Stationarity is judged over the complete repeatable work cycle, not a cropped manipulation moment. The robot base stays fixed; every routine input, output, reset, control, and handoff is inside one bounded reachable workcell or is locally presented by a fixture, bin, rack, or conveyor. Walking, driving, carrying between stations, and mobile-base repositioning disqualify the normal cycle. The same stock parallel two-finger gripper remains installed throughout.
70gripper-only task families
350concrete gripper operations
11scored high confidence
3mobile or unsupported cycles excluded
Gripper task suitability
All rows use a fixed robot base and stock two-finger jaws. SINGLE one gripper · DUAL two stock grippers · Direct grasp jaws contact the workpiece · Gripper-held item jaws hold an ordinary passive task item. Ranked by confidence; expand a row to see its whole-cycle stationarity class, multiplier, and note.
Showing 70 of 70 task families
Task family
Gripper setup
Gripper confidence
Top environment types
Carton, tray & crate packing
SINGLEDirect grasp
86High
Packaging Factory 13% · Grocery Store 9% · Retail Store 9% (55 types)
Why this score
The stock jaws grasp the product itself and release it into an open container. Rigid goods and top-down placement keep the task within ordinary parallel-gripper capability.
Fixed cycleThe repeated pick-pack-release cycle completes at one packing cell when goods and empty containers are staged locally.
Manipulation prior (0–100)
94
Stationarity multiplier
1.00
Mean label confidence
0.87
Flagged ambiguous
54%
Gripper setup
One stock two-finger gripper
Interaction
Direct workpiece grasp
Evidence basis
cached evidence from Pick-and-place into cartons & trays
Environment types (55)
Packaging Factory13.0%
Grocery Store9.3%
Retail Store9.3%
Logistics Fulfillment Center8.7%
Logistics Center8.0%
Supermarket6.0%
Egg Processing Facility6.0%
Fulfillment Centre4.3%
Indoor Workspace3.7%
Pharmacy3.4%
Home Packaging Station3.1%
Commercial Kitchen2.7%
Packaged Foods1.9%
Agriculture Farm1.8%
41 further environment types18.9%
Industries (17)
Retail and Consumer Goods47.6%
Food and Beverage16.8%
Industrial Manufacturing15.7%
Automotive and Transport5.0%
Agriculture and Farming3.4%
Healthcare and Pharmacy3.0%
Cleaning and Sanitation2.1%
Home1.9%
Administrative & Office Services1.4%
Beauty and Personal Care1.0%
Concrete gripper operations in this family
Place boxed goods into cartons
Load products into trays
Pack cases and crates
Transfer items into totes
Unload rigid goods from containers
Verified task clips across environments
8s verified clip · 12 fps
Packaging FactoryLoading small cartons into an outer shipping cartonReviewed source window: 255–263 sView source ↗
Retail StorePack retail products into corrugated cartons and tape-seal the carton closuresReviewed source window: 817.2–825.2 sView source ↗
8s verified clip · 10 fps
Hardware Packaging Factory / Carton Packing BenchPacking small bagged hardware into open cartons at a fixed benchReviewed source window: 30.5–38.5 s of delivered clipView source ↗
What the footage actually shows
Packaging Factory
Applying yellow product tags to individually clear-bagged handbags and loading bagged items into cardboard car
Folding beige textile articles, placing them in clear plastic sleeves, and consolidating packaged bundles near
Bagging gray metal components in clear plastic sleeves, packing them into cardboard cartons, and sealing a car
Manually fold die-cut cardboard cartons around small items and load completed blue cartons into a corrugated s
Grocery Store
Arrange packaged retail goods on a checkout counter and barcode-scan a boxed item.
Wiping retail shelves and replenishing packaged snack displays from product cartons.
