io.github.simonizer69/auto411-vehicle-intelligence
AUTO411 Vehicle Intelligence
io.github.simonizer69/auto411-vehicle-intelligence costs 1 575 tokens of context per session. It has 5 tool definitions. That is 0.8 % of a 200k window. Measured 2026-10-03.
Identity-first automotive intelligence for vehicle resolution, specs, safety and efficiency.
alive probed 2026-10-03 · HTTP 200
5tools
1.6ktokens for the tool definitions
0.8 %of a 200k context window
243 msto initialize
242 msto list tools
- Endpoint
- https://mcp.411specs.com/mcp (streamable-http)
- Host
- mcp.411specs.com
- Protocol
- 2025-11-25
- Reports itself as
- 411-vehicle-data 3.0.0
- Capabilities
- tools
- Instructions
- none
- Registry
- active, updated 2026-09-26 · registry entry
- Reachable
- 2 of the last 2 probes
Most expensive tools
| Tool | Tokens | Share of this server |
|---|---|---|
| get_vehicle_safety | 324 | 21 % |
| get_vehicle_fitment | 317 | 20 % |
| get_vehicle_specs | 316 | 20 % |
| resolve_vehicle | 309 | 20 % |
| get_vehicle_efficiency | 309 | 20 % |
History
We add a row when the result changes. A server with no change keeps its last row.
| Probed | Result | Init | Tools | Tokens |
|---|---|---|---|---|
| 2026-10-03 20:40 | alive | 243 ms | 5 | 1.6k |
| 2026-10-03 17:55 | alive | 495 ms | 5 | 1.6k |
Badge
[](https://mcp-pulse.ulehla.dev/s/io.github.simonizer69/auto411-vehicle-intelligence)