 77.4 | 67.2 | 70 | 67.8 | 58 | 10 | 328,636 GitHub stars0 HF downloadsSource-needed evaluation |
| ContinueMorph Fast Applyagentic-coding, coding, developer-assistant | 52.9 | 50.9 | 46.1 | 0 | 77.4 | 67.2 | 70 | 67.8 | 58 | 10 | 328,636 GitHub stars0 HF downloadsSource-needed evaluation |
| ContinueMorph Rerankagentic-coding, coding, developer-assistant | 52.9 | 50.9 | 46.1 | 0 | 77.4 | 67.2 | 70 | 67.8 | 58 | 10 | 328,636 GitHub stars0 HF downloadsSource-needed evaluation |
| ContinueOpenAI o3agentic-coding, coding, developer-assistant | 52.9 | 50.9 | 46.1 | 0 | 77.4 | 67.2 | 70 | 67.8 | 58 | 10 | 328,636 GitHub stars0 HF downloadsSource-needed evaluation |
| ContinueOpenAI o3-miniagentic-coding, coding, developer-assistant | 52.9 | 50.9 | 46.1 | 0 | 77.4 | 67.2 | 70 | 67.8 | 58 | 10 | 328,636 GitHub stars0 HF downloadsSource-needed evaluation |
| ContinueRelace Instant Applyagentic-coding, coding, developer-assistant | 52.9 | 50.9 | 46.1 | 0 | 77.4 | 67.2 | 70 | 67.8 | 58 | 10 | 328,636 GitHub stars0 HF downloadsSource-needed evaluation |
| ContinueVoyage Code 3agentic-coding, coding, developer-assistant | 52.9 | 50.9 | 46.1 | 0 | 77.4 | 67.2 | 70 | 67.8 | 58 | 10 | 328,636 GitHub stars0 HF downloadsSource-needed evaluation |
| ContinueVoyage Rerank 2.5agentic-coding, coding, developer-assistant | 52.9 | 50.9 | 46.1 | 0 | 77.4 | 67.2 | 70 | 67.8 | 58 | 10 | 328,636 GitHub stars0 HF downloadsSource-needed evaluation |
| Continuezerank-1agentic-coding, coding, developer-assistant | 52.9 | 50.9 | 46.1 | 0 | 77.4 | 67.2 | 70 | 67.8 | 58 | 10 | 328,636 GitHub stars0 HF downloadsSource-needed evaluation |
| Continuezerank-1-smallagentic-coding, coding, developer-assistant | 52.9 | 50.9 | 46.1 | 0 | 77.4 | 67.2 | 70 | 67.8 | 58 | 10 | 328,636 GitHub stars0 HF downloadsSource-needed evaluation |
| GitHub CopilotQwen2.5agentic-coding, code-completion, developer-assistant | 31.2 | 27.7 | 23.9 | 0 | 0 | 53.1 | 50 | 47.5 | 55 | 8 | 0 GitHub stars0 HF downloadsSource-needed evaluation |
| GitHub CopilotClaude Fable 5agentic-coding, code-completion, developer-assistant | 28.8 | 25.1 | 15.6 | 0 | 0 | 45.1 | 50 | 47.5 | 55 | 8 | 0 GitHub stars0 HF downloadsSource-needed evaluation |
| GitHub CopilotClaude Haiku 4.5agentic-coding, code-completion, developer-assistant | 28.8 | 25.1 | 15.6 | 0 | 0 | 45.1 | 50 | 47.5 | 55 | 8 | 0 GitHub stars0 HF downloadsSource-needed evaluation |
| GitHub CopilotClaude Opus 4.6agentic-coding, code-completion, developer-assistant | 28.8 | 25.1 | 15.6 | 0 | 0 | 45.1 | 50 | 47.5 | 55 | 8 | 0 GitHub stars0 HF downloadsSource-needed evaluation |
| GitHub CopilotClaude Opus 4.7agentic-coding, code-completion, developer-assistant | 28.8 | 25.1 | 15.6 | 0 | 0 | 45.1 | 50 | 47.5 | 55 | 8 | 0 GitHub stars0 HF downloadsSource-needed evaluation |
| GitHub CopilotClaude Opus 4.8agentic-coding, code-completion, developer-assistant | 28.8 | 25.1 | 15.6 | 0 | 0 | 45.1 | 50 | 47.5 | 55 | 8 | 0 GitHub stars0 HF downloadsSource-needed evaluation |
| GitHub CopilotClaude Sonnet 4.5agentic-coding, code-completion, developer-assistant | 28.8 | 25.1 | 15.6 | 0 | 0 | 45.1 | 50 | 47.5 | 55 | 8 | 0 GitHub stars0 HF downloadsSource-needed evaluation |
| GitHub CopilotClaude Sonnet 4.6agentic-coding, code-completion, developer-assistant | 28.8 | 25.1 | 15.6 | 0 | 0 | 45.1 | 50 | 47.5 | 55 | 8 | 0 GitHub stars0 HF downloadsSource-needed evaluation |
| GitHub CopilotGemini 2.5 Proagentic-coding, code-completion, developer-assistant | 28.8 | 25.1 | 15.6 | 0 | 0 | 45.1 | 50 | 47.5 | 55 | 8 | 0 GitHub stars0 HF downloadsSource-needed evaluation |
| GitHub CopilotGemini 3 Flashagentic-coding, code-completion, developer-assistant | 28.8 | 25.1 | 15.6 | 0 | 0 | 45.1 | 50 | 47.5 | 55 | 8 | 0 GitHub stars0 HF downloadsSource-needed evaluation |