Sort packaged snack products into cardboard cartons while checking and marking an itemized sheet and handling
Restocking and arranging packaged jars and boxed goods on retail shelves
Retail Store
Pack boxed products into a cardboard carton, fold the flaps, and seal the top seam with a handheld tape dispen
Preparing bubble wrap on a packing table for carton packing
Picking packaged personal-care products from retail shelves and collecting them in an open cardboard carton.
Pack retail products into corrugated cartons and tape-seal the carton closures.
Logistics Fulfillment Center
Performing inventory checks by reviewing barcode-labeled paper slips while moving packaged goods among storage
Packing packaged items with cushioning material into cardboard shipping cartons.
Packing bagged goods into cardboard cartons, sealing the carton seams with packing tape, and applying printed
Picking small boxed products from storage cartons and arranging them into open packing boxes while consulting
Logistics Center
Checking packaged inventory at warehouse shelves and cartons against a printed form and recording it with a pe
Checking printed item labels while locating packaged merchandise in warehouse cartons and shelving
Selecting packaged goods from cartons and shelving while consulting a printed pick list.
Packing individually boxed goods into corrugated cartons and placing filled cartons for pallet-stack handling.
Supermarket
Loading boxed goods from carts into a pickup truck and securing the load with a cargo net and cord.
Packing assorted goods into corrugated cartons, sealing the cartons with tape, and measuring a sealed carton.
Packing assorted packaged retail goods from shopping carts into cardboard cartons.
Packing packaged grocery items from shopping carts into cardboard cartons at a checkout counter
Box, case & rigid-item stacking
SINGLEDirect grasp
83High
Laundry Shop 26% · Home 13% · Logistics Center 10% (55 types)
Why this score
Rigid items provide repeatable grasp faces, while stacking tolerates millimetre-scale placement error when the support surface is known.
Fixed cycleA repeated stack or unstack cycle completes on one reachable surface when incoming and outgoing rigid items are locally staged.
Manipulation prior (0–100)
91
Stationarity multiplier
1.00
Mean label confidence
0.86
Flagged ambiguous
66%
Gripper setup
One stock two-finger gripper
Interaction
Direct workpiece grasp
Evidence basis
cached evidence from Stacking & shelf replenishment
Environment types (55)
Laundry Shop26.4%
Home12.8%
Logistics Center9.9%
Textile Soft Goods Manufacturing6.8%
Indoor Workspace3.4%
Laundry Room3.4%
Commercial Kitchen3.4%
Manufacturing Factory3.0%
Restaurant2.9%
Packaging Factory2.6%
Home Library1.9%
Sewing Factory1.8%
Office1.8%
Clothing Store1.5%
41 further environment types18.3%
Industries (20)
Cleaning and Sanitation23.8%
Home14.8%
Clothing and Fashion14.7%
Industrial Manufacturing12.2%
Food and Beverage9.0%
Retail and Consumer Goods7.7%
Automotive and Transport4.6%
Childcare and Caregiving4.1%
Administrative & Office Services2.3%
Printing and Design1.8%
Concrete gripper operations in this family
Stack cartons and cases
Unstack rigid goods
Build short product stacks
Place items onto racks
Reorder rigid objects on a work surface
Verified task clips across environments
8.0s verified clip · 10 fps
Metal FabricationRepositioning and stacking patterned metal strips between crate-supported work surfacesReviewed source window: 100.0–108.0 sView source ↗
8s verified clip · 10 fps
Seafood Factory / Conveyor WorkcellTransferring a ribbed metal tray from a blue conveyor and placing it onto the table stackReviewed source window: 0–8 s of delivered clipView source ↗
8s verified clip · 10 fps
Pharmaceutical Packaging / Box-stacking TableBuilding a neat stack of small purple-and-white product boxes on a packing tableReviewed source window: 0–8 s of delivered clipView source ↗
8s verified clip · 10 fps
Packaging Factory / Conveyor Stacking CellCarrying one rigid cardboard box from a roller conveyor onto an adjacent stackReviewed source window: 14.0–22.0 s of delivered clipView source ↗
What the footage actually shows
Laundry Shop
Folding and sorting laundered garments into stacks on a table
Sorting and folding garments from laundry baskets into stacks on a table
Sorting and folding laundered garments into stacks on a table
Folding and stacking garments at a table
Home
Hand-folding and sorting small garments into organized stacks on a padded surface
Sorting individual books from a floor stack and arranging them in a bookcase
Arrange and stack cardboard boxes on top of a wooden shelving unit.
