TaskPeace Review 2026: One Ranked Queue Your AI Agents Pull From

Most task tools let humans manage priorities. TaskPeace flips the model: it gives your AI coding agents a single ranked queue they autonomously pull from — get_next_task, do the work, complete_task, repeat. No orchestration glue.

What is TaskPeace?

TaskPeace is an MCP-native task manager built for AI coding agents. It provides one ranked priority queue that spans multiple AI tools (Claude Code, Cursor, ChatGPT, Codex CLI, Gemini CLI, and more), so agents can autonomously pull the next task, complete it, and report back — without manual orchestration.

Key features

• Single ranked queue — exactly one priority order across all projects and agents. Unlike Notion/Linear/Trello, there’s no ambiguity about what’s next.
• MCP-native integration — one-line installer (curl); works natively with Claude Code, Cursor, Cline, Goose, Warp, Continue, Windsurf, Zed, Codex CLI, Gemini CLI, and ChatGPT.
• Agent autopilot loop — agents call get_next_task, do the work, call complete_task, and loop until the queue is empty.
• Live cockpit dashboard — real-time web UI showing what each agent is working on, with next-task indicator, inbox, starred tasks, and project filters.
• Multi-agent collaboration — multiple agents pull from the same queue; each owns execution, the human owns priority.
• REST API + inline tokens — Bearer-token REST API for non-MCP tools; inline #project, @agent, !top tokens for fast capture.
• Self-hostable & open source — MIT-licensed, source on GitLab, with team boards and webhooks.

Who should use it?

TaskPeace is for solo developers running multiple AI coding agents who need unified prioritization, and for teams transitioning to agent-assisted development who want cross-tool coordination (Claude Code + Cursor + ChatGPT together). If you want agents to chew through a prioritized backlog on autopilot, the single-queue model is a genuinely different — and cleaner — approach than juggling columns.

The trade-off: the single-queue philosophy can feel rigid for complex teams with many parallel workstreams, and it’s still in beta.

How it compares

Linear supports multiple priorities (P0 labels, Today columns, Urgent tags) that can conflict. Notion is a general workspace without native agent loops. Trello uses columns where “which column is highest priority” is itself ambiguous. TaskPeace enforces one ranked list, eliminating that problem, and adds MCP-native agent autopilot that none of the incumbents match.

Pros and cons

Pros: solves a real AI-dev pain point; single ranked queue is a distinct mental model; MCP-native with 12+ agent support; MIT-licensed and self-hostable; generous free beta; clean $10/month pricing.

Cons: still in beta (production readiness unproven); single-queue may be too rigid for complex teams; limited public traction so far; incumbents are adding AI features.

Pricing

Free during beta with generous limits (unlimited tasks/projects, 5 concurrent MCP sessions, 4 MB attachments, team boards, webhooks). Post-beta Pro is a flat $10/month; accounts created during beta stay free permanently.

FAQ

Does TaskPeace replace Linear or Notion? Not as a full PM tool — but for agent orchestration it’s purpose-built, with a single ranked queue and native MCP autopilot the incumbents lack.

Which agents are supported? 12+ including Claude Code, Cursor, Codex CLI, Gemini CLI, Cline, Goose, Warp, Continue, Windsurf, Zed, and ChatGPT.

Can I self-host it? Yes — it’s MIT-licensed and self-hostable from the GitLab source. See more ai-code tools for the agent tooling ecosystem.