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Kubova — 3D Container Loading

REMOTE · KUBOVA.COM · SCANNED AUG 3

Pack cargo into containers & onto pallets; a verifiable 3D loading plan. Free tier + REST API.

Available components

+11 this week 73 Trust /100
Trust breakdown (6 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 →

Endpoint Security94
Transport & Reachability100
Schema Quality & AI Usability41
  • AI-judged instruction clarity (poor).Fail
  • Context-footprint check failed: tool/resource definitions use about 604 tokens (~151/item across 4 items; 4 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 Management27
  • Stability observed for 8 of 30 days with no destabilising changes; credit accrues until the full window elapses.Partial
Tool Coverage80
  • 100% of tools have a non-trivial description (not blank, and not just the tool's name).Pass
  • 40% of tool parameters carry a description.Partial
Capabilities100
  • Implements a supported MCP spec version (2025-11-25); the latest is 2026-07-28.Pass
Install

Add this component to your MCP client. Where a client-specific snippet is available, pick your client below and copy it straight into your config; otherwise use the connection detail shown.

remote · kubova.com

# add to Claude Code
claude mcp add --transport http com-kubova-container-loading https://kubova.com/mcp
# ~/.codex/config.toml
[mcp_servers.com-kubova-container-loading]
url = "https://kubova.com/mcp"
// opencode.json
{
  "$schema": "https://opencode.ai/config.json",
  "mcp": {
    "com-kubova-container-loading": {
      "type": "remote",
      "url": "https://kubova.com/mcp",
      "enabled": true
    }
  }
}
# add to OpenClaw
openclaw mcp add com-kubova-container-loading --url https://kubova.com/mcp --transport streamable-http
# ~/.hermes/config.yaml
mcp_servers:
  com-kubova-container-loading:
    url: "https://kubova.com/mcp"
// mcp.json
{
  "mcpServers": {
    "com-kubova-container-loading": {
      "type": "http",
      "url": "https://kubova.com/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.

  • 3 Aug 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.

  • 1 Aug 26 +1

    No change was recorded against any check on this day. Stability & Change Management went from 17 to 20. That category is still filling its 30-day observation window: 5 days of observed history at the previous scan, 6 at this one. The score rises as the window fills, whether or not the server changes.

  • 31 Jul 26 +8
    • We updated how we score, so this day's move reflects our rubric, not a change to the server See what changed → functional
  • 30 Jul 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
  • 29 Jul 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.

  • 28 Jul 26 +1

    No change was recorded against any check on this day. Stability & Change Management went from 3 to 7. That category is still filling its 30-day observation window: 1 days of observed history at the previous scan, 2 at this one. The score rises as the window fills, whether or not the server changes.

  • 27 Jul 26 0
    • We updated how we score, so this day's move reflects our rubric, not a change to the server See what changed → functional
  • 26 Jul 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 3 Aug 2026 · Probed https://kubova.com/mcp

TLS valid

Negotiated TLS 1.3 with TLS_AES_128_GCM_SHA256 .

Subject Issuer Valid from Valid until Key Signature Serial
CN=kubova.com CN=YR2,O=Let's Encrypt,C=US 2 Aug 2026 31 Oct 2026 RSA 2048 SHA256-RSA 68d1316fb0fcc4289619726398b55a1d36f
SANs: kubova.com
CN=YR2,O=Let's Encrypt,C=US (CA) CN=Root YR,O=ISRG,C=US 3 Sept 2025 2 Sept 2028 RSA 2048 SHA256-RSA 4ebd24947e24d394802d84a52fd5b319
CN=Root YR,O=ISRG,C=US (CA) CN=ISRG Root X1,O=Internet Security Research Group,C=US 13 May 2026 2 Sept 2032 RSA 4096 SHA256-RSA f24b6d17f9d9ad7cb1c9fea78782699f
DNSSEC insecure

Validation of kubova.com. Not signed

Zone DS Keys Algorithms Outcome
. trust_anchor 20326, 38696 8, 8 Verified
com. present 19718 13 Verified
kubova.com. absent Unsigned (proven) parent-signed NSEC/NSEC3 proves an unsigned delegation
Authentication Enforced and verified

The endpoint asked for a token and published valid RFC 9728 metadata describing how to get one.

