| 1 |
GitHub Copilot |
|
10/10 |
2 | 1 | 2 | 1 | 1 | 2 | 1 | 1 | 1 | 1 |
- GPT-6 Luna (#1) Strong IDE integration, broad language support, and reliable code completion and chat.
- Qwen 3.8 Flash (#1) Deepest IDE integration, widest language support, mature agent mode.
- DeepSeek V4 Pro (#1) Deepest IDE integration, best context awareness, and largest training corpus for code completion.
- Kimi K3 (#1) Most seamless editor integration and mature autocomplete backed by strong models.
- MiniMax M3 (#1) Best IDE integration, context-aware suggestions, and proven productivity gains for coding.
- Mistral Large 4 (#1) Best-in-class code completion and context awareness across IDEs.
- Nemotron 3 Ultra (#1) Best IDE integration; context-aware completions.
- Claude Haiku 5.5 (#2) Deep IDE integration and inline completions that fit smoothly into daily coding.
- Gemini 4 Argon (#2) Industry standard with unmatched IDE integration, ecosystem maturity, and versatile inline and chat assistance.
- GLM-5.3 (#2) Mature, seamless IDE integration; reliable autocomplete and chat across editors.
|
| 2 |
Cursor |
|
10/10 |
3 | 2 | 1 | 2 | 2 | 1 | 3 | 2 | 3 | 2 |
- Gemini 4 Argon (#1) Best AI-native IDE experience with multi-file editing, deep codebase context, and frontier model support.
- GLM-5.3 (#1) Popular AI-first editor with strong multi-file editing and fast iteration loop.
- GPT-6 Luna (#2) Excellent AI-native coding workflow with fast, context-aware editing across projects.
- Qwen 3.8 Flash (#2) AI-native editor with best-in-class multi-file edits and codebase awareness.
- DeepSeek V4 Pro (#2) AI-first IDE with inline editing and multi-file refactoring that feels magical.
- MiniMax M3 (#2) AI-native editor built on VS Code, excels at multi-file edits and codebase reasoning.
- Nemotron 3 Ultra (#2) AI-first editor; powerful codebase chat.
- Claude Haiku 5.5 (#3) AI-first code editor with strong multi-file edits and codebase-aware chat.
- Kimi K3 (#3) Best overall AI-native IDE experience with strong agentic coding and codebase context.
- Mistral Large 4 (#3) AI-native editor with powerful multi-file editing and codebase understanding.
|
| 3 |
Claude |
|
8/10 |
1 | 8 | 4 | | 3 | 6 | 2 | | 2 | 3 |
- Claude Haiku 5.5 (#1) Strong at reasoning over large codebases, careful refactoring, and clear explanations.
- Kimi K3 (#2) Excellent reasoning for complex refactors, debugging, and architectural guidance.
- Mistral Large 4 (#2) Excellent reasoning for complex coding tasks and large context windows.
- DeepSeek V4 Pro (#3) Superior reasoning for complex code generation, architecture discussions, and debugging.
- Nemotron 3 Ultra (#3) Excellent reasoning; large context window.
- Gemini 4 Argon (#4) Superior reasoning and coding accuracy for complex architecture, debugging, and large context windows.
- GPT-6 Luna (#8) Especially capable at code reasoning, refactoring, and explaining complex changes.
|
| 4 |
Windsurf |
|
10/10 |
7 | 3 | 3 | 7 | 6 | 4 | 6 | 6 | 9 | 7 |
- GPT-6 Luna (#3) Agentic IDE features make multi-file implementation and iteration approachable.
- Gemini 4 Argon (#3) Powerful agentic IDE with deep context awareness and seamless multi-step autonomous coding flows.
- GLM-5.3 (#4) Polished agentic IDE experience with solid cascade multi-step flows.
- Kimi K3 (#6) Powerful agentic IDE with competitive pricing and good multi-file editing.
- Claude Haiku 5.5 (#7) Agentic editor that handles multi-step coding tasks with good context awareness.
- Qwen 3.8 Flash (#7) Agentic flows with solid context awareness in a polished editor.
- Mistral Large 4 (#9) Agentic coding IDE with impressive autonomous task completion.
|
| 5 |
ChatGPT |
|
9/10 |
4 | 10 | 7 | | 4 | 8 | 4 | 9 | 4 | 4 |
- Claude Haiku 5.5 (#4) Versatile for debugging, prototyping, and explaining unfamiliar code or errors.
- DeepSeek V4 Pro (#4) Broad knowledge, fast iteration, and excellent code explanation with the GPT-4 model.
- Kimi K3 (#4) Versatile all-around assistant with strong code generation and broad ecosystem.
- Mistral Large 4 (#4) Versatile general assistant with strong debugging and explanation skills.
- Nemotron 3 Ultra (#4) Versatile coding help; strong plugin ecosystem.
- Gemini 4 Argon (#7) Versatile conversational assistant great for brainstorming, algorithm design, and quick syntax troubleshooting.
