Coding-agent harnesses
Processes that own one model conversation and its tool loop.
| Criterion |  Claude Code  |  Codex CLI |  Grok Build |  Pi coding agent |  Cursor CLI |  Amp |  Antigravity CLI |  OpenCode CLI |  Muse Code |  jcode |  DeepCode | |  GitHub Copilot CLI |  Gemini CLI |  Prime Agent |  DeepSeek Harness |  pool | |  Kilo Code CLI |  Mistral Vibe |  Continue CLI |  Crush |  Auggie CLI |  Kiro CLI |  Amplifier Agent |  gptme |  Factory Droid CLI |  CodeWhale |  Qwen Code |  Goose CLI |  Aider |  Rovo Dev CLI |  Oh My OpenAgent |  Oh My Pi |  Open Interpreter |  SWE-agent |  Reasonix |  Junie CLI |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| Product identity | ||||||||||||||||||||||||||||||||||||||
| Source model | Proprietary↗ | Open source↗ | Open source↗ | Open source↗ | Proprietary↗ | Proprietary↗ | Proprietary↗ | Open source↗ | Proprietary↗ | Open source↗ | Open source↗ | Proprietary↗ | Proprietary↗ | Open source↗ | Open source↗ | Open source↗ | Source available↗ | Open source↗ | Open source↗ | Open source↗ | Open source↗ | Source available↗ | Proprietary↗ | Proprietary↗ | Open source↗ | Open source↗ | Proprietary↗ | Open source↗ | Open source↗ | Open source↗ | Open source↗ | Proprietary↗ | Source available↗ | Open source↗ | Open source↗ | Open source↗ | Open source↗ | Proprietary↗ |
| Primary workflow object | Agent conversation↗ | Agent conversation↗ | Agent conversation↗ | Agent conversation↗ | Agent conversation↗ | Agent conversation↗ | Agent conversation↗ | Agent conversation↗ | Agent conversation↗ | Agent conversation↗ | Agent conversation↗ | Agent conversation↗ | Agent conversation↗ | Agent conversation↗ | Agent conversation↗ | Agent conversation↗ | Agent conversation↗ | Agent conversation↗ | Agent conversation↗ | Agent conversation↗ | Agent conversation↗ | Agent conversation↗ | Agent conversation↗ | Agent conversation↗ | Agent conversation↗ | Agent conversation↗ | Agent conversation↗ | Agent conversation↗ | Agent conversation↗ | Agent conversation↗ | Agent conversation↗ | Agent conversation↗ | Agent conversation↗ | Agent conversation↗ | Agent conversation↗ | Agent conversation↗ | Agent conversation↗ | Agent conversation↗ |
| Product status | Active↗ | Active↗ | Unknown | Unknown | Unknown | Active↗ | Unknown | Unknown | Beta↗ | Active↗ | Active↗ | Active↗ | Beta↗ | Active↗ | Active↗ | Beta↗ | Active↗ | Active↗ | Active↗ | Active↗ | Active↗ | Active↗ | Beta↗ | Active↗ | Active↗ | Active↗ | Unknown | Active↗ | Active↗ | Unknown | Unknown | Active↗ | Active↗ | Active↗ | Active↗ | Active↗ | Active↗ | Active↗ |
| Execution and data boundary | ||||||||||||||||||||||||||||||||||||||
