M12 lens and C-mount lens finder with image-sensor matching and field-of-view calculator.
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Scored across 21 tools
Several tools are hard to tell apart: search_catalog, search_lens_catalog, lookup_catalog, get_product, and get_product_page_details all cover catalog lookup, while calculate_field_of_view, match_lens_to_sensor, get_lens_distortion_profile, and search_lens_catalog repeat the same FOV trigger phrases. The cart and Shopify tools are clearly distinct, but the overlapping catalog/FOV tools create real misselection risk.
All 21 tool names follow a consistent snake_case verb_noun pattern (calculate_, get_, search_, create_, update_, read_, etc.). There are no mixed casing styles or vague generic verbs, and the naming conventions remain predictable across optics, catalog, and commerce functions.
21 tools is at the heavy end for a lens-finder server, especially when several are status/readiness helpers (get_catalog_snapshot_status, get_shopify_readonly_config_status, get_shopify_ucp_readiness) and several catalog aliases overlap. The count is not wildly excessive, but the surface feels somewhat over-built for the core domain.
The tool set covers the full workflow: catalog discovery, sensor specs, FOV calculation, lens matching, comparison, distortion profiles, live Shopify product reads, cart creation/updating, purchase handoff, and RFQ submission. There are no obvious dead ends or missing lifecycle operations for the stated purpose.
Recent tool additions, removals, and schema changes observed during successful MCP inspections.
calculate_field_of_view8 fields changedInput schema / properties / heightPxAdded value: +{
+ "description": "Custom sensor: vertical pixel count (e.g. 3040).",
+ "minimum": 1,
+ "type": "integer"
+}Input schema / properties / horizontalPixelsAdded value: +{
+ "description": "Alias for widthPx.",
+ "minimum": 1,
+ "type": "integer"
+}Input schema / properties / pixelPitchUmAdded value: +{
+ "description": "Alias for pixelSizeUm.",
+ "exclusiveMinimum": 0,
+ "type": "number"
+}Input schema / properties / pixelSizeUmAdded value: +{
+ "description": "Custom sensor: pixel pitch in microns (e.g. 1.55).",
+ "exclusiveMinimum": 0,
+ "type": "number"
+}Input schema / properties / sensorHeightMmAdded value: +{
+ "description": "Custom sensor: active-area height in mm.",
+ "exclusiveMinimum": 0,
+ "type": "number"
+}Input schema / properties / sensorWidthMmAdded value: +{
+ "description": "Custom sensor: active-area width in mm (alternative to pixels x pitch).",
+ "exclusiveMinimum": 0,
+ "type": "number"
+}Input schema / properties / verticalPixelsAdded value: +{
+ "description": "Alias for heightPx.",
+ "minimum": 1,
+ "type": "integer"
+}Input schema / properties / widthPxAdded value: +{
+ "description": "Custom sensor: horizontal pixel count (e.g. 4056). Use with heightPx and pixelSizeUm.",
+ "minimum": 1,
+ "type": "integer"
+}match_lens_to_sensor9 fields changedInput schema / anyOfPrevious value: -[
- {
- "required": [
- "sensor"
- ]
- },
- {
- "required": [
- "sensorPartNumber"
- ]
- },
- {
- "required": [
- "sensor_part_number"
- ]
- }
-]New value: +[
+ {
+ "required": [
+ "sensor"
+ ]
+ },
+ {
+ "required": [
+ "sensorPartNumber"
+ ]
+ },
+ {
+ "required": [
+ "sensor_part_number"
+ ]
+ },
+ {
+ "required": [
+ "widthPx",
+ "heightPx",
+ "pixelSizeUm"
+ ]
+ },
+ {
+ "required": [
+ "horizontalPixels",
+ "verticalPixels",
+ "pixelSizeUm"
+ ]
+ },
+ {
+ "required": [
+ "widthPx",
+ "heightPx",
+ "pixelPitchUm"
+ ]
+ },
+ {
+ "required": [
+ "sensorWidthMm",
+ "sensorHeightMm"
+ ]
+ }
+]Input schema / properties / heightPxAdded value: +{
+ "description": "Custom sensor: vertical pixel count (e.g. 3040).",
+ "minimum": 1,
+ "type": "integer"
+}Input schema / properties / horizontalPixelsAdded value: +{
+ "description": "Alias for widthPx.",
+ "minimum": 1,
+ "type": "integer"
+}Input schema / properties / pixelPitchUmAdded value: +{