- GPT-6 Luna (#10) Versatile coding help, debugging, and prototyping with a capable range of tools.
|
| 6 |
Tabnine |
|
8/10 |
8 | | 6 | 6 | 7 | | 8 | 4 | 7 | 5 |
- MiniMax M3 (#4) Privacy-focused, supports many languages, and customizable to your codebase.
- Nemotron 3 Ultra (#5) Privacy-focused; local model options.
- Gemini 4 Argon (#6) Best for strict enterprise privacy, offering self-hosted deployments and bespoke model training.
- Qwen 3.8 Flash (#6) Privacy-focused with self-hosted option for regulated teams.
- DeepSeek V4 Pro (#7) Lightweight, privacy-focused option with on-premise deployment capabilities.
- Mistral Large 4 (#7) Privacy-focused with on-prem options and strong autocomplete.
- Claude Haiku 5.5 (#8) Privacy-focused completions that can run on-premises for sensitive codebases.
- Kimi K3 (#8) Strong privacy controls and on-prem options for security-conscious teams.
|
| 7 |
Claude Code |
|
4/10 |
| 4 | | 3 | | 3 | | 3 | | |
- Qwen 3.8 Flash (#3) Top-tier agentic coding for terminal-based large refactors.
- GLM-5.3 (#3) Best-in-class agentic coding; deeply understands codebases and handles complex refactors.
- MiniMax M3 (#3) Strong agentic coding abilities, handles large repos and complex refactors well.
|
| 8 |
Amazon Q Developer |
|
7/10 |
6 | 7 | 9 | 4 | | | 7 | 8 | | 9 |
- Qwen 3.8 Flash (#4) Strong AWS-integrated coding and security scanning.
- Claude Haiku 5.5 (#6) Useful for AWS-heavy work, with code generation and security scanning.
- GPT-6 Luna (#7) Useful IDE assistance with strong AWS knowledge and developer-focused features.
- Kimi K3 (#7) Best choice for AWS-heavy teams with deep cloud service knowledge.
- MiniMax M3 (#8) AWS-tuned, strong for cloud-heavy projects and security scanning features.
- Gemini 4 Argon (#9) Top choice for AWS-centric development, cloud infrastructure code, and automated code transformations.
- Nemotron 3 Ultra (#9) AWS-specific guidance; free for individuals.
|
| 9 |
Codeium |
|
7/10 |
9 | | | 8 | 5 | | 9 | 5 | 8 | 6 |
- DeepSeek V4 Pro (#5) Fast, free-tier-friendly alternative with solid autocomplete and chat features.
- MiniMax M3 (#5) Free, fast autocomplete with solid chat features and broad language support.
- Nemotron 3 Ultra (#6) Free tier; broad language support.
- Qwen 3.8 Flash (#8) Free individual plan with broad IDE support and fast completions.
- Mistral Large 4 (#8) Free, fast, and supports 70+ languages with minimal latency.
- Claude Haiku 5.5 (#9) Free-tier autocomplete and chat with broad language coverage.
|
| 10 |
OpenAI Codex |
|
3/10 |
| 5 | | 5 | | 9 | | | | |
- GLM-5.3 (#9) Powerful cloud coding agent backed by frontier reasoning models.
|
| 11 |
Sourcegraph Cody |
|
4/10 |
| | 8 | | 9 | | | 7 | 6 | |
- Mistral Large 4 (#6) Great for enterprise codebases with deep repo context and search.
- MiniMax M3 (#7) Excellent codebase-wide search and context for large monorepos.
- Gemini 4 Argon (#8) Exceptional codebase-aware assistant leveraging enterprise search for deep understanding of large repositories.
- DeepSeek V4 Pro (#9) Strong codebase indexing makes it uniquely aware of your entire project context.
|
| 12 |
Gemini |
|
2/10 |
5 | | | | | | 5 | | | |
- Claude Haiku 5.5 (#5) Good code generation with long context and solid Google Cloud tooling support.
- Kimi K3 (#5) Strong coding capability with huge context window for large codebases.
|
| 13 |
JetBrains AI Assistant |
|
6/10 |
| 6 | | 10 | | | 10 | 10 | 10 | 8 |
- GPT-6 Luna (#6) Convenient in JetBrains IDEs, with contextual help for coding and refactoring.
- Nemotron 3 Ultra (#8) Deep IDE integration; refactoring smarts.
- Qwen 3.8 Flash (#10) Natural fit inside IntelliJ, PyCharm, and other JetBrains IDEs.
- Kimi K3 (#10) Ideal for JetBrains IDE loyalists wanting integrated AI without switching tools.
- MiniMax M3 (#10) Tight integration with JetBrains IDEs and understands project context deeply.
- Mistral Large 4 (#10) Seamless integration for JetBrains IDE users with smart refactoring.
|
| 14 |
Amazon CodeWhisperer |
|
2/10 |
| | | | 10 | | | | 5 | |
- Mistral Large 4 (#5) Solid free tier with good AWS integration and security scanning.
- DeepSeek V4 Pro (#10) Decent inline suggestions with strong security scanning, though now absorbed into Amazon Q.
|
| 15 |
Aider |
|
1/10 |
| | | | | 5 | | | | |
- GLM-5.3 (#5) Excellent open-source terminal assistant; git-native workflow.
|