| Execution location | Local process↗ | Local process↗ | Local process↗ | Local process↗ | Local process↗ | Local process, Vendor cloud↗ | Local process↗ | Local process↗ | Local process↗ | Local process↗ | Local process, Local daemon↗ | Local process, Vendor cloud↗ | Local process, Vendor cloud↗ | Local process↗ | Local process, Local daemon↗ | Local process↗ | Local process, Container↗ | Local process↗ | Local process↗ | Local process↗ | Local process↗ | Local process↗ | Local process, Vendor cloud↗ | Local process, Vendor cloud↗ | Local process↗ | Local process↗ | Local process↗ | Local process↗ | Local process↗ | Local process↗ | Local process↗ | Local process, Vendor cloud↗ | Local process↗ | Local process↗ | Local process↗ | Local process, Container↗ | Local process, Local daemon↗ | Local process↗ |
| Runtime | ||||||||||||||||||||||||||||||||||||||
| Interactive CLI or TUI | Built in↗ | Built in↗ | Built in↗ | Built in↗ | Built in↗ | Built in↗ | Built in↗ | Built in↗ | Built in↗ | Built in↗ | Built in↗ | Built in↗ | Built in↗ | Built in↗ | Built in↗ | Via extension↗ | Built in↗ | Built in↗ | Built in↗ | Built in↗ | Built in↗ | Built in↗ | Built in↗ | Built in↗ | Not available↗ | Built in↗ | Built in↗ | Built in↗ | Built in↗ | Built in↗ | Built in↗ | Built in↗ | Built in↗ | Built in↗ | Built in↗ | Limited↗ | Built in↗ | Built in↗ |
| Automation | ||||||||||||||||||||||||||||||||||||||
| Headless or non-interactive mode | Built in↗ | Built in↗ | Built in↗ | Built in↗ | Built in↗ | Built in↗ | Built in↗ | Built in↗ | Unknown | Built in↗ | Built in↗ | Built in↗ | Built in↗ | Built in↗ | Built in↗ | Built in↗ | Built in↗ | Limited↗ | Built in↗ | Built in↗ | Built in↗ | Built in↗ | Built in↗ | Built in↗ | Built in↗ | Built in↗ | Built in↗ | Built in↗ | Built in↗ | Built in↗ | Built in↗ | Built in↗ | Built in↗ | Built in↗ | Built in↗ | Built in↗ | Built in↗ | Built in↗ |
| Structured machine output | Built in↗ | Built in↗ | Built in↗ | Built in↗ | Built in↗ | Built in↗ | Built in↗ | Built in↗ | Limited↗ | Built in↗ | Built in↗ | Built in↗ | Built in↗ | Built in↗ | Built in↗ | Limited↗ | Built in↗ | Limited↗ | Limited↗ | Built in↗ | Built in↗ | Unknown | Built in↗ | Limited↗ | Built in↗ | Built in↗ | Built in↗ | Built in↗ | Built in↗ | Built in↗ | Unknown | Built in↗ | Built in↗ | Built in↗ | Built in↗ | Built in↗ | Unknown | Built in↗ |
| Model access | ||||||||||||||||||||||||||||||||||||||
| Multiple model providers | Built in↗ | Built in↗ | Built in↗ | Built in↗ | Unknown | Built in↗ | Unknown | Built in↗ | Limited↗ | Built in↗ | Built in↗ | Limited↗ | Limited↗ | Unknown | Built in↗ | Built in↗ | Built in↗ | Built in↗ | Built in↗ | Built in↗ | Built in↗ | Built in↗ | Limited↗ | Limited↗ | Built in↗ | Built in↗ | Unknown | Built in↗ | Built in↗ | Built in↗ | Built in↗ | Limited↗ | Built in↗ | Built in↗ | Built in↗ | Built in↗ | Built in↗ | Built in↗ |
| Session | ||||||||||||||||||||||||||||||||||||||
| Named session resume | Built in↗ | Built in↗ | Built in↗ | Built in↗ | Built in↗ | Built in↗ | Built in↗ | Built in↗ | Built in↗ | Built in↗ | Built in↗ | Built in↗ | Built in↗ | Built in↗ | Built in↗ | Built in↗ | Built in↗ | Built in↗ | Built in↗ | Built in↗ | Built in↗ | Built in↗ | Built in↗ | Built in↗ | Built in↗ | Built in↗ | Built in↗ | Built in↗ | Built in↗ | Built in↗ | Built in↗ | Built in↗ | Built in↗ | Built in↗ | Built in↗ | Limited↗ | Built in↗ | Built in↗ |
