Colabfit MCP
An MCP server for discovering ColabFit datasets and training MACE interatomic potentials using KLIFF and KLAY. Its 9 documented tools cover check, test, datasets, driver. It runs locally over stdio via the published package.
People connecting database tools to Claude, Cursor, VS Code, or another MCP client. The project is written in Python.
VERIFIED ACTIVE
LAST COMMIT 2026-08-14 · ★ 2 · #97 OF 151 MAINTAINED DATABASE · VERIFIED 2026-08-25
NOASSERTION · Python servers · how we verify → /methodology
01 · Install Colabfit MCP
before you install - you'll need
Set USER_ID, COLABFIT_DATA_ROOT before connecting.
Claude Code
claude mcp add colabfit-colabfit-mcp -- uvx colabfit-mcp Claude Desktop / Cursor / VS Code - add to config
{
"mcpServers": {
"colabfit-colabfit-mcp": {
"command": "uvx",
"args": [
"colabfit-mcp"
]
}
}
} Same JSON for Cursor. For VS Code, rename the top-level key from `mcpServers` to `servers`.
Using another client? Same JSON, different key
Claude Desktop · mcpServers
Cursor · mcpServers
VS Code · servers
Windsurf · mcpServers
Zed · context_servers
Cline · mcpServers
Roo Code · mcpServers
Continue · mcpServers
LibreChat · mcpServers
Gemini CLI · mcpServers
Codex CLI · mcp_servers
Full setup guides: every client.
02 · Evidence
Security posture
What to check before giving this server access to your agent - from the registry, GitHub, and our own probes. We don't score safety; we show what's verifiable.
runs as local process (stdio) - runs on your machine with your user's permissions
license no standard license detected - usage rights unclear; check the repo before commercial use
pypi package colabfit-mcp - check the name against the project README before installing (PyPI has no namespace ownership)
registry namespace io.github.colabfit is GitHub-verified and matches the repo owner
03 · What Colabfit MCP can do
Prose above is summarized from the project's README and registry record - no invented capabilities.
What you can build
With this server connected, an agent can scan local data directory for downloaded datasets, filter by elements/properties, download a dataset from HuggingFace via KLIFF, run energy/forces/relax calculations with a trained KLAY model, or generate a Python snippet, and list available kimvv test drivers, optionally filtered by property keyword.
Capability map
Tools grouped from the project's README - what Colabfit MCP lets an agent do.
Check
3 tools - e.g. Scan local data directory for downloaded datasets, filter by elements/properties; Check GPU, packages, disk, existing models and datasets; Check status of an async test driver job and return inline…
check_local_datasets · check_status · check_test_driver_result
Test
2 tools - e.g. List available kimvv test drivers, optionally filtered by property keyword; Run a kimvv test driver against a trained KLAY model; saves structures.extxyz + results.json in a timestamped subdirectory…
list_test_drivers · run_test_driver
read & search
1 tool - e.g. Search ColabFit database by text, elements, properties, software
search_datasets
Download
1 tool - e.g. Download a dataset from HuggingFace via KLIFF
download_dataset
Train
1 tool - e.g. Train a MACE-style KLAY model from scratch using KLIFF
train_mace
Use
1 tool - e.g. Run energy/forces/relax calculations with a trained KLAY model, or generate a Python snippet
use_model
Latest releases
v0.0.3 · 2025-10-16
v0.0.2 · 2025-10-16
v0.0.1 · 2025-10-16
04 · Who maintains Colabfit MCP
colabfit-mcp is maintained by colabfit. It's the only MCP server we track from this author; the repo dates to Oct 2025.
05 · Facts
- repository
- github.com/colabfit/colabfit-mcp
- category
- database - ranked #97 of 151 actively-maintained database servers as of 2026-08-25.
- registry
- io.github.colabfit/colabfit-mcp (active, first published 2025-10-16)
- packages
- pypi:colabfit-mcp
06 · Colabfit MCP FAQ
Is Colabfit MCP still maintained?
Yes - as of 2026-08-25, its last commit was 2026-08-14. We re-verify nightly.
What can Colabfit MCP do?
With this server connected, an agent can scan local data directory for downloaded datasets, filter by elements/properties, download a dataset from HuggingFace via KLIFF, run energy/forces/relax calculations with a trained KLAY model, or generate a Python snippet, and list available kimvv test drivers, optionally filtered by property keyword.
How do I install Colabfit MCP?
Run `uvx colabfit-mcp`. The README documents 2 environment variables (USER_ID, COLABFIT_DATA_ROOT) to set first. Set USER_ID, COLABFIT_DATA_ROOT before connecting. You can also paste the ready-made client config above.
Does Colabfit MCP run locally?
Yes - it's a stdio server: it runs on your machine (via uvx) with your user's permissions. Your data stays local unless the server itself calls external APIs.
07 · Alternatives to Colabfit MCP
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