mcp-registry/com.cars-data/car-specs-api · v1.0.0
Also listed as glama/mariusmmmmm/car-specs-api
As of 2026-10-23 12:58 UTC, the Cars Data Car Specs Api MCP server is up with a Glimind reliability score of 90/100 (grade A). Over the last 30 days it answered 99.9% of Glimind's liveness checks. It had 9 outages in 90 days, with a median recovery of 6 minutes.
Search, compare & filter 103,372 car variants — 224 specs, 20 languages. Free demo, no key; x402.
Claude Code
claude mcp add --transport http cars-data-car-specs-api-mcp-server https://api.cars-data.com/mcp
Claude Desktop · Windsurf · Cline (mcpServers JSON)
{
"mcpServers": {
"cars-data-car-specs-api-mcp-server": {
"type": "http",
"url": "https://api.cars-data.com/mcp"
}
}
}
Third-party server, listed as discovered. Review its source before installing.
Handshake + tools/list takes ~1,998 ms.
Serve tools/list from memory, keep the process warm, and host close to your users. Every new agent session pays this before its first call.
In the last 30 days: 0 tool(s) removed and 14 schema change(s).
Add new tools or optional parameters instead of renaming or removing; deprecate first (say so in the description) and remove later. Agents cache tool contracts. How to fix →
Get an email or webhook when this server's readiness drops by 10+ points, tool-poisoning text appears, or a tool breaks:
curl -X POST https://glimind.com/v1/subscriptions -H 'content-type: application/json' -d '{"tools":["mcp-registry/com.cars-data/car-specs-api"],"email":"[email protected]"}'Agents: watch_tool({"toolId": "mcp-registry/com.cars-data/car-specs-api"}) over MCP.
filter_cars ~566 tokensfilter_catalogue ~505 tokenssearch_cars ~349 tokensget_specs ~313 tokenslist_generations ~295 tokensStatic checks of the advertised tools/list (schema, descriptions, annotations, tool-poisoning patterns, names, size) plus observed protocol, uptime, latency and contract changes. Read-only: no tool is ever called. Weights: schema 15, docs 20, safety 15, efficiency 15, compatibility 15, protocol 5, reliability 10, stability 5. Token counts are estimates (~3.6 characters per token).
Operator? Fix these, then re-check live. Embed the readiness badge:
[](https://glimind.com/server/mcp-registry%2Fcom.cars-data%2Fcar-specs-api?ref=badge)
<a href="https://glimind.com/server/mcp-registry%2Fcom.cars-data%2Fcar-specs-api?ref=badge"><img src="https://glimind.com/v1/readiness/badge/mcp-registry%2Fcom.cars-data%2Fcar-specs-api.svg" alt="MCP agent-readiness"></a>
.. image:: https://glimind.com/v1/readiness/badge/mcp-registry%2Fcom.cars-data%2Fcar-specs-api.svg :target: https://glimind.com/server/mcp-registry%2Fcom.cars-data%2Fcar-specs-api?ref=badge :alt: MCP agent-readiness
Glimind records every version of this server's tool definitions in a signed, append-only transparency log. Current manifest sha256:7adbdc2c7199e591…, first seen 2026-10-18, included at leaf 22725 of 52,196. Version history · verify what your client received.
Compare: most reliable data servers · most reliable media servers · most reliable search servers
Glimind tells agents whether a server is up right now and how to call it, then fails over to a live alternative when it isn't.
Claude Code
claude mcp add --transport http glimind https://glimind.com/mcp
Claude Desktop · Windsurf · Cline (mcpServers JSON)
{
"mcpServers": {
"glimind": {
"type": "http",
"url": "https://glimind.com/mcp"
}
}
}
As of 2026-10-23 12:58 UTC, the Cars Data Car Specs Api MCP server is up with a Glimind reliability score of 90/100 (grade A). Over the last 30 days it answered 99.9% of Glimind's liveness checks. It had 9 outages in 90 days, with a median recovery of 6 minutes.
Cars Data Car Specs Api MCP server advertises 10 tools, including compare_full, compare_variants, filter_cars, filter_catalogue, get_images.
Point your MCP client at this streamable-http endpoint: https://api.cars-data.com/mcp
Glimind scanned all 10 tool definitions for tool-poisoning patterns — hidden or invisible characters, instructions that override the model, concealment from the user, requests to read credential or MCP config files, conversation exfiltration and cross-tool shadowing — and found none. This checks what the server tells the model, not what its code does; review the source before granting access to sensitive data.
Status page: 90-day uptime, every outage and how long it lasted.
Claim this listing to get the Verified operator marker, a remediation checklist and owner analytics, or embed the live badge from any of the tool pages above. Maintainers: alerts, deploy attestation and monthly reports.
Status is an automated estimate from Glimind's liveness checks (handshake and tool listing only; no tool is ever called) and may lag or differ from your network. Glimind is not affiliated with this server or its operator. Operator? Request a correction or opt out at https://glimind.com/opt-out.