| GitHub CopilotGemini 3.1 Proagentic-coding, code-completion, developer-assistant | 28.8 | 25.1 | 15.6 | 0 | 0 | 45.1 | 50 | 47.5 | 55 | 8 | 0 GitHub stars0 HF downloadsSource-needed evaluation |
| GitHub CopilotGemini 3.5 Flashagentic-coding, code-completion, developer-assistant | 28.8 | 25.1 | 15.6 | 0 | 0 | 45.1 | 50 | 47.5 | 55 | 8 | 0 GitHub stars0 HF downloadsSource-needed evaluation |
| GitHub CopilotGPT-5 miniagentic-coding, code-completion, developer-assistant | 28.8 | 25.1 | 15.6 | 0 | 0 | 45.1 | 50 | 47.5 | 55 | 8 | 0 GitHub stars0 HF downloadsSource-needed evaluation |
| GitHub CopilotGPT-5.3-Codexagentic-coding, code-completion, developer-assistant | 28.8 | 25.1 | 15.6 | 0 | 0 | 45.1 | 50 | 47.5 | 55 | 8 | 0 GitHub stars0 HF downloadsSource-needed evaluation |
| GitHub CopilotGPT-5.4agentic-coding, code-completion, developer-assistant | 28.8 | 25.1 | 15.6 | 0 | 0 | 45.1 | 50 | 47.5 | 55 | 8 | 0 GitHub stars0 HF downloadsSource-needed evaluation |
| GitHub CopilotGPT-5.4 miniagentic-coding, code-completion, developer-assistant | 28.8 | 25.1 | 15.6 | 0 | 0 | 45.1 | 50 | 47.5 | 55 | 8 | 0 GitHub stars0 HF downloadsSource-needed evaluation |
| GitHub CopilotGPT-5.5agentic-coding, code-completion, developer-assistant | 28.8 | 25.1 | 15.6 | 0 | 0 | 45.1 | 50 | 47.5 | 55 | 8 | 0 GitHub stars0 HF downloadsSource-needed evaluation |
| GitHub CopilotMAI-Code-1-Flashagentic-coding, code-completion, developer-assistant | 28.8 | 25.1 | 15.6 | 0 | 0 | 45.1 | 50 | 47.5 | 55 | 8 | 0 GitHub stars0 HF downloadsSource-needed evaluation |
| GitHub CopilotRaptor miniagentic-coding, code-completion, developer-assistant | 28.8 | 25.1 | 15.6 | 0 | 0 | 45.1 | 50 | 47.5 | 55 | 8 | 0 GitHub stars0 HF downloadsSource-needed evaluation |
| Claude CodeClaude Fable 5agentic-coding, coding, coding-agent, developer-assistant | 28 | 24.3 | 15.6 | 0 | 0 | 38.8 | 50 | 45.8 | 55 | 8 | 0 GitHub stars0 HF downloadsSource-needed evaluation |
| Claude CodeClaude Haiku 4.5agentic-coding, coding, coding-agent, developer-assistant | 28 | 24.3 | 15.6 | 0 | 0 | 38.8 | 50 | 45.8 | 55 | 8 | 0 GitHub stars0 HF downloadsSource-needed evaluation |
| Claude CodeClaude Opus 4.5agentic-coding, coding, coding-agent, developer-assistant | 28 | 24.3 | 15.6 | 0 | 0 | 38.8 | 50 | 45.8 | 55 | 8 | 0 GitHub stars0 HF downloadsSource-needed evaluation |
| Claude CodeClaude Opus 4.6agentic-coding, coding, coding-agent, developer-assistant | 28 | 24.3 | 15.6 | 0 | 0 | 38.8 | 50 | 45.8 | 55 | 8 | 0 GitHub stars0 HF downloadsSource-needed evaluation |
| Claude CodeClaude Opus 4.7agentic-coding, coding, coding-agent, developer-assistant | 28 | 24.3 | 15.6 | 0 | 0 | 38.8 | 50 | 45.8 | 55 | 8 | 0 GitHub stars0 HF downloadsSource-needed evaluation |
| Claude CodeClaude Opus 4.8agentic-coding, coding, coding-agent, developer-assistant | 28 | 24.3 | 15.6 | 0 | 0 | 38.8 | 50 | 45.8 | 55 | 8 | 0 GitHub stars0 HF downloadsSource-needed evaluation |
| Claude CodeClaude Sonnet 4.5agentic-coding, coding, coding-agent, developer-assistant | 28 | 24.3 | 15.6 | 0 | 0 | 38.8 | 50 | 45.8 | 55 | 8 | 0 GitHub stars0 HF downloadsSource-needed evaluation |
| Claude CodeClaude Sonnet 4.6agentic-coding, coding, coding-agent, developer-assistant | 28 | 24.3 | 15.6 | 0 | 0 | 38.8 | 50 | 45.8 | 55 | 8 | 0 GitHub stars0 HF downloadsSource-needed evaluation |
| GitHub CopilotGitHub Copilot model setagentic-coding, code-completion, developer-assistant | 25.1 | 20.4 | 12.5 | 0 | 0 | 45.2 | 50 | 56.1 | 55 | 6 | 0 GitHub stars0 HF downloadsSource-needed evaluation |
| Claude CodeAnthropic Claude familyagentic-coding, coding, coding-agent, developer-assistant | 24.3 | 19.6 | 12.5 | 0 | 0 | 36.7 | 50 | 56.1 | 55 | 6 | 0 GitHub stars0 HF downloadsSource-needed evaluation |