MaterialsCodeGraph
warningsapi.materialscodegraph.com
Materials simulations for AI agents over MCP: binding token quote before every run, record after it.
https://api.materialscodegraph.com/mcpWebsiteNo authMCP 2025-06-18v0.1.0last checked 3 Nov 2026spoke MCP on 100% of 89 checks (30 days)initialize in 220 msLast checked 3 Nov 2026
- ✓Answered the MCP handshake (MCP 2025-06-18)
- ✓Auth detected: No auth
- ✓Lists 15 tools
- !1 warning
- ✓Spoke MCP on 89 of 89 checks (30 days)
Will my client connect?
Decided from what the probe found at the endpoint, and from what each client's own documentation says it can complete. Every row carries the day that documentation was read.
✓Claude CodeConnects
The endpoint answers an anonymous handshake, so no credential is needed.
claude mcp add --transport http materialscodegraph https://api.materialscodegraph.com/mcpClaude Code docs · read on 2026-08-30
✓Claude (claude.ai & Desktop)Connects
The endpoint answers an anonymous handshake, so no credential is needed.
Settings → Connectors → Add custom connector, then paste https://api.materialscodegraph.com/mcp.
Claude (claude.ai & Desktop) docs · read on 2026-08-30
✓ChatGPTConnects
The endpoint answers an anonymous handshake, so no credential is needed.
Settings → Apps → Advanced settings → Developer mode, then create a connector pointing at https://api.materialscodegraph.com/mcp.
ChatGPT docs · read on 2026-08-30
✓CursorConnects
The endpoint answers an anonymous handshake, so no credential is needed.
{
"mcpServers": {
"materialscodegraph": {
"url": "https://api.materialscodegraph.com/mcp"
}
}
}Cursor docs · read on 2026-08-30
✓VS Code (Copilot)Connects
The endpoint answers an anonymous handshake, so no credential is needed.
{
"servers": {
"materialscodegraph": {
"type": "http",
"url": "https://api.materialscodegraph.com/mcp"
}
}
}VS Code (Copilot) docs · read on 2026-08-30
How to authenticate
Checked against the endpoint by our probe on 3 Nov 2026. These are the capabilities the server advertises, not a prediction about any particular client.
| Scheme | No auth |
|---|---|
| Protected-resource metadata | ✕Not found Without it a client has to guess where the authorization server lives. |
| Anonymous access | Handshake succeeds; 15 tools listable |
| Credentials demanded in prose | ✕mcg_run These tools are listed anonymously and their own descriptions ask for an account or key, but no challenge is issued — so a client has nothing to act on and the refusal arrives as a tool error. |
What the probe found
1 of the 15 tools listed anonymously say in their own descriptions that they need an account or a key (mcg_run), but the endpoint issued no WWW-Authenticate challenge. The requirement is stated only in prose, so a call reaches the tool and comes back as a tool error instead of an authorization step.
A cross-origin preflight came back without Access-Control-Allow-Origin, so the endpoint is reachable from native clients only — code running in a web page is stopped by the browser before a request is ever sent.
Neither the reserved <endpoint>/server-card location nor the domain's /.well-known/ai-catalog.json describes this endpoint (SEP-2127), so a client that discovers servers by domain will not find it.
Tools
Contract history
Instructions rewritten: mcg_quote. The description an agent follows changed; the callable contract may not have.
Instructions rewritten: mcg_quote. The description an agent follows changed; the callable contract may not have.
Instructions rewritten: mcg_quote. The description an agent follows changed; the callable contract may not have.
Instructions rewritten: mcg_catalog. The description an agent follows changed; the callable contract may not have.
Instructions rewritten: mcg_clusters, mcg_list_runs. The description an agent follows changed; the callable contract may not have.
Instructions rewritten: mcg_cancel_run, mcg_catalog, mcg_get_artifact, mcg_get_run. The description an agent follows changed; the callable contract may not have.
Instructions rewritten: mcg_quote. The description an agent follows changed; the callable contract may not have.
Instructions rewritten: mcg_quote. The description an agent follows changed; the callable contract may not have.
Instructions rewritten: mcg_catalog, mcg_fetch_artifacts, mcg_get_artifact. The description an agent follows changed; the callable contract may not have.
Instructions rewritten: mcg_catalog, mcg_quote. The description an agent follows changed; the callable contract may not have.
Instructions rewritten: mcg_catalog, mcg_quote. The description an agent follows changed; the callable contract may not have.
Instructions rewritten: mcg_get_run. The description an agent follows changed; the callable contract may not have.
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Status for a README, from the last probe — cached an hour, so up to seven hours behind the endpoint. Links back to this page.
[](https://mcpi.app/servers/materialscodegraph)