| Context and tools | ||||||||||||||||||||||||||||||||||||||
| MCP, plugins, or extensions | Built in↗ | Built in↗ | Built in↗ | Built in↗ | Built in↗ | Built in↗ | Built in↗ | Built in↗ | Built in↗ | Unknown | Built in↗ | Built in↗ | Built in↗ | Built in↗ | Built in↗ | Built in↗ | Built in↗ | Built in↗ | Built in↗ | Built in↗ | Built in↗ | Built in↗ | Built in↗ | Built in↗ | Built in↗ | Built in↗ | Built in↗ | Built in↗ | Built in↗ | Built in↗ | Unknown | Built in↗ | Built in↗ | Built in↗ | Built in↗ | Unknown | Built in↗ | Built in↗ |
| Context and memory | ||||||||||||||||||||||||||||||||||||||
| Project instruction files | Built in↗ | Built in↗ | Built in↗ | Built in↗ | Built in↗ | Built in↗ | Built in↗ | Built in↗ | Unknown | Built in↗ | Built in↗ | Built in↗ | Built in↗ | Built in↗ | Built in↗ | Built in↗ | Built in↗ | Built in↗ | Built in↗ | Built in↗ | Built in↗ | Built in↗ | Built in↗ | Built in↗ | Limited↗ | Limited↗ | Built in↗ | Built in↗ | Built in↗ | Built in↗ | Built in↗ | Built in↗ | Built in↗ | Built in↗ | Built in↗ | Built in↗ | Built in↗ | Built in↗ |
| Safety | ||||||||||||||||||||||||||||||||||||||
| Tool permission controls | Built in↗ | Built in↗ | Built in↗ | Limited↗ | Built in↗ | Built in↗ | Built in↗ | Built in↗ | Built in↗ | Built in↗ | Built in↗ | Built in↗ | Built in↗ | Built in↗ | Built in↗ | Built in↗ | Built in↗ | Built in↗ | Built in↗ | Built in↗ | Built in↗ | Built in↗ | Built in↗ | Built in↗ | Built in↗ | Built in↗ | Built in↗ | Built in↗ | Built in↗ | Built in↗ | Unknown | Built in↗ | Built in↗ | Built in↗ | Built in↗ | Unknown | Built in↗ | Built in↗ |
| Built-in sandbox boundary | Built in↗ | Built in↗ | Built in↗ | Via integration↗ | Unknown | Via integration↗ | Built in↗ | Unknown | Built in↗ | Unknown | Unknown | Unknown | Built in↗ | Built in↗ | Not available↗ | Built in↗ | Built in↗ | Unknown | Unknown | Unknown | Unknown | Unknown | Unknown | Via integration↗ | Unknown | Unknown | Built in↗ | Built in↗ | Built in↗ | Built in↗ | Unknown | Unknown | Limited↗ | Built in↗ | Built in↗ | Built in↗ | Built in↗ | Unknown |
| Recovery | ||||||||||||||||||||||||||||||||||||||
| Checkpoint and rollback | Built in↗ | Unknown | Built in↗ | Via extension↗ | Unknown | Unknown | Built in↗ | Built in↗ | Unknown | Unknown | Unknown | Unknown | Built in↗ | Built in↗ | Limited↗ | Limited↗ | Limited↗ | Limited↗ | Unknown | Unknown | Unknown | Unknown | Unknown | Built in↗ | Unknown | Limited↗ | Unknown | Built in↗ | Unknown | Unknown | Built in↗ | Unknown | Via integration↗ | Built in↗ | Built in↗ | Unknown | Built in↗ | Unknown |
| Delegation | ||||||||||||||||||||||||||||||||||||||
