AI visibility report
Superset ranks #2 in Coding Agent Orchestration AI search.
Outside the top three on 2 of the 25 prompts buyers actually ask.
Nimbalyst is cited on 2 of those losses.
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Track Superset across these prompts daily.
Start free trial#2 among 7 vendors · still absent from 97.6% of tracked prompt responses
Top-3 citations across 125 prompt × platform pairs
Peer Ranking
Key Metrics
Platform Breakdown
Gemini Search
ChatGPT
Perplexity
Google AI Mode
Bing CopilotHow to read this. Superset appears in 2.4% of tracked prompt responses and ranks #2 among 7 vendors. Presence is absolute coverage; share of voice is relative citation share; sentiment measures tone only when the brand appears.
Where Superset is losing
Prompts where competitors are visible and Superset is not.
These prompt-level losses are the first prompts to track and repair.
Where Superset is winning3
What coding agent orchestration platforms let a tech lead spin up isolated worktree environments per feature branch with minimal config on day one?
Avg # 2.0 · 1 platform
Which coding agent orchestration tools have the best UX for reviewing and merging parallel agent-generated changes without context-switching overload?
Avg # 3.0 · 1 platform
Which coding agent orchestration tools are easiest to set up for a solo developer who already uses a third-party CLI coding agent and wants to run multiple tasks in parallel?
Avg # 4.0 · 1 platform
Where Superset is losing1
Which tools for orchestrating parallel coding agents have the best voice control or natural-language task dispatch experience for individual developers?
Competitors on 1 platform
Track this prompt
Track Superset daily before the next report refresh.
Track these gapsResearch dossierCapabilities, use cases, sources, reviews, pricing, and FAQ
Overview
Superset (superset.sh) is a source-available macOS desktop IDE and CLI built to orchestrate 100+ parallel AI coding agents. Founded in 2026 by three ex-YC CTOs and backed by Y Combinator's Spring 2026 batch, Superset uses git worktrees as its core isolation primitive — each agent workspace runs on its own branch and working directory, eliminating merge conflicts during parallel development. The platform is agent-agnostic, supporting Claude Code, OpenAI Codex, Cursor, Gemini CLI, GitHub Copilot, Amp, OpenCode, and any CLI-based tool. Features include a built-in diff viewer, persistent terminal sessions, automated port management, remote workspaces (beta), GitHub and Linear integrations, an MCP server, TypeScript SDK, and a CLI. The free tier supports one user; Pro is $15–$20/user/month.
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.
Key Facts
- Founded
- 2026
- HQ
- San Francisco, CA, USA
- Founders
- Avi Peltz, Satya Patel, Kiet Ho
- Employees
- 1-10
- Status
- Private (YC Spring 2026)
Target users
Key Capabilities10
- Parallel execution of 100+ coding agents simultaneously on isolated git worktrees
- Automatic git worktree creation, environment setup, and teardown per workspace
- Agent-agnostic: works with any CLI-based coding agent without configuration
- Built-in diff viewer for reviewing, staging, and committing agent-generated changes
- Persistent terminal sessions per workspace that survive laptop sleep/crashes
- Remote workspaces (beta): run agents on external machines, manage from desktop app
- Automated port management and port forwarding across workspaces
- MCP server for programmatic external agent control
- TypeScript SDK for custom orchestration automation
- One-click IDE handoff to VS Code, Cursor, Xcode, JetBrains, and others
Key Use Cases7
- Running multiple Claude Code or Codex sessions in parallel on separate features or bug fixes
- Triaging and actioning GitHub issues with dedicated per-issue agent workspaces
- Managing agent-driven development across monorepos with isolated worktrees
- Reviewing and merging AI-generated code changes via built-in diff viewer before PR
- Offloading agent computation to remote machines (Mac mini, VM) while managing from laptop
- Automating recurring coding tasks with scheduled workspace automations
- Integrating Linear ticket workflows into agent-driven development pipelines
Recent Trend
How AI describes Superset2
Open multi-agent orchestration suites (superset, Orca, Sandcastle, Helmor, ctx): These open ecosystems focus on parallel agent runs across isolated git worktrees and branches, with built-in patterns for creating feature branches, running agents, and m...
