| 1 |
GitHub Copilot |
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10/10 |
2 | 2 | 2 | 1 | 2 | 2 | 1 | 1 | 1 | 1 |
- Qwen 3.8 Flash (#1) Ubiquitous, best ecosystem integration and autocomplete quality.
- Kimi K3 (#1) Best autocomplete and code suggestions with seamless IDE integration and strong model.
- MiniMax M3 (#1) Mature, widely integrated AI pair programmer across IDEs.
- Mistral Large 4 (#1) Best overall balance of accuracy, IDE integration, and developer trust.
- Nemotron 3 Ultra (#1) Best overall integration, context awareness, and ecosystem support
- Claude Haiku 5.5 (#2) Widely adopted, deeply integrated across IDEs and GitHub workflows.
- GPT-6 Luna (#2) Broad IDE support, reliable completions, and useful agent features suit a wide range of developers.
- Gemini 4 Argon (#2) Industry standard with deep ecosystem integration, reliable autocomplete, and broad IDE support.
- DeepSeek V4 Pro (#2) Broadest ecosystem, strong completions, seamless GitHub integration.
- GLM-5.3 (#2) Most widely adopted; deep IDE integration and mature ecosystem.
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| 2 |
Cursor |
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10/10 |
1 | 1 | 1 | 2 | 1 | 3 | 2 | 2 | 2 | 2 |
- Claude Haiku 5.5 (#1) Polished AI-native editor with excellent codebase-aware editing and autocomplete.
- GPT-6 Luna (#1) Excellent agentic editing, codebase awareness, and fast inline workflows make it my top overall pick.
- Gemini 4 Argon (#1) Best overall AI-first IDE with unmatched codebase indexing and seamless multi-file editing.
- DeepSeek V4 Pro (#1) Best-in-class autocomplete and inline editing, deeply integrated IDE experience.
- Qwen 3.8 Flash (#2) Leading AI-native editor with deep codebase awareness.
- Kimi K3 (#2) AI-native editor that excels at multi-file edits and understanding large codebases.
- MiniMax M3 (#2) Best AI-native IDE with deep code understanding and editing.
- Mistral Large 4 (#2) Superior AI-native IDE with exceptional context awareness and codebase understanding.
- Nemotron 3 Ultra (#2) Superior AI-first IDE with powerful codebase understanding
- GLM-5.3 (#3) Popular AI-native editor with excellent autocomplete and agent mode.
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| 3 |
Claude Code |
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10/10 |
3 | 3 | 3 | 3 | 3 | 1 | 6 | 3 | 3 | 8 |
- GLM-5.3 (#1) Best agentic terminal-based coding workflow; strong reasoning and codebase understanding.
- Claude Haiku 5.5 (#3) Strong agentic coding in terminal, handles large multi-file refactors reliably.
- GPT-6 Luna (#3) Strong reasoning and autonomous terminal-based work make it especially effective on complex, multi-file tasks.
- Gemini 4 Argon (#3) Exceptional agentic CLI tool capable of complex reasoning and autonomous repository-wide refactoring.
- Qwen 3.8 Flash (#3) Top-tier agentic reasoning for complex multi-file refactors.
- DeepSeek V4 Pro (#3) Agentic power with deep reasoning, excels at complex multi-file tasks.
- MiniMax M3 (#3) Strong agentic coding with excellent repo-level reasoning.
- Mistral Large 4 (#3) Anthropic's coding agent excels at complex reasoning and large refactor tasks.
- Nemotron 3 Ultra (#8) Excellent reasoning for complex refactoring and architecture
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| 4 |
Windsurf |
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10/10 |
4 | 4 | 4 | 4 | 9 | 4 | 10 | 4 | 4 | 10 |
- Claude Haiku 5.5 (#4) Capable agentic IDE with good context handling and smooth flows.
- GPT-6 Luna (#4) Its Cascade agent combines project context and coordinated edits in a polished editor.
- Gemini 4 Argon (#4) Powerful agentic IDE featuring deep contextual awareness and intuitive flow state collaboration.
- Qwen 3.8 Flash (#4) Agentic flows with polished IDE experience.
- GLM-5.3 (#4) Polished agentic editor with smooth multi-file edits.
- MiniMax M3 (#4) AI-first IDE with smooth agent flows and Cascade.
- Mistral Large 4 (#4) Strong agentic IDE with good flow state and competitive pricing.
- DeepSeek V4 Pro (#9) Strong agentic flows and Cascade mode for autonomous refactoring.
- Nemotron 3 Ultra (#10) Strong agentic workflows and cascade memory features
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| 5 |
Amazon Q Developer |
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10/10 |
5 | 8 | 8 | 5 | 7 | 10 | 3 | 8 | 5 | 5 |
- Kimi K3 (#3) Deep AWS integration and security scanning make it ideal for cloud developers.
- Claude Haiku 5.5 (#5) Useful for AWS-centric development and security scanning.
- Qwen 3.8 Flash (#5) Best-in-class for AWS-centric development workflows.