Hand-sorting and stacking black plastic component pieces and small rectangular units on a table.
Logistics Center
Manually transferring and stacking beverage cartons in a truck cargo area.
Packing individually boxed goods into corrugated cartons and placing filled cartons for pallet-stack handling.
Applying white barcode labels to cardboard cartons and consolidating the labeled cartons into stacks.
Loading and stacking cartons onto a manual pallet jack for movement through warehouse aisles
Textile Soft Goods Manufacturing
Manually folding and stacking gray sewn garments on a worktable.
Folding and stacking black knit sock-like garments by hand
Positioning branded product cards on folded black socks and arranging the socks into stacks.
Aligning, folding, and stacking black knit sock-like garments from bulk piles.
Indoor Workspace
Lift and remove a flat corrugated-cardboard sheet from a stacked pile.
Playing stacked electronic keyboards with both hands.
Manually folding and aligning black garments for stacking.
Sorting, aligning, and stacking flat barcode-labeled printed items on a workbench.
Laundry Room
Sorting and folding textile garments and linens into organized stacks on a table
Folding and sorting small children's garments into organized stacks on a table.
Folding small garments and placing the folds into separate stacks on a worktable.
Recording tabular paperwork and calculating figures while checking staged white textile stacks with a handheld
This is the core fixed-cell gripper operation: close on a rigid object, move it between two reachable poses without base motion, and release it at a known destination.
Fixed cycleBy definition every source pose target pose and handoff lies inside one fixed reachable envelope.
Manipulation prior (0–100)
90
Stationarity multiplier
1.00
Mean label confidence
0.83
Flagged ambiguous
73%
Gripper setup
One stock two-finger gripper
Interaction
Direct workpiece grasp
Evidence basis
cached evidence from Pick-and-place into cartons & trays
Environment types (102)
Home13.6%
Indoor Workspace6.7%
Restaurant6.6%
Commercial Kitchen6.6%
Auto Repair4.7%
Motorcycle Repair4.6%
Laundry Shop3.9%
Manufacturing Factory3.6%
Retail Store3.4%
Wet Lab3.3%
Spa3.1%
Logistics Center2.7%
Grocery Store1.9%
Egg Processing Facility1.8%
88 further environment types33.5%
Industries (24)
Food and Beverage17.8%
Automotive and Transport12.2%
Home11.2%
Childcare and Caregiving10.0%
Retail and Consumer Goods9.9%
Industrial Manufacturing8.7%
Cleaning and Sanitation3.8%
Construction and Hardware3.7%
Beauty and Personal Care3.5%
Laboratory / Scientific3.3%
Concrete gripper operations in this family
Move objects between adjacent fixtures
Transfer products between reachable bins
Hand an item to a person or robot at the cell boundary
Reposition rigid goods on a table
Feed items to an adjacent process
Verified task clips across environments
8s verified clip · 10 fps
Pharmaceutical Packaging / Rotating-table WorkcellTransferring small white bottles from a rotating table into an adjacent metal trayReviewed source window: 9–17 s of delivered clipView source ↗
8s verified clip · 10 fps
Bearing Workshop / Assembly BenchHanding an assembled bearing ring from a fixed workbench to a nearby coworkerReviewed source window: 1–9 s of delivered clipView source ↗
What the footage actually shows
Home
Unwrapping a plastic baby doll from a blanket and manually repositioning its limbs on a padded table.
Repositioning a baby doll and fitting a disposable diaper around its waist
Unwrapping an infant-sized doll or mannequin and repositioning its body and legs on a padded table.
