
Sculptor
Omnara
Vibe Island
Notch Pilot
Conductor
CrewTower
Claudy
Usage analysis tool for coding (agent) CLIs

Langfuse
liteLLM
Helicone AI
Local control plane for AI coding agents — cost, terminals, routing
Which is more popular?
Website, pricing, platforms and company facts side by side.
|
|
|
|
|---|---|---|
| Website | ccusage.com | superbased.app |
| Pricing | ||
| Platforms | — | |
| Company | — | Startup from India · 1 - 9 employees · 2026 |
| Listed in |
In their own words, as submitted to SaaSHub.


No description of ccusage yet.
SuperBased is an open-source, local-first control plane for AI coding agents. One binary tracks provider-reported tokens and cost across Claude Code, Cursor, Codex, and ~40 tools, with dashboard terminals, live session takeover, model routing, and egress guardrails. Personal use free forever...
What each product offers, as listed by its team.


Possible disadvantages
An editorial look at what each product does well and who it suits.


No analysis of ccusage yet.
Overall verdict
Why this product is good
Recommended for
Walkthroughs and reviews on video.
No ccusage videos yet. You could help us improve this page by suggesting one.
SuperBased - Stop Explaining. Start Capturing. (Official Product Video)
How often each product is chosen within a category, 0–100% relative to the other.


As answered by people managing ccusage and SuperBased.
SuperBased's answer:
Software developers and engineers who actively use AI coding assistants — Claude Code, Cursor, GitHub Copilot, Windsurf, Cline, and similar tools. Particularly those who work across multiple environments (terminal, IDE, browser) and frequently need to share visual context (error screens, UI bugs, log outputs, terminal states) with AI to debug or build. Also useful for technical writers, QA engineers, and anyone who needs to communicate visual context to AI tools efficiently.
SuperBased's answer:
SuperBased is an early-stage product recently launched on Product Hunt, currently building its user base among individual developers and small teams working with AI coding tools. We're focused on the developer community right now and growing through direct feedback and word of mouth.
SuperBased's answer:
SuperBased is a local-first control plane for developers who use AI coding agents such as Claude Code, Cursor, VS Code Copilot, and similar tools. It brings provider-reported token and cost tracking, live terminals and session takeover, model routing, MCP/HTTP integrations, context capture, and local privacy redaction into one open-source workspace. Unlike hosted observability or single-purpose utilities, it keeps agent activity and sensitive context on your machine, with a free personal-use workflow.
SuperBased's answer:
Choose SuperBased when you want one local control plane for AI coding work instead of stitching together hosted observability and single-purpose utilities. It tracks provider-reported token usage and cost, gives you live terminals and session takeover, supports model routing and MCP/HTTP automation, captures useful context, and redacts sensitive data before it leaves your machine. It is open-source, local-first, and free for personal use.
SuperBased's answer:
SuperBased started from the need to manage AI coding agents across Claude Code, VS Code, Cursor, and multiple terminals without sending sensitive work to another hosted dashboard. The project grew into a local-first control plane that unifies session visibility, live terminal access, token and cost tracking, model routing, context capture, redaction, and MCP/HTTP automation. It remains open-source and is built around practical workflows for developers and small teams.
SuperBased's answer:
SuperBased uses an Electron desktop shell with a Svelte frontend and Go services for the local control plane. It integrates with AI coding tools through MCP and HTTP APIs, provider telemetry for token and cost reporting, and local terminal and session capture. The architecture is designed for local-first operation on Windows and macOS, with privacy redaction and model-routing controls at the edge.
Share your experience with using ccusage and SuperBased. For example, how are they different and which one is better?
When comparing ccusage and SuperBased, you can also consider the following products.
Run parallel Claudes safely in containers. Jump between their environments to instantly test changes. Get suggestions that catch critical issues as you go.
Compare Sculptor to ccusage or SuperBased:

Langfuse is an open-source LLM engineering platform that helps teams collaboratively debug, analyze, and iterate on their LLM applications.
Compare Langfuse to ccusage or SuperBased:



A macOS notch panel that monitors AI coding agents - Claude Code, Codex, Cursor, and 23 more - with real-time status, permission approval, and precise terminal jump.
Compare Vibe Island to ccusage or SuperBased:

Open-source LLM Observability for Developers
Compare Helicone AI to ccusage or SuperBased: