Every scenario maps to a registered MCP tool, names the returned data that matters, and opens directly in the live workbench. “Live verified” means the production OptiCat account has already executed that journey.
Each “Run live” action uses the production web → MCP → OptiCat path.
“brake pads for a 1997 Ford Mustang”
search_parts_for_vehicleShows how a natural-language vehicle request becomes exact vehicle, part-type, qualifier, and paged catalog evidence.
“oil filter for a 2018 Ford F-150”
search_parts_for_vehicleShows how a natural-language vehicle request becomes exact vehicle, part-type, qualifier, and paged catalog evidence.
“spark plugs for a 2016 Toyota Camry”
search_parts_for_vehicleShows how a natural-language vehicle request becomes exact vehicle, part-type, qualifier, and paged catalog evidence.
“air filter for a 2020 Honda Civic”
search_parts_for_vehicleShows how a natural-language vehicle request becomes exact vehicle, part-type, qualifier, and paged catalog evidence.
“cabin filter for a 2019 Subaru Outback”
search_parts_for_vehicleShows how a natural-language vehicle request becomes exact vehicle, part-type, qualifier, and paged catalog evidence.
“oxygen sensor for a 2017 Ford F-150”
search_parts_for_vehicleShows how a natural-language vehicle request becomes exact vehicle, part-type, qualifier, and paged catalog evidence.
“AC compressor for a 2010 Toyota Sequoia”
search_parts_for_vehicleShows how a natural-language vehicle request becomes exact vehicle, part-type, qualifier, and paged catalog evidence.
“alternator for a 2015 Honda Accord”
search_parts_for_vehicleShows how a natural-language vehicle request becomes exact vehicle, part-type, qualifier, and paged catalog evidence.
“starter for a 2012 Chevrolet Silverado 1500”
search_parts_for_vehicleShows how a natural-language vehicle request becomes exact vehicle, part-type, qualifier, and paged catalog evidence.
“water pump for a 2014 Jeep Wrangler”
search_parts_for_vehicleShows how a natural-language vehicle request becomes exact vehicle, part-type, qualifier, and paged catalog evidence.
“fuel pump for a 2011 Dodge Charger”
search_parts_for_vehicleShows how a natural-language vehicle request becomes exact vehicle, part-type, qualifier, and paged catalog evidence.
“wiper blades for a 2021 Nissan Rogue”
search_parts_for_vehicleShows how a natural-language vehicle request becomes exact vehicle, part-type, qualifier, and paged catalog evidence.
“brake rotors for a 2018 Toyota RAV4”
search_parts_for_vehicleShows how a natural-language vehicle request becomes exact vehicle, part-type, qualifier, and paged catalog evidence.
“wheel bearing for a 2016 Honda CR-V”
search_parts_for_vehicleShows how a natural-language vehicle request becomes exact vehicle, part-type, qualifier, and paged catalog evidence.
“serpentine belt for a 2013 Ford Escape”
search_parts_for_vehicleShows how a natural-language vehicle request becomes exact vehicle, part-type, qualifier, and paged catalog evidence.
“thermostat for a 2012 BMW 328i”
search_parts_for_vehicleShows how a natural-language vehicle request becomes exact vehicle, part-type, qualifier, and paged catalog evidence.
“ignition coil for a 2019 Hyundai Elantra”
search_parts_for_vehicleShows how a natural-language vehicle request becomes exact vehicle, part-type, qualifier, and paged catalog evidence.
“tie rod end for a 2008 Chevrolet Impala”
search_parts_for_vehicleShows how a natural-language vehicle request becomes exact vehicle, part-type, qualifier, and paged catalog evidence.
“control arm for a 2017 Nissan Altima”
search_parts_for_vehicleShows how a natural-language vehicle request becomes exact vehicle, part-type, qualifier, and paged catalog evidence.
“radiator for a 2015 Jeep Grand Cherokee”
search_parts_for_vehicleShows how a natural-language vehicle request becomes exact vehicle, part-type, qualifier, and paged catalog evidence.
“headlight bulb for a 2020 Kia Telluride”
search_parts_for_vehicleShows how a natural-language vehicle request becomes exact vehicle, part-type, qualifier, and paged catalog evidence.
“transmission filter for a 2006 Ford F-250 Super Duty”
search_parts_for_vehicleShows how a natural-language vehicle request becomes exact vehicle, part-type, qualifier, and paged catalog evidence.