- Mistral Large 4 (#5) Top choice for AWS-heavy enterprise environments with deep service integration.
- Nemotron 3 Ultra (#5) Deep AWS integration and cloud-native development
- DeepSeek V4 Pro (#7) Deep AWS integration, strong security scanning and code transformation.
- GPT-6 Luna (#8) Useful AWS-aware assistance and IDE integrations stand out for cloud-focused development.
- Gemini 4 Argon (#8) Unbeatable for AWS-centric workflows, cloud infrastructure code, and automated Java upgrades.
- MiniMax M3 (#8) AWS-integrated assistant strong for cloud and Java codebases.
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| 6 |
Tabnine |
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8/10 |
9 | | 7 | 7 | 6 | | 5 | 6 | 7 | 4 |
- Nemotron 3 Ultra (#4) Privacy-focused with local models and enterprise features
- Kimi K3 (#5) Privacy-focused AI assistant with local models and strong enterprise compliance.
- DeepSeek V4 Pro (#6) Reliable completions with strong privacy and on-premise deployment options.
- MiniMax M3 (#6) Privacy-focused local AI completions for enterprises.
- Gemini 4 Argon (#7) Top choice for strict enterprise privacy, offering secure, compliant, and locally hosted models.
- Qwen 3.8 Flash (#7) Privacy-focused with solid self-hosted deployment options.
- Mistral Large 4 (#7) Privacy-focused with strong autocomplete and enterprise compliance features.
- Claude Haiku 5.5 (#9) Good privacy-focused option for teams needing on-premises deployment.
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| 7 |
Codeium |
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5/10 |
| | | | 4 | | 4 | 5 | 10 | 3 |
- Nemotron 3 Ultra (#3) Generous free tier with wide IDE and language support
- DeepSeek V4 Pro (#4) Fast free completions, solid autocomplete with low latency.
- Kimi K3 (#4) Fast free autocomplete with unlimited usage and excellent context awareness.
- MiniMax M3 (#5) Fast free autocomplete with broad language coverage.
- Mistral Large 4 (#10) Fast, free-tier generous, and surprisingly capable for individual developers.
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| 8 |
OpenAI Codex |
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3/10 |
| 5 | | 6 | | 7 | | | | |
- GPT-6 Luna (#5) Cloud-based coding agents handle delegated implementation and review tasks particularly well.
- Qwen 3.8 Flash (#6) Strong autonomous agent for background coding tasks.
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| 9 |
Cline |
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5/10 |
| | 9 | 10 | | 6 | | 9 | 6 | |
- GLM-5.3 (#6) Open-source autonomous agent in VS Code with plan/act modes.
- Mistral Large 4 (#6) Best open-source option with transparent, model-agnostic architecture.
- MiniMax M3 (#9) Open-source VS Code agent with strong tool use.
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| 10 |
Replit |
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5/10 |
7 | 10 | | | 10 | | 8 | | | 6 |
- Claude Haiku 5.5 (#7) Easiest path from idea to running app in the browser.
- Kimi K3 (#8) AI pair programmer with real-time collaboration and instant environment setup.
- GPT-6 Luna (#10) An integrated browser workspace and AI agent make quick prototypes and deployments straightforward.
- DeepSeek V4 Pro (#10) Great for beginners, tight browser-based IDE integration.
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| 11 |
Sourcegraph Cody |
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3/10 |
| | 6 | | 5 | | | | 9 | |
- DeepSeek V4 Pro (#5) Excellent codebase-wide context and search, strong chat experience.
- Gemini 4 Argon (#6) Superior enterprise codebase context powered by advanced code search and flexible model selection.
- Mistral Large 4 (#9) Unmatched for large monorepo code search and cross-repository context.
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| 12 |
Claude |
|
3/10 |
6 | | | | | | 7 | | | 7 |
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| 13 |
JetBrains AI Assistant |
|
4/10 |
| 7 | | 8 | | 9 | | | 8 | |
- GPT-6 Luna (#7) Deep integration with JetBrains IDEs makes it a natural choice for their users.
- Qwen 3.8 Flash (#8) Deep native integration across JetBrains IDEs.
- Mistral Large 4 (#8) Seamless for JetBrains IDE users with solid refactoring and test generation.
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| 14 |
Aider |
|
3/10 |
| | 10 | | | 5 | | 7 | | |
- GLM-5.3 (#5) Open-source pair programmer with excellent git integration.
- MiniMax M3 (#7) Terminal-based AI pair programmer great for git workflows.
- Gemini 4 Argon (#10) Best open-source terminal pair programmer for git-integrated, multi-file edits with top LLMs.
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| 15 |
Gemini Code Assist |
|
3/10 |
| 6 | | 9 | | 8 | | | | |
- GPT-6 Luna (#6) Generous access and capable Google model integration make it a strong everyday coding companion.
- GLM-5.3 (#8) Huge context window and generous free tier.
- Qwen 3.8 Flash (#9) Huge context window excels at large monorepos.
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