# Coding Agent Orchestration AI visibility compare

Canonical: https://devtune.ai/verticals/coding-agent-orchestration/compare

Public AI visibility report for Coding Agent Orchestration companies

Updated: 2026-09-28T01:40:42.803875+00:00

## [Superset](https://devtune.ai/verticals/coding-agent-orchestration/superset)

Description: Superset is a coding agent orchestration IDE that lets software developers run dozens of AI coding agents simultaneously — each in its own isolated git worktree — with a unified dashboard for monitoring agent status, reviewing diffs, managing ports, and handing off work to any IDE. It sits as a neutral layer between the developer and any CLI-based coding agent, without replacing existing editors or routing code through Superset's servers.
Rank: 1
Presence percent: 8
Brand mention percent: 11.200000000000001
Cited pair count: 10

## [Nimbalyst](https://devtune.ai/verticals/coding-agent-orchestration/nimbalyst)

Description: Nimbalyst is an open-source visual workspace that wraps CLI coding agents — primarily Claude Code and Codex — in a multi-modal desktop application. Core surfaces include WYSIWYG document and diagram editors, a kanban-based parallel agent session manager, integrated task tracking, and an iOS mobile app for remote oversight. The product evolved from a predecessor called Crystal (deprecated February 2026) and was open-sourced under MIT in April 2026.
Rank: 2
Presence percent: 6.4
Brand mention percent: 6.4
Cited pair count: 8

## [Conductor](https://devtune.ai/verticals/coding-agent-orchestration/conductor)

Description: Conductor is a free macOS app by Melty Labs that orchestrates multiple AI coding agents (Claude Code, Codex, Cursor, OpenCode) in parallel across isolated Git worktree workspaces, with built-in diff review, PR workflow, and GitHub and Linear issue integration, allowing engineers to direct concurrent AI development workstreams and review their output before merging.
Rank: 3
Presence percent: 2.4
Brand mention percent: 18.4
Cited pair count: 3

## [Paseo](https://devtune.ai/verticals/coding-agent-orchestration/paseo)

Description: Paseo is a self-hosted, multi-provider, open source control plane for coding agents. It runs a local daemon on the developer's own machine or server and provides native mobile (iOS/Android), desktop, web, and CLI clients to launch, monitor, steer, and review agent work from anywhere. It wraps the native CLIs of 39+ coding agents without modifying their behavior, preserving each provider's skills, credentials, and MCP server connections. Workflow features including git worktrees, inline diff review, branch-based previews, PR handoff, local voice control, and scriptable orchestration skills make it designed for serious multi-agent development operations rather than single-session use.
Rank: 4
Presence percent: 1.6
Brand mention percent: 6.4
Cited pair count: 2

## [HumanLayer](https://devtune.ai/verticals/coding-agent-orchestration/humanlayer)

Description: HumanLayer (CodeLayer) is an AI coding IDE and team collaboration platform that orchestrates parallel AI agent sessions through structured QRSPI multi-phase workflows, comment-driven design document reviews, and git worktree management across multi-repo codebases. Built by the team that coined 'context engineering,' it combines local and cloud daemon execution, versioned artifact tracking, and BYOK model support (Claude Code, Codex, Copilot) to help engineering teams ship 2–3× faster without sacrificing code quality in complex enterprise environments.
Rank: 5
Presence percent: 0
Brand mention percent: 0.8
Cited pair count: 0

## [Sculptor](https://devtune.ai/verticals/coding-agent-orchestration/sculptor)

Description: Sculptor is a desktop coding agent orchestration tool by Imbue that lets developers run multiple Claude Code or Codex agents in parallel, each in its own isolated Docker container, with a built-in UI for task management, diff review, merge conflict resolution, persistent session history, and bidirectional IDE sync via Pairing Mode.
Rank: 6
Presence percent: 0
Brand mention percent: 1.6
Cited pair count: 0

## [T3 Code](https://devtune.ai/verticals/coding-agent-orchestration/t3-code)

Description: T3 Code is an open-source, cross-platform desktop application that serves as a unified control plane for AI coding agents. It wraps CLI-based agents — currently Claude Code, Codex, OpenCode, and Cursor — in a performant GUI with a three-panel layout (projects, threads, chat/diff), git worktree isolation, supervised or full-access execution modes, and one-click GitHub PR creation. Built on a TypeScript monorepo with a Node.js/Bun WebSocket server and React/Vite frontend, it is MIT-licensed and designed to be forked, extended, or self-hosted.
Rank: 7
Presence percent: 0
Brand mention percent: 3.2
Cited pair count: 0

## AI search snapshot

Average brand presence: 2.6
Citation count: 2633


## Content type rows

| Citations | Label | Share |
| --- | --- | --- |
| 1060 | Blog post | 40.3 |
| 673 | Documentation | 25.6 |
| 226 | Product page | 8.6 |
| 212 | Comparison page | 8.1 |
| 185 | Best-tools list | 7 |
| 115 | Article | 4.4 |
| 63 | Community discussion | 2.4 |
| 55 | Landing page | 2.1 |

Distinct domains: 546
Last updated: 2026-10-01T01:12:35.4919+00:00


## Platform rows

| Citations | Citations per execution | Executions | Platform |
| --- | --- | --- | --- |
| 822 | 8.22 | 100 | bing-copilot-search |
| 697 | 6.97 | 100 | perplexity |
| 598 | 5.98 | 100 | google-ai |
| 359 | 3.59 | 100 | chatgpt-search |
| 157 | 1.96 | 80 | google-ai-mode |



## Source rows

| Citations | Label | Share |
| --- | --- | --- |
| 1890 | Company and commercial sources | 71.8 |
| 347 | Community sources | 13.2 |
| 119 | Editorial sources | 4.5 |
| 113 | Other | 4.3 |
| 94 | Reference and documentation sources | 3.6 |
| 29 | Video sources | 1.1 |
| 13 | Marketplace and directory sources | 0.5 |
| 13 | Educational sources | 0.5 |



## Top brand rows

| Display name | Rank | Visibility score |
| --- | --- | --- |
| Superset | 1 | 8 |
| Nimbalyst | 2 | 6.4 |
| Conductor | 3 | 2.4 |
| Paseo | 4 | 1.6 |
| HumanLayer | 5 | 0 |



## Top domain rows

| Citations | Domain |
| --- | --- |
| 251 | github.com |
| 130 | ones.com |
| 67 | nimbalyst.com |
| 63 | code.claude.com |
| 60 | augmentcode.com |
| 54 | superset.sh |
| 51 | amux.io |
| 49 | openalternative.co |

Top3share: 47.6
Window days: 30