| Subagents or agent teams | Built in↗ | Built in↗ | Built in↗ | Via extension↗ | Unknown | Built in↗ | Built in↗ | Built in↗ | Built in↗ | Unknown | Built in↗ | Unknown | Built in↗ | Built in↗ | Built in↗ | Built in↗ | Built in↗ | Built in↗ | Built in↗ | Built in↗ | Unknown | Unknown | Built in↗ | Built in↗ | Built in↗ | Via integration↗ | Built in↗ | Built in↗ | Built in↗ | Built in↗ | Unknown | Built in↗ | Built in↗ | Built in↗ | Unknown | Unknown | Built in↗ | Built in↗ |
| Change management | ||||||||||||||||||||||||||||||||||||||
| Git-aware change workflow | Built in↗ | Built in↗ | Built in↗ | Via extension↗ | Built in↗ | Built in↗ | Built in↗ | Unknown | Built in↗ | Built in↗ | Built in↗ | Built in↗ | Built in↗ | Built in↗ | Unknown | Limited↗ | Limited↗ | Unknown | Built in↗ | Limited↗ | Limited↗ | Limited↗ | Unknown | Built in↗ | Limited↗ | Built in↗ | Unknown | Unknown | Limited↗ | Unknown | Built in↗ | Built in↗ | Built in↗ | Built in↗ | Built in↗ | Built in↗ | Unknown | Built in↗ |
| Context | ||||||||||||||||||||||||||||||||||||||
| Image or web-page input | Built in↗ | Built in↗ | Unknown | Built in↗ | Unknown | Built in↗ | Built in↗ | Built in↗ | Built in↗ | Built in↗ | Built in↗ | Unknown | Built in↗ | Built in↗ | Built in↗ | Unknown | Unknown | Built in↗ | Unknown | Built in↗ | Unknown | Unknown | Built in↗ | Unknown | Unknown | Built in↗ | Unknown | Unknown | Built in↗ | Unknown | Built in↗ | Unknown | Unknown | Built in↗ | Built in↗ | Unknown | Unknown | Built in↗ |
| Open-source project | ||||||||||||||||||||||||||||||||||||||
| Repository metric scopeWhat the joined repository represents for this product column. | Not tracked | Product repository↗ | Product repository↗ | Product repository↗ | Not tracked | Not tracked | Not tracked | Product repository↗ | Not tracked | Product repository↗ | Product repository↗ | Not tracked | Not tracked | Product repository↗ | Product repository↗ | Product repository↗ | Not tracked | Product repository↗ | Product repository↗ | Product repository↗ | Product repository↗ | Not tracked | Not tracked | Not tracked | Product repository↗ | Product repository↗ | Not tracked | Product repository↗ | Product repository↗ | Product repository↗ | Product repository↗ | Not tracked | Public source tree↗ | Product repository↗ | Product repository↗ | Product repository↗ | Product repository↗ | Not tracked |
| Latest verified release | Not tracked | rust-v0.161.0↗ | None published↗ | v1.1.0↗ | Not tracked | Not tracked | Not tracked | v1.18.35↗ | Not tracked | v0.91.0↗ | v2.3.0↗ | Not tracked | Not tracked | v0.63.0↗ | v0.9.8↗ | dsh-v0.2.1-alpha.1 · repository tag↗ | Not tracked | @moonshot-ai/kimi-code@2.1.1↗ | jetbrains/v7.1.9↗ | v2.26.0↗ | None published↗ | Not tracked | Not tracked | Not tracked | v0.22.0↗ | v0.34.0↗ | Not tracked | v0.10.0↗ | desktop-v0.25.0↗ | v1.53.0↗ | v0.86.0↗ | Not tracked | v5.1.24↗ | v18.8.4↗ | rust-v0.0.56↗ | v1.1.0↗ | v2.31.0↗ | Not tracked |