Which coding agent orchestration platforms integrate with the most popular code hosting platforms for automatic branch creation and pull request submission?
Superset ( `superset.sh` ) Superset is built specifically around this pain point.
What coding agent orchestration platforms let a tech lead spin up isolated worktree environments per feature branch with minimal config on day one?
Most cited sources3
Alternatives in Coding Agent Orchestration6
Superset positions itself as a neutral, agent-agnostic orchestration layer for the AI coding era — distinct from single-agent IDEs like Cursor or Windsurf.
- Its core differentiator is git worktree-based isolation that lets developers run 100+ parallel coding agents (Claude Code, Codex, Gemini, Cursor, Copilot, and others) without merge conflicts, while retaining local code privacy.
- Unlike cloud-first competitors, Superset is local-first and never proxies API calls, adding zero cost markup.
- It bills itself as infrastructure sitting between any CLI agent and any IDE, rather than replacing either.
Reviews
Praised
- Parallel execution compresses wait time dramatically
- Worktrees 'just work' — no manual git gymnastics
- Agent-agnostic — no vendor lock-in on AI provider
- Code stays on your machine, no proxy or cost markup
- Persistent terminal sessions survive laptop sleep
- Active open-source community and frequent releases
- One-click handoff to any IDE
- Thoughtful UX for managing multiple concurrent tasks
Criticized
- macOS-only (Windows/Linux support limited)
- Cross-agent shared context requires manual wiring
- Notification density gets noisy with 10+ agents
- API rate limits become bottleneck at scale
- ELv2 license is not true open source
- Linear integration locked behind Pro plan
- Pro tier at $20/user/month considered steep by some
- Login wall introduced friction for open-source users
No structured review scores (G2, Gartner Peer Insights) are available for superset.sh as of research date. Developer sentiment gathered from Hacker News, Product Hunt (512+ upvotes, #1 Product of the Day on launch), and public Twitter testimonials is strongly positive, particularly around the parallel execution model, worktree automation, and data-privacy posture. Common criticisms include macOS exclusivity, the ELv2 licensing change from Apache 2.0, Pro tier pricing, and UX noise when managing large numbers of agents.
Pricing
Free plan: single user, local workspaces, desktop app, GitHub integration, unlimited workspaces and projects. Pro plan: $20/user/month (monthly) or $15/user/month (billed annually, saving 25%) — includes unlimited users, remote workspaces (beta), Linear integration, Slack integration, and team collaboration. Enterprise: custom pricing with SSO/SAML, SCIM provisioning, IP restrictions, audit logs, SLA, and dedicated support. Superset adds zero API cost markup; users pay AI providers (Anthropic, OpenAI, Google) directly with their own keys.
Limitations
- macOS is the primary confirmed platform; Windows support is unconfirmed and Linux desktop support was introduced via AppImage only in February 2026.
- Cross-agent shared context is manual — each worktree is fully isolated, requiring developers to wire inter-agent communication themselves.
- Notification density can become noisy when running 10+ agents simultaneously.
- Running many parallel Claude Code sessions accelerates Anthropic API rate limit consumption.
- Linear integration and remote workspaces are restricted to the Pro plan ($15–$20/user/month).
- The Elastic License 2.0 (ELv2) is source-available but not OSI-approved open source, which may affect self-hosting or redistribution use cases.
- GitHub CLI authentication is required.