Manually repositioning an infant-shaped doll's head and limbs on a padded table mat.
Indoor Workspace
Holding and repositioning a curved perforated rail or strip at a workbench
Unwrapping, repositioning, and dressing infant dolls with blankets or clothing on a padded care surface.
Manually handling and repositioning a plastic infant doll on a padded mat.
Repositions a plastic infant mannequin on a padded mat and dresses it by positioning a diaper-like item and a
Restaurant
Retrieving and repositioning plastic-wrapped food packages in a refrigerated cabinet
Weighing, sorting, and transferring batches of food items between bags, perforated trays, and plastic totes.
Transfer a white grain-like ingredient from an opened bulk sack into a metal tray at a sink-side prep counter.
Skimming meat-like pieces from a large pot of broth with a mesh strainer and transferring them for food prepar
Commercial Kitchen
Hand-washing small dishes and glasses in a sudsy basin and transferring them to an adjacent blue tub.
Hand-washing small metal cups and containers in sudsy water and transferring them to a separate tub.
Hand-washing ceramic cups in a foamy sink with a dish brush and transferring them between blue tubs.
Skimming whole fish from a large wok of cooking liquid and transferring them to a metal receiving basin.
Auto Repair
Accessing and repositioning wiring harnesses and plastic housings in a vehicle engine compartment.
Performing automotive service tasks by working around a wheel assembly, transferring dark liquid to a receivin
Transfers liquid from a plastic container into an opening in the car's exposed engine compartment.
Manually repositioning the exposed front brake rotor and steering-suspension assembly at a wheel-removed vehic
Motorcycle Repair
Manually holding and repositioning a scooter seat.
Accessing and repositioning internal and rear-assembly components of motor scooters during service.
Manually inspect and reposition a motorcycle electrical winding assembly and its attached cable in a parts tra
Handling and repositioning a detached scooter front body-panel assembly beside a scooter
Loading a rigid part into a known nest is a standard gripper task when the fixture provides alignment and the robot does not need to operate the cutting or powered process itself.
Fixed cycleThe machine nest source stock and output location can remain inside one fixed loading cell for every part cycle.
Manipulation prior (0–100)
82
Stationarity multiplier
1.00
Mean label confidence
0.89
Flagged ambiguous
44%
Gripper setup
One stock two-finger gripper
Interaction
Direct workpiece grasp
Evidence basis
cached evidence from Bin picking & sorting small rigid parts
Environment types (31)
Laundry Shop63.1%
Sewing Factory9.8%
Manufacturing Factory4.4%
Textile Soft Goods Manufacturing3.4%
Print Shop2.8%
Woodworking Shop2.1%
Motorcycle Repair2.0%
Metal Fabrication1.9%
Auto Repair1.6%
Restaurant0.9%
Indoor Workspace0.9%
Sign Shop0.9%
Packaging Factory0.9%
Home0.6%
17 further environment types4.7%
Industries (13)
Cleaning and Sanitation53.5%
Clothing and Fashion17.0%
Industrial Manufacturing16.2%
Automotive and Transport3.8%
Printing and Design3.7%
Food and Beverage1.9%
Childcare and Caregiving1.0%
Repair Services1.0%
Home1.0%
Retail and Consumer Goods0.4%
Concrete gripper operations in this family
Load parts into fixtures
Unload completed parts
Place workpieces in jigs
Feed rigid blanks to machines
Remove parts from known nests
Verified task clips across environments
8.0s verified clip · 10 fps
Manufacturing FactoryFeeding and aligning small black molded components in a fixed press fixtureReviewed source window: 127.2–135.2 sView source ↗
8.0s verified clip · 10 fps
Woodworking ShopLoading and positioning wood panels on a computer-controlled machine table while operating its control interfaceReviewed source window: 269.7–277.7 sView source ↗
8.0s verified clip · 10 fps
Print ShopAligning and feeding printed panels into a creasing-and-cutting machineReviewed source window: 177.3–185.3 sView source ↗
8s verified clip · 10 fps
Speaker Parts Factory / Injection-Mold Loading StationAligning and loading metal inserts into an open injection moldReviewed source window: 16.5–24.5 s of delivered clipView source ↗
What the footage actually shows
Laundry Shop
Vacuuming lint from removable filter screens and the interiors of commercial front-loading laundry machines.