| Release date | Not tracked | 2026-10-07↗ | Not applicable↗ | 2026-10-07↗ | Not tracked | Not tracked | Not tracked | 2026-10-06↗ | Not tracked | 2026-10-06↗ | 2026-09-28↗ | Not tracked | Not tracked | 2026-10-06↗ | 2026-09-29↗ | Not applicable↗ | Not tracked | 2026-09-24↗ | 2026-10-08↗ | 2026-10-06↗ | Not applicable↗ | Not tracked | Not tracked | Not tracked | 2026-10-06↗ | 2026-09-18↗ | Not tracked | 2026-09-22↗ | 2026-10-05↗ | 2026-10-02↗ | 2025-08-09↗ | Not tracked | 2026-10-07↗ | 2026-10-08↗ | 2026-10-07↗ | 2025-05-22↗ | 2026-10-08↗ | Not tracked |
| Repository license | Not tracked | Apache-2.0↗ | Apache-2.0↗ | MIT↗ | Not tracked | Not tracked | Not tracked | MIT↗ | Not tracked | MIT↗ | MIT↗ | Not tracked | Not tracked | Apache-2.0↗ | NOASSERTION↗ | MIT↗ | Not tracked | MIT↗ | MIT↗ | Apache-2.0↗ | Apache-2.0↗ | Not tracked | Not tracked | Not tracked | MIT↗ | MIT↗ | Not tracked | MIT↗ | Apache-2.0↗ | Apache-2.0↗ | Apache-2.0↗ | Not tracked | LicenseRef-Sustainable-Use-License-1.0↗ | MIT↗ | Apache-2.0↗ | MIT↗ | MIT↗ | Not tracked |
| Repository stars | Not tracked | 128.3K↗ | 27.3K↗ | 113.3K↗ | Not tracked | Not tracked | Not tracked | 212.3K↗ | Not tracked | 20.3K↗ | 16.7K↗ | Not tracked | Not tracked | 107.3K↗ | 21.6K↗ | 245.5K↗ | Not tracked | 7.8K↗ | 27.5K↗ | 5.1K↗ | 36.2K↗ | Not tracked | Not tracked | Not tracked | 8↗ | 4.4K↗ | Not tracked | 41K↗ | 28.4K↗ | 55.1K↗ | 49.4K↗ | Not tracked | 69.9K↗ | 34.6K↗ | 68.5K↗ | 20.5K↗ | 35.7K↗ | Not tracked |
| Repository forks | Not tracked | 20.1K↗ | 5.1K↗ | 14.4K↗ | Not tracked | Not tracked | Not tracked | 28.3K↗ | Not tracked | 2.4K↗ | 2.2K↗ | Not tracked | Not tracked | 14.7K↗ | 2.4K↗ | 29.4K↗ | Not tracked | 1.3K↗ | 3.2K↗ | 725↗ | 5.5K↗ | Not tracked | Not tracked | Not tracked | 7↗ | 449↗ | Not tracked | 3.6K↗ | 3.2K↗ | 6.4K↗ | 5K↗ | Not tracked | 5.7K↗ | 3.8K↗ | 5.9K↗ | 2.2K↗ | 2.4K↗ | Not tracked |
| Open repository issues | Not tracked | 21.3K↗ | 0↗ | 284↗ | Not tracked | Not tracked | Not tracked | 6.2K↗ | Not tracked | 704↗ | 22↗ | Not tracked | Not tracked | 775↗ | 111↗ | 0↗ | Not tracked | 1.5K↗ | 590↗ | 368↗ | 835↗ | Not tracked | Not tracked | Not tracked | 1↗ | 41↗ | Not tracked | 197↗ | 1.7K↗ | 474↗ | 1.9K↗ | Not tracked | 1.2K↗ | 3.6K↗ | 11↗ | 152↗ | 404↗ | Not tracked |
| Contributor entries | Not tracked | 655↗ | 1↗ | 300↗ | Not tracked | Not tracked | Not tracked | 1K↗ | Not tracked | 48↗ | 30↗ | Not tracked | Not tracked | 700↗ | 227↗ | 55↗ | Not tracked | 57↗ | 1.3K↗ | 12↗ | 507↗ | Not tracked | Not tracked | Not tracked | 8↗ | 60↗ | Not tracked | 235↗ | 597↗ | 655↗ | 182↗ | Not tracked | 360↗ | 857↗ | 616↗ | 101↗ | 176↗ | Not tracked |
| Source lines at measured refPinned to a verified stable release, a clearly labelled prerelease, or an exact default-branch commit. | Not tracked | 1.8M↗ | 1.7M↗ | 324.6K↗ | Not tracked | Not tracked | Not tracked | 661.2K↗ | Not tracked | 701.9K↗ | 173.4K↗ | Not tracked | Not tracked | 563.8K↗ | 338.6K↗ | 978.6K↗ | Not tracked | 681.7K↗ | 1.2M↗ | 664.3K↗ | 287.3K↗ | Not tracked | Not tracked | Not tracked | 74.1K↗ | 332.9K↗ | Not tracked | 1.1M↗ | 3.6M↗ | 370K↗ | 57.8K↗ | Not tracked | 927.2K↗ | 1.9M↗ | 1.8M↗ | 13.2K↗ | 1.2M↗ | Not tracked |