Frequently asked questions
Topic coverageCoverage by buyer topic
Topic Coverage
Prompt-Level Results
| Prompt | Gemini Search | ChatGPT | Perplexity | Google AI Mode | Bing Copilot |
|---|---|---|---|---|---|
Capability0/5 cited (0%) | |||||
What orchestration tools let an engineering manager assign different third-party CLI agents to different ticket types automatically based on task classification? | |||||
Which coding agent orchestration platforms support running agents in fully isolated environments per task to prevent cross-contamination in a monorepo? | |||||
Which multi-agent coding orchestration platforms support human-in-the-loop approval gates before an agent commits or opens a pull request on the code hosting platform? | |||||
Which platforms for orchestrating agentic coding CLIs support remote and mobile access so developers can monitor and control running agents away from their desk? | |||||
I'm looking for a coding agent orchestration tool that handles worktree lifecycle management — creation, cleanup, and conflict resolution — automatically. What are my options? | |||||
Developer Experience1/5 cited (20%) | |||||
What orchestration platforms for multiple agentic CLIs give developers the clearest visibility into what each agent is doing in real time? | |||||
Which multi-agent coding orchestration tools make it easiest for engineers to approve, reject, or redirect an agent mid-task without losing progress? | |||||
Which tools for orchestrating parallel coding agents have the best voice control or natural-language task dispatch experience for individual developers? | |||||
What are the best coding agent orchestration platforms for a tech lead who wants a unified review queue when five agents finish tasks simultaneously? | |||||
Which coding agent orchestration tools have the best UX for reviewing and merging parallel agent-generated changes without context-switching overload? | |||||
Integrations & Ecosystem0/5 cited (0%) | |||||
What coding agent orchestration tools work well with existing CI/CD pipelines to trigger agent tasks automatically on new tickets or failed test runs? | |||||
Which multi-agent coding orchestration platforms integrate with issue trackers and project management tools to automatically pull task context for each agent run? | |||||
What orchestration tools support plugging in any third-party CLI coding agent so teams aren't locked into a single AI provider? | |||||
Which coding agent orchestration platforms integrate with the most popular code hosting platforms for automatic branch creation and pull request submission? | |||||
Which coding agent orchestration platforms have the best ecosystem of integrations for team communication tools — posting agent summaries to workplace chat on completion? | |||||
Performance & Reliability0/5 cited (0%) | |||||
What are the most stable orchestration platforms for parallel coding agents in terms of crash recovery — picking up mid-task if an agent or session dies unexpectedly? | |||||
Which coding agent orchestration platforms give the best observability across simultaneous agent runs so teams can spot runaway tasks or cost spikes early? | |||||
Which orchestration platforms for agentic CLIs do the best job controlling total token spend across many simultaneous agents without sacrificing throughput? | |||||
Which coding agent orchestration tools handle running 10+ parallel agentic CLI sessions reliably without resource contention on a single developer workstation? | |||||
What multi-agent coding orchestration tools are best suited for an enterprise team running hundreds of concurrent agent tasks across large polyglot repositories? | |||||
Setup & First Run2/5 cited (40%) | |||||
I'm evaluating coding agent orchestration platforms for a mid-size team migrating from a single-agent setup — which tools have the smoothest onboarding? | |||||
What coding agent orchestration platforms let a tech lead spin up isolated worktree environments per feature branch with minimal config on day one? | |||||
Which orchestration tools for agentic CLI coding agents work out of the box on popular operating systems without requiring container runtime configuration? | |||||
What's the fastest way to get a Git-based worktree workflow running across multiple agentic CLIs for a 5-person startup engineering team? | |||||
Which coding agent orchestration tools are easiest to set up for a solo developer who already uses a third-party CLI coding agent and wants to run multiple tasks in parallel? | |||||
Turn this matrix into daily prompt monitoring.
Track prompt changesVertical Ranking
| # | Brand | PresencePres. | Share of VoiceSoV | DocsDocs | BlogBlog | MentionsMent. | Avg PosPos | Sentiment |
|---|---|---|---|---|---|---|---|---|
| 1 | Nimbalyst | 7.2% | 77.8% | 0.0% | 7.2% | 3.2% | #6.1 | +0.61 |
| 2 | Superset | 2.4% | 16.7% | 0.0% | 0.8% | 0.8% | #3.0 | +0.67 |
| 3 | Sculptor | 0.8% | 5.6% | 0.0% | 0.0% | 0.0% | #5.0 | +0.70 |
| 4 | Conductor | 0.0% | 0.0% | 0.0% | 0.0% | 0.0% | — | — |
| 5 | HumanLayer | 0.0% | 0.0% | 0.0% | 0.0% | 0.0% | — | — |
| 6 | Paseo | 0.0% | 0.0% | 0.0% | 0.0% | 0.0% | — | — |
| 7 | T3 Code | 0.0% | 0.0% | 0.0% | 0.0% | 0.0% | — | — |
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