Loading, sorting, and folding garments around front-loading laundry machines and baskets.
Sorting and folding garments on a table, then loading a clothing bundle into a front-loading washing machine.
Sort garments and load a garment into a front-loading washing machine.
Sewing Factory
Aligning and feeding black fabric at a multi-thread industrial sewing machine
Aligning and feeding blue fabric edges through an industrial multi-thread sewing machine.
Aligning and feeding black knit textile pieces into a fixed thread-fed textile machine.
Aligning and feeding black fabric through the guide area of a thread-fed industrial textile machine.
Manufacturing Factory
Aligning and loading small pale components into the die fixture of a large mechanical press.
Loading, aligning, and manually checking small parts in a fixed press die fixture
Feeding black loop-like components into the front fixture of a fixed benchtop machine and repositioning them b
Loading and aligning sheet materials on an enclosed laser-marked flatbed machine and operating its touchscreen
Textile Soft Goods Manufacturing
Aligning and feeding black textile pieces beneath a fixed machine head
Aligning and feeding black textile pieces at the guided work interface of a fixed illuminated machine.
Aligning and feeding the edge of white fabric through a multi-thread industrial overlock sewing machine.
Aligning and feeding black fabric through the front guide area of a thread-fed industrial sewing machine.
Print Shop
Removing a small blue-and-metal component from plastic packaging and examining it by hand beside a flatbed cut
Loading, aligning, and inspecting printed sheets at a creasing and cutting machine.
Placing and aligning printed sheets on the bed of a creasing-and-cutting machine
Preparing a multi-panel document layout on a computer and loading a white sheet into a large digitally control
Woodworking Shop
Operate the machine-side computer interface and place a shaped board panel onto the fixed panel-processing mac
Loading and aligning wood panels on a computer-controlled panel-cutting machine bed
Positioning and feeding long white panel strips along a guide beneath the head of a fixed woodworking machine.
Load a wood-composite panel onto a CNC panel-processing machine and operate its computer control interface.
Small-parts bin picking
SINGLEDirect grasp
75High
Manufacturing Factory 30% · Auto Repair 13% · Home 9% (30 types)
Why this score
Rigid parts are compatible with parallel jaws, but clutter, occlusion, and small grasp surfaces make perception and singulation harder than ordinary pick-and-place.
Fixed cycleSource bins destination trays and the repeated singulation cycle fit a conventional fixed bin-picking cell.
Manipulation prior (0–100)
87
Stationarity multiplier
1.00
Mean label confidence
0.77
Flagged ambiguous
97%
Gripper setup
One stock two-finger gripper
Interaction
Direct workpiece grasp
Evidence basis
cached evidence from Bin picking & sorting small rigid parts
Environment types (30)
Manufacturing Factory30.4%
Auto Repair13.3%
Home8.6%
Indoor Workspace6.8%
Handcraft Workshop6.1%
Logistics Center5.0%
Motorcycle Repair4.5%
Wrap Shop2.6%
Home Business2.5%
Retail Store2.5%
Metal Fabrication2.3%
Home Workspace1.3%
Office Workspace1.3%
Fulfillment Centre1.3%
16 further environment types11.5%
Industries (12)
Industrial Manufacturing49.3%
Automotive and Transport21.6%
Home9.9%
Creative Workshops7.3%
Retail and Consumer Goods3.8%
Clothing and Fashion2.5%
Food and Beverage1.6%
Construction and Hardware1.4%
Administrative & Office Services1.3%
Childcare and Caregiving0.7%
Concrete gripper operations in this family
Pick components from bins
Retrieve loose hardware
Extract one part from clutter
Move parts into trays
Feed individual components
Verified task clips across environments
8.0s verified clip · 10 fps
Indoor WorkspaceManually picking small metal components from a loose pile and positioning them in long component holdersReviewed source window: 19.8–27.8 sView source ↗
8.0s verified clip · 10 fps
Manufacturing FactoryPick small gray rectangular parts from a loose pile and arrange them in a row on the worktableReviewed source window: 156.2–164.2 sView source ↗
8.0s verified clip · 10 fps
Logistics CenterManually picking and repositioning individual bent metal pieces on a worktableReviewed source window: 152.2–160.2 sView source ↗
8s verified clip · 10 fps
Bearing Factory / Machine-Feed Bin StationPicking individual metal parts from a shallow bin beside a fixed machineReviewed source window: 2.0–10.0 s of delivered clipView source ↗
What the footage actually shows
Manufacturing Factory
Picking individual small metal-like pieces from a pile and inserting them into a black multi-compartment holde
Repeatedly picking small metal pieces from a pile and positioning them into a handheld rectangular fixture.