| Primary language | Not tracked | Rust 97.14%↗ | Rust 98.35%↗ | TypeScript 96.49%↗ | Not tracked | Not tracked | Not tracked | TypeScript 74.23%↗ | Not tracked | Rust 91.73%↗ | Python 83.56%↗ | Not tracked | Not tracked | TypeScript 97.09%↗ | Rust 91.41%↗ | TypeScript 96.17%↗ | Not tracked | TypeScript 97.56%↗ | TypeScript 79.19%↗ | Python 76.68%↗ | TypeScript 83.64%↗ | Not tracked | Not tracked | Not tracked | HTML 59.07%↗ | Python 85.42%↗ | Not tracked | Rust 89.67%↗ | TypeScript 80.77%↗ | Rust 72%↗ | Python 80.11%↗ | Not tracked | TypeScript 83.13%↗ | TypeScript 82.98%↗ | Rust 96.77%↗ | Python 94.86%↗ | Go 76.29%↗ | Not tracked |
| Repository size | Not tracked | 655.2 MB↗ | 60.8 MB↗ | 80.1 MB↗ | Not tracked | Not tracked | Not tracked | 555.0 MB↗ | Not tracked | 448.4 MB↗ | 85.0 MB↗ | Not tracked | Not tracked | 101.3 MB↗ | 103.9 MB↗ | 262.7 MB↗ | Not tracked | 117.8 MB↗ | 653.3 MB↗ | 14.2 MB↗ | 852.2 MB↗ | Not tracked | Not tracked | Not tracked | 57.2 MB↗ | 106.1 MB↗ | Not tracked | 219.9 MB↗ | 1.2 GB↗ | 961.4 MB↗ | 137.1 MB↗ | Not tracked | 268.7 MB↗ | 662.0 MB↗ | 285.1 MB↗ | 70.5 MB↗ | 175.5 MB↗ | Not tracked |
| Repository last push | Not tracked | 2026-10-08↗ | 2026-09-29↗ | 2026-10-08↗ | Not tracked | Not tracked | Not tracked | 2026-10-08↗ | Not tracked | 2026-10-08↗ | 2026-09-28↗ | Not tracked | Not tracked | 2026-10-08↗ | 2026-10-08↗ | 2026-10-03↗ | Not tracked | 2026-10-08↗ | 2026-10-08↗ | 2026-10-07↗ | 2026-10-08↗ | Not tracked | Not tracked | Not tracked | 2026-10-07↗ | 2026-10-08↗ | Not tracked | 2026-10-04↗ | 2026-10-08↗ | 2026-10-08↗ | 2026-05-22↗ | Not tracked | 2026-10-08↗ | 2026-10-08↗ | 2026-10-07↗ | 2026-10-06↗ | 2026-10-08↗ | Not tracked |
| Repository status | Not tracked | Active repository↗ | Active repository↗ | Active repository↗ | Not tracked | Not tracked | Not tracked | Active repository↗ | Not tracked | Active repository↗ | Active repository↗ | Not tracked | Not tracked | Active repository↗ | Active repository↗ | Active repository↗ | Not tracked | Active repository↗ | Active repository↗ | Active repository↗ | Active repository↗ | Not tracked | Not tracked | Not tracked | Active repository↗ | Active repository↗ | Not tracked | Active repository↗ | Active repository↗ | Active repository↗ | Active repository↗ | Not tracked | Active repository↗ | Active repository↗ | Active repository↗ | Active repository↗ | Active repository↗ | Not tracked |
| Repository data refreshed | Not tracked | 2026-10-08↗ | 2026-10-08↗ | 2026-10-08↗ | Not tracked | Not tracked | Not tracked | 2026-10-08↗ | Not tracked | 2026-10-08↗ | 2026-10-08↗ | Not tracked | Not tracked | 2026-10-08↗ | 2026-10-08↗ | 2026-10-08↗ | Not tracked | 2026-10-08↗ | 2026-10-08↗ | 2026-10-08↗ | 2026-10-08↗ | Not tracked | Not tracked | Not tracked | 2026-10-08↗ | 2026-10-08↗ | Not tracked | 2026-10-04↗ | 2026-10-08↗ | 2026-10-08↗ | 2026-10-08↗ | Not tracked | 2026-10-08↗ | 2026-10-08↗ | 2026-10-08↗ | 2026-10-08↗ | 2026-10-08↗ | Not tracked |
No comparison rows match this view.