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WhichTrim vehicle records

REMOTE · WHICHTRIM.COM · SCANNED SEP 26

US vehicle recalls, complaints, EPA figures, VIN decode and trouble codes, with sources.

Available components

+10 this week 74 Trust /100
Trust breakdown (7 categories)

How this component scores in each security and reliability category. Every signal is checked automatically against the live server, and we only credit what we can confirm. How we score → Why this is hard to score →

Endpoint Security74
Transport & Reachability100
Schema Quality & AI Usability73
  • AI-judged instruction clarity (excellent).Pass
  • Context-footprint check failed: tool/resource definitions use about 925 tokens (~132/item across 7 items; 7 tools + 0 resources), over budget; trim descriptions and params. See how to fix → Fail
  • Usage-examples check failed: none of the tools include examples. See how to fix → Fail
Stability & Change Management37
  • Stability observed for 11 of 30 days with no destabilising changes; credit accrues until the full window elapses.Partial
Tool Coverage100
  • 100% of tools have a non-trivial description (not blank, and not just the tool's name).Pass
  • 100% of tool parameters carry a description.Pass
Tool Safety100
  • No prompt-injection markers were found in the server instructions, tool names or descriptions we captured.Pass
  • We read all 7 captured tool definition(s), and no name or description among them implies an irreversible operation.Pass
  • An AI judge read all 8 captured unit(s) of tool text and found none that tries to manipulate the model reading it.Pass
Capabilities60
  • Spec-recency check failed: implements MCP spec 2025-06-18; the latest is 2026-07-28. See how to fix → Fail
Install

How do I install the WhichTrim vehicle records MCP server?

WhichTrim vehicle records is a hosted endpoint at https://whichtrim.com/portal/mcp, so there is nothing to install locally. Ready-made configuration for Claude, Cursor, VS Code, Codex and 5 more is on this page, copied from each client's own documentation.

remote · whichtrim.com

# add to Claude Code
claude mcp add --transport http com-whichtrim-vehicle-records 'https://whichtrim.com/portal/mcp'
// .cursor/mcp.json
{
  "mcpServers": {
    "com-whichtrim-vehicle-records": {
      "url": "https://whichtrim.com/portal/mcp"
    }
  }
}
// .vscode/mcp.json
{
  "servers": {
    "com-whichtrim-vehicle-records": {
      "type": "http",
      "url": "https://whichtrim.com/portal/mcp"
    }
  }
}
# ~/.codex/config.toml
[mcp_servers.com-whichtrim-vehicle-records]
url = "https://whichtrim.com/portal/mcp"
// opencode.json
{
  "$schema": "https://opencode.ai/config.json",
  "mcp": {
    "com-whichtrim-vehicle-records": {
      "type": "remote",
      "url": "https://whichtrim.com/portal/mcp",
      "enabled": true
    }
  }
}
# add to OpenClaw
openclaw mcp add com-whichtrim-vehicle-records --url 'https://whichtrim.com/portal/mcp' --transport streamable-http
# ~/.hermes/config.yaml
mcp_servers:
  com-whichtrim-vehicle-records:
    url: "https://whichtrim.com/portal/mcp"
// ~/.netclaw/config/netclaw.json
{
  "McpServers": {
    "com-whichtrim-vehicle-records": {
      "Transport": "http",
      "Url": "https://whichtrim.com/portal/mcp"
    }
  }
}
# add to Vellum
assistant mcp add com-whichtrim-vehicle-records -t streamable-http -u 'https://whichtrim.com/portal/mcp'
// mcp.json
{
  "mcpServers": {
    "com-whichtrim-vehicle-records": {
      "type": "http",
      "url": "https://whichtrim.com/portal/mcp"
    }
  }
}

The mcpServers block is a cross-client convention. Remote transports vary, so check your client's docs.

Changelog

Every change we have recorded for this component, newest first. Security-relevant changes are always shown. ▲ marks a change for the better, ▼ a change for the worse; unmarked changes are neutral.

  • 25 Sept 26 +1
    • We updated how we score, so this day's move reflects our rubric, not a change to the server See what changed → functional
  • 23 Sept 26 +1

    No change was recorded against any check on this day. Stability & Change Management went from 23 to 27. That category is still filling its 30-day observation window: 7 days of observed history at the previous scan, 8 at this one. The score rises as the window fills, whether or not the server changes.