+ "description": "Alias for pixelSizeUm.",
+ "exclusiveMinimum": 0,
+ "type": "number"
+}Input schema / properties / pixelSizeUmAdded value: +{
+ "description": "Custom sensor: pixel pitch in microns (e.g. 1.55).",
+ "exclusiveMinimum": 0,
+ "type": "number"
+}Input schema / properties / sensorHeightMmAdded value: +{
+ "description": "Custom sensor: active-area height in mm.",
+ "exclusiveMinimum": 0,
+ "type": "number"
+}Input schema / properties / sensorWidthMmAdded value: +{
+ "description": "Custom sensor: active-area width in mm (alternative to pixels x pitch).",
+ "exclusiveMinimum": 0,
+ "type": "number"
+}Input schema / properties / verticalPixelsAdded value: +{
+ "description": "Alias for heightPx.",
+ "minimum": 1,
+ "type": "integer"
+}Input schema / properties / widthPxAdded value: +{
+ "description": "Custom sensor: horizontal pixel count (e.g. 4056). Use with heightPx and pixelSizeUm.",
+ "minimum": 1,
+ "type": "integer"
+}get_cart2 fields changedInput schema / properties / cart_access_tokenAdded value: +{
+ "description": "Owner credential returned by create_cart for this cart id.",
+ "type": "string"
+}Input schema / requiredPrevious value: -[
- "id"
-]New value: +[
+ "id",
+ "cart_access_token"
+]submit_rfq1 field changedInput schema / properties / confirmAdded value: +{
+ "default": false,
+ "description": "Explicit buyer approval. Omit or false to get a no-send preview; set true only after the buyer has seen the preview and approved sending.",
+ "type": "boolean"
+}update_cart2 fields changedInput schema / properties / cart_access_tokenAdded value: +{
+ "description": "Owner credential returned by create_cart for this cart id.",
+ "type": "string"
+}Input schema / requiredPrevious value: -[
- "id",
- "cart"
-]New value: +[
+ "id",
+ "cart",
+ "cart_access_token"
+]submit_rfqread_shopify_metaobjectsread_shopify_products2 fields changedInput schema / properties / includeMetafields / defaultPrevious value: -trueNew value: +falseInput schema / properties / includeMetafields / descriptionAdded value: +"When true, include the allowlisted public product-page metafields (custom.* display specs). Non-public namespaces and keys are never returned."match_lens_to_sensor4 fields changedInput schema / properties / sensor / anyOfAdded value: +[
+ {
+ "description": "Known catalog sensor part number.",
+ "enum": [
+ "IMX477",
+ "IMX219",
+ "AR0234"
+ ],
+ "type": "string"
+ },
+ {
+ "description": "Safe sensor identifier accepted for live catalog lookup.",
+ "pattern": "^[A-Za-z0-9-]{2,32}$",
+ "type": "string"
+ }
+]Input schema / properties / sensor / descriptionPrevious value: -"Sensor part number, for example AR0234 or IMX477."New value: +"Sensor part number, for example AR0234, IMX290, or IMX477. Any sensor in the live catalog is accepted; the enum lists only the fixture fallback set."Input schema / properties / sensor / enumRemoved value: -[
- "IMX477",
- "IMX219",
- "AR0234"
-]Input schema / properties / sensor / typeRemoved value: -"string"calculate_field_of_viewcompute_fovcompute_fov_catalogget_lens_detailsget_lens_distortion_profilematch_lens_to_sensormatch_lenses_to_sensorsearch_lens_catalogsearch_lensescompare_lensescompute_fovcompute_fov_catalogcreate_cartget_cartget_catalog_snapshot_statusget_lens_detailsget_productget_product_page_detailsget_purchase_route_optionsget_sensor_specsget_shopify_readonly_config_statusget_shopify_ucp_readinesslookup_catalogmatch_lenses_to_sensorprepare_shopify_purchase_handoffread_shopify_metaobjectsread_shopify_productsrecommend_lenses_for_applicationsearch_catalogsearch_lensesupdate_cartRead-only machine-vision calculations for optics, interfaces, line scan, sensors, and models.
Optical design, simulation and analysis with GPU-powered ray tracing. Import from Zemax and CAD.
Hosted OpenCV for finding a pattern image inside a larger image: template matching, ORB/SIFT...
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