Picking individual small metal pieces from a tabletop pile and placing them into a handheld compartmented hold
Picking small formed metal components from staged supplies and positioning them along a long aligned row of si
Auto Repair
Retrieving and fitting a metal component at a vehicle's exposed wheel hub assembly
Disconnecting and removing a finned front engine-bay component while accessing intake-side parts in a pickup e
Manually manipulating components on a hoist-supported vehicle engine after retrieving a pistol-grip tool from
Accessing and manually handling components in an open pickup-truck engine compartment
Home
Manually picking through and separating thin dried plant-like pieces on a tabletop.
Manually picking through individual pale food pieces in a metal bowl
Picking up and manipulating individual small black plastic pieces at a tabletop
Hand-picking individual pieces from a pile of dried plant-like material.
Indoor Workspace
Manually picking small metal components from a loose pile and positioning them in long component holders.
Picking up, rotating, and repositioning individual pink cylindrical components and small transparent pink bead
Manually picking individual small black pieces from a bulk pile on a cardboard-covered work surface
Picking small metal components from a bulk bag and arranging them into separate tabletop groups by hand.
Handcraft Workshop
Picking individual pink bow-shaped pieces from a bowl or supply pile and arranging them on the tabletop.
Picking small brass-colored parts from a pile and positioning them at a rectangular gridded panel.
Picking up and manually manipulating individual small pink-and-blue decorative pieces at a tabletop.
Logistics Center
Manually picking and sifting small bent metal components from a tabletop pile.
Manually picking and repositioning individual bent metal pieces on a worktable
Manually picking and separating individual small black components from a bulk pile on a worktable.
Manually picking and arranging small bent metal components into separate groups on a table.
The gripper directly moves each rigid part to a destination. Sorting quality depends on classification and grasp planning rather than a specialized end-effector.
Fixed cycleThe full per-part sort and kit placement cycle completes between locally staged bins and trays.