  • 21 Sept 26 +7
    • Authorization: unverified → partial ▲ security
    • The server rewrote its instructions, which are the text every model session reads security
    • Schema quality: pass → fail ▼ functional
    • Schema quality: good → excellent functional
    • Server version: 1.0.0 → 1.1.1 functional
    • New tool “lookup_bulletin” functional
    • “compare_vehicles” reworded the description of “a” cosmetic
    • “compare_vehicles” reworded the description of “b” cosmetic
  • 20 Sept 26 +1

    No change was recorded against any check on this day. Stability & Change Management went from 13 to 17. That category is still filling its 30-day observation window: 4 days of observed history at the previous scan, 5 at this one. The score rises as the window fills, whether or not the server changes.

  • 18 Sept 26 +1

    No change was recorded against any check on this day. Stability & Change Management went from 7 to 10. That category is still filling its 30-day observation window: 2 days of observed history at the previous scan, 3 at this one. The score rises as the window fills, whether or not the server changes.

  • 16 Sept 26 +1
    • Stability: unverified → 0.03 ▲ functional
  • 15 Sept 26 62

    First indexed and scored.

Diagnostics

Diagnostic detail from the automated scan of this channel: what the scanner observed at each step, so you can see exactly where a check passed or failed. It is informational only and never changes the trust score.

Captured 26 Sept 2026 · Probed https://whichtrim.com/portal/mcp

TLS valid

Negotiated TLS 1.3 with TLS_AES_128_GCM_SHA256 .

Subject Issuer Valid from Valid until Key Signature Serial
CN=whichtrim.com CN=Amazon RSA 2048 M04,O=Amazon,C=US 11 Sept 2026 27 Mar 2027 RSA 2048 SHA256-RSA 3eba840c5d366b05292782602281632
SANs: whichtrim.com, www.whichtrim.com
CN=Amazon RSA 2048 M04,O=Amazon,C=US (CA) CN=Amazon Root CA 1,O=Amazon,C=US 23 Aug 2022 23 Aug 2030 RSA 2048 SHA256-RSA 773124f2a952e3ed18a58bdb85d1bc0ce5f27
CN=Amazon Root CA 1,O=Amazon,C=US (CA) CN=Starfield Services Root Certificate Authority - G2,O=Starfield Technologies\, Inc.,L=Scottsdale,ST=Arizona,C=US 25 May 2015 31 Dec 2037 RSA 2048 SHA256-RSA 67f944a2a27cdf3fac2ae2b01f908eeb9c4c6

Background: What to check on a remote MCP endpoint →

DNSSEC insecure

Validation of whichtrim.com. — Not signed

Zone DS Keys Algorithms Outcome
. trust_anchor 20326, 38696 8, 8 Verified
com. present 19718 13 Verified
whichtrim.com. absent Unsigned (proven) parent-signed NSEC/NSEC3 proves an unsigned delegation
Authentication No authorisation required

The endpoint answered without asking for a token. Anyone who knows the URL can reach it.

Result No authorisation required
HTTP status 200

Background: How OAuth 2.1 works in the 2026 MCP spec →

Transports 2 probes
Transport URL Outcome Status Location
streamable-http https://whichtrim.com/portal/mcp Verified 200
http (plaintext) http://whichtrim.com/portal/mcp HTTPS enforced 301 https://whichtrim.com/portal/mcp
MCP tools · 7 exposed · ~772 tokens

The tools this component advertises to a client, with an estimated token cost for each. Expand a tool to see its parameters and schema. The per-tool counts are indicative and are not scored directly; the schema's total context footprint is one signal in Schema Quality & AI Usability. A tool's description is untrusted text the model reads on every call, which is what makes this list a security surface and not just an inventory: how tool poisoning works →

Tool Tokens
check_recalls ~102

Every NHTSA recall campaign on file for one model year, with severity, park-outside and do-not-drive advisories and the reported completion rate. IMPORTANT: recalls apply to a build range, not to a model year, so this cannot establish whether one specific vehicle is affected — only a VIN check at nhtsa.gov/recalls can.

