Try the battery MCP
Connect Claude to our MCP server, pre-loaded with open battery datasets. Ask questions in plain language and get interactive analytics back — in under a minute. No signup, no API key.
Copy the connector URL
The demo is open and read-only — no API key needed. You'll need a Claude Pro, Max, Team, or Enterprise plan (custom connectors require a paid Claude plan).
Shared, read-only demo data. Want a private workspace for your own test data? Join the waitlist.
Add it to Claude as a custom connector
In claude.ai or Claude Desktop, add Cliviq as a custom connector. It's the same connector URL everywhere.
1 Open Settings → Connectors (claude.ai or Claude Desktop) 2 Click "Add custom connector" 3 Enter: Name : Cliviq Battery URL : https://app.cliviq.com/mcp 4 Click "Add", then enable it in a new chat
No authentication is required for the demo — leave any auth fields blank. The 4 battery tools appear automatically once connected.
Start a conversation
Open a new chat and ask about the battery data — the tools activate automatically and a dashboard renders right in the chat. Try one of the example queries below.
Try a query
Example queries
Copy any of these into Claude to get started.
Demo data
Open battery dataset
The demo is pre-loaded with Weng et al. 2021's fast-formation dataset — 40 NMC pouch cells with real manufacturing build records, two formation protocols, full cycling to end-of-life, and published electrode-level state-of-health — so you can explore real degradation-mode attribution, not toy data.
Included source
| Source | What it offers | Status |
|---|---|---|
| Weng 2021 — Fast Formation | 40 NMC pouch cells with build records, two formation protocols & published electrode-level SOH (LLI/LAM) — the full make-to-end-of-life chain | live |
Open-source and credited to the original authors (Weng et al., Joule 2021). Want your own private test data in here? Join the waitlist.
FAQ
Common questions
Still have questions? Get in touch.
What data can I access?
Weng et al. 2021's fast-formation NMC pouch-cell dataset — build records, formation protocol, per-cycle features (capacity, energy, coulombic efficiency, internal resistance, dQ/dV peaks), the underlying raw timeseries (voltage, current, temperature), and published electrode-level state-of-health (LLI/LAM). The demo data is read-only.
Do I need an API key?
No. The demo connector is open — just add the URL https://app.cliviq.com/mcp. When private workspaces launch, they'll use per-organization access so your data stays your own.
Is my data shared with others?
The demo is a shared, read-only space using public datasets. Private workspaces (in the works) keep each organization's test data fully separate — your data is never shared.
Can I connect my own data?
That's where we're headed — ingesting common cycler exports (Arbin, Maccor, BioLogic, and generic CSV) into your own private workspace. Join the waitlist and we'll reach out.
Do I need a paid Claude plan?
Yes — custom MCP connectors require a Claude Pro, Max, Team, or Enterprise plan.
Waitlist
Join the waitlist
Private workspaces for your own test data — your cyclers, your chemistries, fully separate. We're onboarding early users now. Tell us a bit about your work and we'll be in touch.