Leaderboard/MED Vehicle Intelligence
MCP ServerScored via MCP protocol probing: initialize handshake, tools/list conformance, and ping + tool invocation performance.

MED Vehicle Intelligence

# MED Vehicle Intelligence **Expert car repair and maintenance advisory tools from a 20-year mechanic veteran.** The first automotive MCP server — built so AI assistants can give vehicle owners the same straight answers a trusted mechanic friend would give. ## What it does MED Vehicle Intelligence gives Claude (and other MCP clients) access to real automotive expertise grounded in 20+ years of shop experience. No upselling, no fluff, no "it depends" — just direct guidance on the car decisions that actually matter. ## Tools **`check_repair_estimate`** — Compare a repair quote against typical price ranges for independent shops and dealers. Get a clear "in range / high / low" verdict plus specific questions to ask the shop before authorizing the work. **`get_maintenance_schedule`** — See what maintenance is actually due now, what's coming in the next 10,000 miles, and which common "upsells" to push back on. Includes vehicle-specific known issues by make and model. **`should_i_fix_or_replace`** — Stop guessing on $3,000 decisions. Analyzes repair cost versus vehicle value, mileage, age, and repair history. Returns a recommendation backed by the real cost of replacement, not gut feel. **`check_shop_red_flags`** — Describe a shop interaction in plain English and get an analysis based on 7 common red flags from 20 years inside the automotive industry. The questions you didn't know to ask. ## Built for - **Vehicle owners** facing repair decisions or unexpected estimates - **Used car buyers** doing pre-purchase due diligence - **Anyone** who wants a second opinion before saying yes at the service counter ## Behind the data Every recommendation is grounded in bundled knowledge bases — real repair cost ranges, manufacturer maintenance schedules, common issues by make and model, and a curated red-flag detection framework. No external API dependencies. No data leaves the server. Fully read-only — safe to run without permission prompts. --- **Part of [My Everyday Driver](https://myeverydaydriver.com)** — straight automotive advice for drivers who don't have a mechanic friend.

54/100
Operational Score
Score Breakdown
Availability30/30
Conformance10/30
Performance14/40
Key Metrics
Uptime 30d
100.0%
P95 Latency
528.8ms
Conformance
Fail
Trend
Stable
What's Being Tested
Availability
HTTP health check to the service endpoint
Responded with HTTP 401 in 207ms
ConformanceNot tested
MCP initialize handshake + tools/list
Performance
MCP ping + zero-arg tool invocation benchmarking
P95 latency: 528ms, task completion: 0%
Recent Probe Results
TimestampStatusLatencyConformance
Apr 10, 2026success207.9msPass
Apr 10, 2026success209.8msPass
Apr 10, 2026success211.4msPass
Apr 10, 2026success197.3msPass
Apr 10, 2026success528.8msPass
Source Registries
smithery
First Seen
Apr 10, 2026
Last Seen
Apr 10, 2026
Last Probed
Apr 10, 2026
MED Vehicle Intelligence — Chiark Agent Quality Index