“diesel fuel filter for a 2019 Ram 2500”
search_parts_for_vehicleShows how a natural-language vehicle request becomes exact vehicle, part-type, qualifier, and paged catalog evidence.
“PCV valve for a 2014 Volkswagen Jetta”
search_parts_for_vehicleShows how a natural-language vehicle request becomes exact vehicle, part-type, qualifier, and paged catalog evidence.
“Decode VIN 1FAHP3F29CL123456”
decode_vin_and_searchDemonstrates VIN entitlement, vehicle resolution, safe masking, and optional continuation into a parts search.
“What year, make, and model is VIN 1FAHP3F29CL123456?”
decode_vin_and_searchDemonstrates VIN entitlement, vehicle resolution, safe masking, and optional continuation into a parts search.
“What engine information is available for VIN 1FAHP3F29CL123456?”
decode_vin_and_searchDemonstrates VIN entitlement, vehicle resolution, safe masking, and optional continuation into a parts search.
“brake pads for VIN 1FAHP3F29CL123456”
decode_vin_and_searchDemonstrates VIN entitlement, vehicle resolution, safe masking, and optional continuation into a parts search.
“wiper blades for VIN 1FAHP3F29CL123456”
decode_vin_and_searchDemonstrates VIN entitlement, vehicle resolution, safe masking, and optional continuation into a parts search.
“oil filter for VIN 1FAHP3F29CL123456”
decode_vin_and_searchDemonstrates VIN entitlement, vehicle resolution, safe masking, and optional continuation into a parts search.
“air filter for VIN 1FAHP3F29CL123456”
decode_vin_and_searchDemonstrates VIN entitlement, vehicle resolution, safe masking, and optional continuation into a parts search.
“spark plugs for VIN 1FAHP3F29CL123456”
decode_vin_and_searchDemonstrates VIN entitlement, vehicle resolution, safe masking, and optional continuation into a parts search.
“alternator for VIN 1FAHP3F29CL123456”
decode_vin_and_searchDemonstrates VIN entitlement, vehicle resolution, safe masking, and optional continuation into a parts search.
“starter for VIN 1FAHP3F29CL123456”
decode_vin_and_searchDemonstrates VIN entitlement, vehicle resolution, safe masking, and optional continuation into a parts search.
“What cars does Bosch 9619 fit?”
get_part_fitmentsReturns ACES application rows for an exact part without reducing fitment to a vague vehicle list.
“What vehicles use FRAM PH12060?”
get_part_fitmentsReturns ACES application rows for an exact part without reducing fitment to a vague vehicle list.
“What engines and vehicles does NGK 7090 fit?”
get_part_fitmentsReturns ACES application rows for an exact part without reducing fitment to a vague vehicle list.
“List fitments for Denso 4704”
get_part_fitmentsReturns ACES application rows for an exact part without reducing fitment to a vague vehicle list.
“What vehicles fit Motorcraft FL-500S?”
get_part_fitmentsReturns ACES application rows for an exact part without reducing fitment to a vague vehicle list.
“Show all Wix 57060 applications”
get_part_fitmentsReturns ACES application rows for an exact part without reducing fitment to a vague vehicle list.
“What vehicles use Bosch BC600?”
get_part_fitmentsReturns ACES application rows for an exact part without reducing fitment to a vague vehicle list.
“List ACES fitments for Bosch BC627”
get_part_fitmentsReturns ACES application rows for an exact part without reducing fitment to a vague vehicle list.
“What vehicles fit Gates K060841?”
get_part_fitmentsReturns ACES application rows for an exact part without reducing fitment to a vague vehicle list.
“What vehicles use ACDelco PF63?”
get_part_fitmentsReturns ACES application rows for an exact part without reducing fitment to a vague vehicle list.
“List vehicles for Denso 234-4668”
get_part_fitmentsReturns ACES application rows for an exact part without reducing fitment to a vague vehicle list.
“What cars does NGK 93501 fit?”
get_part_fitmentsReturns ACES application rows for an exact part without reducing fitment to a vague vehicle list.
“List fitments for Moog K80026”
get_part_fitmentsReturns ACES application rows for an exact part without reducing fitment to a vague vehicle list.
“What vehicles use Raybestos EHT1084H?”
get_part_fitmentsReturns ACES application rows for an exact part without reducing fitment to a vague vehicle list.