Result Enforced and verified
Enforced On tool calls
HTTP status 200

WWW-Authenticate challenge Bearer error="invalid_token", error_description="No authorization provided", resource_metadata="https://kubova.com/.well-known/oauth-protected-resource/mcp"

Bearer error="invalid_token", error_description="No authorization provided", resource_metadata="https://kubova.com/.well-known/oauth-protected-resource/mcp"
Header Value
strict-transport-security max-age=63072000; includeSubDomains; preload
x-content-type-options nosniff
x-frame-options SAMEORIGIN
referrer-policy strict-origin-when-cross-origin
permissions-policy camera=(), microphone=(), geolocation=()

Protected resource metadata

Document https://kubova.com/.well-known/oauth-protected-resource/mcp
Retrieved Yes
Resource https://kubova.com/mcp
Authorisation server https://jhqgmtqmewbnxmsfyqpy.supabase.co/auth/v1
Transports 2 probes
Transport URL Outcome Status Location
streamable-http https://kubova.com/mcp Verified 200
http (plaintext) http://kubova.com/mcp HTTPS enforced 308 https://kubova.com/mcp
MCP tools — 4 exposed · ~604 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.

Tool Tokens
estimate_capacity ~152

How many complete SETS of one product fit in a single container? A product is 1+ carton types with qtyPerSet each (e.g. a table shipping as 2 cartons: top + legs). All cartons of a set ride in the SAME container. Uses real 3D packing (not just volume math) and reports the binding limit (dimension / weight / volume) per container. Omit `containers` to evaluate the standard 20' DC, 40' DC and 40' HC.

NameTypeReqDescription
containersarrayContainers to evaluate. Omit to use the standard catalogue (20' DC, 40' DC, 40' HC).
productobjectyes

No output schema declared.

No examples provided.

generate_report ~205

Generate a CAD-style PDF + 3D PNG report for a packing job. IMPORTANT: to keep the report consistent with a plan you already produced, pass the `result` object from your previous pack_containers call — the report then renders that exact plan instead of recomputing. Returns base64-encoded PDF + PNG per container.

NameTypeReqDescription
cargosarrayyes
containerobject
containersarray
loadingModestring'bulk' (default) loads cartons straight into the container. 'pallet' first stacks cartons onto pallets, then loads the pallets — requires the `pallet` field.
optionsobject
palletobjectThe pallet to stack onto. Required when loadingMode is "pallet".
resultobjectOPTIONAL but strongly recommended: the exact `result` object returned by a prior pack_containers call, so the report renders THAT plan instead of repacking.

No output schema declared.

No examples provided.

pack_containers ~227

Pack a list of cargo SKUs into one or more shipping containers using the Kubova solver. Supports bulk loading (cartons straight into the container) and pallet loading (loadingMode:"pallet" + a pallet — cartons are stacked onto pallets first, then the pallets loaded). Per-SKU you can set allowed orientations, no-overstack/no-understack, and loading order. Returns per-container placements with x,y,z coordinates in cm, volume utilization, weight, a weightBalance object (centre of gravity + front/back & left/right weight split, flags an unbalanced load) for bulk loads, and any unplaced pieces.

NameTypeReqDescription
cargosarrayyes
containerobject
containersarray
loadingModestring'bulk' (default) loads cartons straight into the container. 'pallet' first stacks cartons onto pallets, then loads the pallets — requires the `pallet` field.
optionsobject
palletobjectThe pallet to stack onto. Required when loadingMode is "pallet".

No output schema declared.

No examples provided.

verify_key ~20

Verify the connection. Returns the authenticated account identity and plan.

Input schema present but exposes no named parameters.

No output schema declared.

No examples provided.