MaterialsCodeGraph
Materials simulations for AI agents over MCP: binding token quote before every run, record after it.
C60/100grade C
Adoption
New
Little public usage data yet
Reviews
Write oneNobody has reviewed MaterialsCodeGraph yet.
If you have run it, two minutes of your experience saves the next person an afternoon.
Tools
Tool list not cached yet. `describe` through the gateway fetches it live.
Public scan report
scanner v0.1.3 · 2026-09-19 · same rubric, same numbers if you re-run it
no findings
- –Code scanremote-only server, no package to scann/a
- Live reliabilityremote reachable in 297ms (auth required)20/20
- –Tool poisoningtools not inspected (endpoint requires auth); not countedn/a
- Auth qualityauth enforced (bearer)9/15
- Maintenancerepository not readable: repo not found3/15
- Maintainer identityverified namespace with website, no repo4/10
Overall 60/100. Components that don't apply are left out of the denominator. Any critical finding is an F.RubricAppeal a findingJSON
Install directly
claude mcp add --transport http mcg https://api.materialscodegraph.com/mcp
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