“Show applications for Monroe 171572”
get_part_fitmentsReturns ACES application rows for an exact part without reducing fitment to a vague vehicle list.
“What vehicles fit Timken HA590032?”
get_part_fitmentsReturns ACES application rows for an exact part without reducing fitment to a vague vehicle list.
“List fitments for Standard Motor Products UF-349”
get_part_fitmentsReturns ACES application rows for an exact part without reducing fitment to a vague vehicle list.
“What vehicles use Delphi FG1052?”
get_part_fitmentsReturns ACES application rows for an exact part without reducing fitment to a vague vehicle list.
“Will Bosch 9619 fit a 2018 Honda Accord?”
verify_part_fitmentProduces yes, no, conditional, or unverified using an exact part and resolved vehicle rather than model intuition.
“Does FRAM PH12060 fit a 2015 Ford F-150?”
verify_part_fitmentProduces yes, no, conditional, or unverified using an exact part and resolved vehicle rather than model intuition.
“Will NGK 7090 work on a 2012 Toyota Camry?”
verify_part_fitmentProduces yes, no, conditional, or unverified using an exact part and resolved vehicle rather than model intuition.
“Does Denso 4704 fit a 2016 Honda Civic?”
verify_part_fitmentProduces yes, no, conditional, or unverified using an exact part and resolved vehicle rather than model intuition.
“Will Motorcraft FL-500S fit a 2017 Ford Mustang?”
verify_part_fitmentProduces yes, no, conditional, or unverified using an exact part and resolved vehicle rather than model intuition.
“Does Wix 57060 fit a 2018 Chevrolet Silverado 1500?”
verify_part_fitmentProduces yes, no, conditional, or unverified using an exact part and resolved vehicle rather than model intuition.
“Will Bosch BC600 fit a 1997 Ford Mustang?”
verify_part_fitmentProduces yes, no, conditional, or unverified using an exact part and resolved vehicle rather than model intuition.
“Does Bosch BC627 fit a 2015 Honda Accord?”
verify_part_fitmentProduces yes, no, conditional, or unverified using an exact part and resolved vehicle rather than model intuition.
“Will Gates K060841 fit a 2014 Jeep Wrangler?”
verify_part_fitmentProduces yes, no, conditional, or unverified using an exact part and resolved vehicle rather than model intuition.
“Does ACDelco PF63 fit a 2020 Chevrolet Tahoe?”
verify_part_fitmentProduces yes, no, conditional, or unverified using an exact part and resolved vehicle rather than model intuition.
“Will Denso 234-4668 fit a 2010 Toyota Camry?”
verify_part_fitmentProduces yes, no, conditional, or unverified using an exact part and resolved vehicle rather than model intuition.
“Does NGK 93501 fit a 2019 Subaru Outback?”
verify_part_fitmentProduces yes, no, conditional, or unverified using an exact part and resolved vehicle rather than model intuition.
“Will Moog K80026 fit a 2012 Ford F-150?”
verify_part_fitmentProduces yes, no, conditional, or unverified using an exact part and resolved vehicle rather than model intuition.
“Does Raybestos EHT1084H fit a 2018 Honda Civic?”
verify_part_fitmentProduces yes, no, conditional, or unverified using an exact part and resolved vehicle rather than model intuition.
“Will Monroe 171572 fit a 2011 Toyota Camry?”
verify_part_fitmentProduces yes, no, conditional, or unverified using an exact part and resolved vehicle rather than model intuition.
“Does Timken HA590032 fit a 2013 Ford Escape?”
verify_part_fitmentProduces yes, no, conditional, or unverified using an exact part and resolved vehicle rather than model intuition.
“Will Standard Motor Products UF-349 fit a 2008 Honda Accord?”
verify_part_fitmentProduces yes, no, conditional, or unverified using an exact part and resolved vehicle rather than model intuition.
“Does Delphi FG1052 fit a 2011 Chevrolet Silverado 1500?”
verify_part_fitmentProduces yes, no, conditional, or unverified using an exact part and resolved vehicle rather than model intuition.
“Find an equivalent in Bendix for NAPA 7042”
lookup_part_interchangesShows typed interchange relationships across manufacturer, OE, and retailer brands.
“Find the Bosch equivalent for ACDelco 41-962”
lookup_part_interchangesShows typed interchange relationships across manufacturer, OE, and retailer brands.