NameTypeReqDescription
idstringyesVehicle id, e.g. 2021_kia_telluride.

No output schema declared.

No examples provided.

compare_vehicles ~123

Two model years side by side on the figures that decide most purchases: fuel economy or EV range, Safety Signal grade, recalls, complaints, crash rating and starting price where a press kit is on file.

NameTypeReqDescription
astringyesVehicle id for the first car, e.g. 2021_kia_telluride. Get one from search_vehicles.
bstringyesVehicle id for the second car, e.g. 2021_honda_pilot. Get one from search_vehicles. Must be a different id from `a`.

No output schema declared.

No examples provided.

decode_vin ~67

Decode a 17-character VIN against NHTSA's vPIC database and join it to the WhichTrim record for that model year: year, make, model, engine, plant, plus the grade and recall campaigns on file.

NameTypeReqDescription
vinstringyesA 17-character VIN.

No output schema declared.

No examples provided.

get_vehicle ~87

The full published record for one model year: EPA fuel economy, NHTSA recalls, owner-complaint counts and the mileage at which owners reported problems, crash ratings, open investigations, service bulletins and the diagnostic trouble codes its record names.

NameTypeReqDescription
idstringyesVehicle id, e.g. 2021_kia_telluride. Get one from search_vehicles.

No output schema declared.

No examples provided.

lookup_bulletin ~195

A manufacturer service bulletin, service campaign, warranty extension or over-the-air notice by the number on the letter or the document (Hyundai 9D6, Kia SC199, '26-01-068H TSB', GM N262570770). Returns what NHTSA's summary says, the model years it names, every document filed under it with a verified link to NHTSA's PDF where one exists, and the page URL. These are NOT safety recalls — the answer says so.

NameTypeReqDescription
makestring–The make, if known (hyundai, chevrolet). A number filed under several makes returns each without it.
numberstringyesThe number as printed: a campaign id (9D6, SC199) or a bulletin/document number (26-01-068H, T-SB-0141-26, 00-03-10-002J).

No output schema declared.

No examples provided.

lookup_trouble_code ~89

What a diagnostic trouble code (P0420, U0100, …) means where the OBD-II standard defines it, and — the part no other source publishes — which vehicles' federal record actually names it: how many manufacturer service bulletins and owner complaints mention it, and on which model years.

NameTypeReqDescription
codestringyesA trouble code, e.g. P0420.

No output schema declared.

No examples provided.

search_vehicles ~109

Find model years in the WhichTrim catalogue by make, model and/or year. Returns each match with its Safety Signal grade, recall count and page URL. Use this first to get the vehicle id that the other tools take.

NameTypeReqDescription
limitinteger–Maximum results (default 10, max 40).
querystringyesMake and/or model, e.g. 'kia telluride' or 'rav4'.
yearinteger–Restrict to one model year.

No output schema declared.

No examples provided.

Common questions

What is the WhichTrim vehicle records MCP server?

WhichTrim vehicle records is an MCP server listed in the public MCP registry as com.whichtrim/vehicle-records. US vehicle recalls, complaints, EPA figures, VIN decode and trouble codes, with sources. This page covers its hosted endpoint (https://whichtrim.com/portal/mcp).

Is the WhichTrim vehicle records MCP server safe to use?

WhichTrim vehicle records scores 74 out of 100 on VerifyMCP. That is a record of what we were able to check automatically, not an endorsement. The category breakdown on this page shows every signal behind the number, including the ones we could not confirm.

What tools does the WhichTrim vehicle records MCP server expose?

WhichTrim vehicle records exposes 7 tools: search_vehicles, get_vehicle, check_recalls, decode_vin, lookup_trouble_code, and 2 more. Their descriptions and schemas cost roughly 772 tokens of context every time the server is loaded.

Does the WhichTrim vehicle records MCP server require authentication?

No. We connected to WhichTrim vehicle records without credentials and it answered, so anything it exposes is reachable by anyone who knows the address.

Is the WhichTrim vehicle records MCP server still maintained?

WhichTrim vehicle records is still listed as active in the MCP registry. We last reached this channel on 26 September 2026. Those dates come from our own scans of the registry and the channel itself, not from anything the publisher announced.