| Product type | Project orchestrator | Desktop multi-agent orchestrator | IDE + Agent Command Center | CLI pair programming tool | Desktop AI agent & orchestrator | Terminal multi-agent workspace manager | Managed multi-agent cloud API | Personal AI chief-of-staff | AI full-stack app builder | Cloud IDE + AI agent | AI-first code editor (VS Code fork) | Terminal coding agent / CLI |
| Coding vs. non-coding work | Both — coding and adjacent company-building work | Coding only | Coding only | Coding only | Both — coding + finance, docs, browser | Coding only | Both — code review + research tasks | Non-coding only | Non-coding / low-code (app generation) | Coding focused | Coding focused | Coding focused |
| Project layer | Project-level — task decomposition across the project | Session-level — parallel sessions, not project-wide | Moving toward project-level (Spaces) | Session-level — terminal session | Session-level — long-horizon but no project abstraction | Project-level — Git worktrees, multi-day persistence | Session-level — black-box API, no DAG | Session-level | Session-level / app-level | Session-level — up to 200 min/session | Session-level — Composer mode, no project layer | Session-level — interactive terminal sessions |
| Attention queue / human-in-the-loop | Centralized queue — humans pulled in only when needed | Visual diff dashboard — no queue, manual review | Kanban board — Agent Command Center | Terminal chat only — no queue | Claw Groups for mid-swarm intervention | TUI dashboard + Witness/Refinery roles | Fully autonomous — no human intervention | Standard chat — no multi-agent queue | Chat-driven HITL — manual error input required | Autonomous debugging — user can intervene | Visual diffs + approval before applying changes | Shows plan + asks permission before applying |
| Model access | Uses models you already have in Claude Code | Yes — passthrough for Claude/Codex keys | Partial — quota-based + BYOK via ACP agents | Yes — 100+ LLM providers via litellm | Yes — open API key access | Yes — user brings own CLI runtimes + keys | No — managed service, managed keys only | No | No — fixed provider routing | No — internal credit system | Partial — credit-based, not traditional BYOK | Anthropic subscription or API |
| Local vs. cloud | Local — Claude Code plugin | Local-first — macOS desktop | Both — Devin Local + Devin Cloud | Local CLI + cloud APIs or local models | Local-first app, cloud model inference | Local — runs entirely on your machine | Cloud-only — serverless API | Cloud-based | Cloud-only | Cloud-based | Local app + cloud Background Agents | Local CLI + cloud models (not self-hostable) |
| Model support | Models you bring into Claude Code (Claude, GPT, Gemini, and more) | Claude Code, Codex, OpenCode (multi-model mode) | Frontier models via ACP agents | Claude 3.7/4.7, GPT, DeepSeek, Gemini, Llama (100+) | Kimi K2.6 (1T param, 256K context) | Claude Code CLI, Copilot CLI, Codex CLI, Gemini | 0.6B TRINITY routing a frontier model pool | Proprietary routing + A2A features | Claude models | Replit Agent 3 (proprietary) | Its own Composer model, plus frontier models from major providers | Claude Sonnet 4.6, Opus 4.6/4.7/4.8, Haiku 4.5 |
| Platform / OS | Mac — desktop app | macOS only — Apple Silicon | macOS, Windows, Linux | Cross-platform terminal (any OS) | macOS (Apple Silicon), Windows | Linux, macOS, Windows, FreeBSD | Platform-agnostic API (web console + OpenRouter) | Web / cloud | Browser-based | Browser-based | Desktop app (Mac, Windows, Linux) | Terminal, VS Code, JetBrains, web, Slack |
| Pricing & business model | Free — models you already have in Claude Code | Free app — BYOK, pay own API costs | Free tier; Pro $20/mo; Max $200/mo; Teams $40/user/mo | Free ($0 software); pay own API costs | Free tier; Moderato $19/mo; Vivace $199/mo | Free ($0 software) | Standard $20/mo; Max $200/mo | Unlisted (enterprise/consumer SaaS) | Free tier; Pro from $25/mo; Business $50/mo | Free tier; Core $20/mo; Pro $100/mo; Enterprise | Free tier; Pro $20/mo; Ultra $200/mo; Teams $40/user/mo | Pro $20/mo; Max $200/mo; or PAYG API |
| Target user / ICP | Founders & power users of Claude Code | Developers running multiple AI tasks in parallel | Enterprise teams, developers needing local + cloud agents | Terminal-native developers, power users | Knowledge workers in finance, ops, professional services | Developers managing 4+ concurrent agents, multi-week projects | Enterprise users, researchers, multi-step problem solving | General knowledge workers, executives | Non-technical founders, indie hackers | Solo builders, developers, small teams | Solo developers, small teams, greenfield projects | Developers wanting multi-file agentic edits |