“What is the OE equivalent for FRAM PH12060?”
lookup_part_interchangesShows typed interchange relationships across manufacturer, OE, and retailer brands.
“Find an equivalent in NGK for Bosch 9619”
lookup_part_interchangesShows typed interchange relationships across manufacturer, OE, and retailer brands.
“Find the FRAM equivalent for Wix 57060”
lookup_part_interchangesShows typed interchange relationships across manufacturer, OE, and retailer brands.
“Show interchanges for Motorcraft FL-500S”
lookup_part_interchangesShows typed interchange relationships across manufacturer, OE, and retailer brands.
“Find an equivalent in NGK for Denso 4704”
lookup_part_interchangesShows typed interchange relationships across manufacturer, OE, and retailer brands.
“Find the Dayco equivalent for Gates K060841”
lookup_part_interchangesShows typed interchange relationships across manufacturer, OE, and retailer brands.
“Find the ACDelco equivalent for Moog K80026”
lookup_part_interchangesShows typed interchange relationships across manufacturer, OE, and retailer brands.
“Find the Wagner equivalent for Raybestos EHT1084H”
lookup_part_interchangesShows typed interchange relationships across manufacturer, OE, and retailer brands.
“What replaced discontinued ACDelco 41-962?”
lookup_part_supersessionSurfaces lifecycle and replaces/replaced-by chains without inventing a newer part.
“Is there a newer version of Motorcraft FL-820-S?”
lookup_part_supersessionSurfaces lifecycle and replaces/replaced-by chains without inventing a newer part.
“Show the supersession chain for NGK 7090”
lookup_part_supersessionSurfaces lifecycle and replaces/replaced-by chains without inventing a newer part.
“Was Bosch 9619 replaced by a newer part?”
lookup_part_supersessionSurfaces lifecycle and replaces/replaced-by chains without inventing a newer part.
“What parts replace or are replaced by FRAM PH12060?”
lookup_part_supersessionSurfaces lifecycle and replaces/replaced-by chains without inventing a newer part.
“Is Wix 57060 discontinued or superseded?”
lookup_part_supersessionSurfaces lifecycle and replaces/replaced-by chains without inventing a newer part.
“Show replacements for Denso 4704”
lookup_part_supersessionSurfaces lifecycle and replaces/replaced-by chains without inventing a newer part.
“What is the newer version of Gates K060841?”
lookup_part_supersessionSurfaces lifecycle and replaces/replaced-by chains without inventing a newer part.
“Show the supersession chain for Moog K80026”
lookup_part_supersessionSurfaces lifecycle and replaces/replaced-by chains without inventing a newer part.
“Was Monroe 171572 replaced by another part?”
lookup_part_supersessionSurfaces lifecycle and replaces/replaced-by chains without inventing a newer part.
“Show the image and details for Bosch BC600”
get_part_detailsDisplays structured PIES descriptions, attributes with units, lifecycle, relationships, and image URLs.
“Show dimensions and attributes for FRAM PH12060”
get_part_detailsDisplays structured PIES descriptions, attributes with units, lifecycle, relationships, and image URLs.
“Show descriptions, attributes, and lifecycle for NGK 7090”
get_part_detailsDisplays structured PIES descriptions, attributes with units, lifecycle, relationships, and image URLs.
“Show complete part details for Denso 4704”
get_part_detailsDisplays structured PIES descriptions, attributes with units, lifecycle, relationships, and image URLs.
“Show the product image for Motorcraft FL-500S”
get_part_detailsDisplays structured PIES descriptions, attributes with units, lifecycle, relationships, and image URLs.
“Show attributes with units for Wix 57060”
get_part_detailsDisplays structured PIES descriptions, attributes with units, lifecycle, relationships, and image URLs.
“Show product descriptions for Gates K060841”
get_part_detailsDisplays structured PIES descriptions, attributes with units, lifecycle, relationships, and image URLs.
“Show lifecycle and country of origin for Moog K80026”
get_part_detailsDisplays structured PIES descriptions, attributes with units, lifecycle, relationships, and image URLs.
“Show image and product details for Raybestos EHT1084H”
get_part_detailsDisplays structured PIES descriptions, attributes with units, lifecycle, relationships, and image URLs.
“Show attributes, descriptions, and image for Timken HA590032”
get_part_detailsDisplays structured PIES descriptions, attributes with units, lifecycle, relationships, and image URLs.