Manipulation prior (0–100)
86
Stationarity multiplier
1.00
Mean label confidence
0.78
Flagged ambiguous
93%
Gripper setup
One stock two-finger gripper
Interaction
Direct workpiece grasp
Evidence basis
cached evidence from Bin picking & sorting small rigid parts
Environment types (49)
Manufacturing Factory27.2%
Indoor Workspace11.4%
Home8.9%
Handcraft Workshop7.5%
Home Business4.1%
Laundry Shop3.5%
Packaging Factory2.9%
Recycling Center2.8%
Office Workspace2.6%
Home Workspace2.5%
Motorcycle Repair2.3%
Office2.0%
Craft Room/table1.8%
Home Kitchen1.7%
35 further environment types18.7%
Industries (16)
Industrial Manufacturing47.8%
Home12.6%
Creative Workshops11.9%
Retail and Consumer Goods5.1%
Clothing and Fashion4.6%
Food and Beverage4.1%
Administrative & Office Services3.9%
Cleaning and Sanitation3.1%
Automotive and Transport2.7%
Printing and Design1.7%
Concrete gripper operations in this family
Sort parts by type
Singulate mixed components
Build assembly kits
Count-and-place hardware
Arrange parts in compartment trays
Verified task clips across environments
8.0s verified clip · 10 fps
Handcraft WorkshopSorting and aligning purple stemmed decorative pieces into organized groups by handReviewed source window: 177.2–185.2 sView source ↗
8.0s verified clip · 10 fps
Indoor WorkspaceLoading sorted colored small pieces into a clear compartmented plastic tray by handReviewed source window: 177.2–185.2 sView source ↗
8.0s verified clip · 10 fps
Home BusinessSorting individual black hardware-like components and collecting them into clear bags and a cardboard cartonReviewed source window: 99.7–107.7 sView source ↗
8.0s verified clip · 10 fps
Manufacturing FactoryManually separating and sorting CNC-cut sheet parts on the router bedReviewed source window: 99.7–107.7 sView source ↗
What the footage actually shows
Manufacturing Factory
Manually sorting small metal pieces into separate piles on a worktable.
Manually sorting small metal components from a bulk bag into separate tabletop piles.
Manually sorting small metal components into separate tabletop piles.
Manually sorting small silver metal pieces into separate tabletop piles.
Indoor Workspace
Manually sorting small metal components into separate piles on a workbench.
Sorting small items into compartment slots and clear plastic bags.
Sorts and stages small clear units containing tiny items in a compartmented tray.
Sorting small brown items and bagging them in clear zip-top bags at a compartment organizer.
Home
Manually sorting small black rectangular pieces into separate tabletop piles
Manually sorting and portioning dark bean-shaped items on a tray beside a digital scale and metal cup.
Hand-sort small dark slender pieces into a tabletop pile while pinching and twisting white strip-like material
Manually sorting and separating thin dark pieces beside pale fibrous material at a tabletop bowl.
Handcraft Workshop
Sorting small copper-colored pieces from a board into individual compartments of a tray
Sorting and manually manipulating small reflective pieces while handling clear plastic packets at a workbench.
Hand-sort and group small circular metal components on a worktable.
Hand-twisting narrow white strips and sorting thin dried stem-like pieces on a table
Home Business
Manually sorting and gathering small pink molded pieces from bulk containers
Manually sort and stack small blue-and-white rectangular pieces on a work table
Manually sorting pink cylindrical pieces and small shiny pieces between a tabletop pile and a clear bowl.
Manually selecting and sorting small blue and white flat pieces on a table.
Laundry Shop
Sorting garments, loading a front-loading washer, and operating its control panel
Sorting and folding garments from laundry baskets, then loading a garment into a front-loading washer.
Sorting and loading blue textile pieces into a rolling laundry cart
Fold and sort garments at a table, then load clothing into a front-loading washer.
A jaw tip or closed-jaw face can press controls, while the open jaws can grasp larger levers and knobs. Force-limited operation of accessible industrial controls is the best fit.
Fixed cycleThe control and any associated fixed machine interface stay in one reachable cell for the full actuation cycle.
Manipulation prior (0–100)
82
Stationarity multiplier
1.00
Mean label confidence
0.86
Flagged ambiguous
59%
Gripper setup
One stock two-finger gripper
Interaction
Direct workpiece grasp
Evidence basis
cached evidence from Button, switch, lever & knob operation
Environment types (26)
Manufacturing Factory17.9%
Print Shop16.0%
Laundry Shop13.0%
Metal Fabrication10.1%
Auto Repair8.0%
Restaurant5.4%
Office4.1%
Office Workspace3.9%
Sign Shop3.5%
Electronics Repair2.7%
Indoor Workspace2.6%
Electronics Shop2.4%
Motorcycle Repair1.8%
Commercial Kitchen1.8%
12 further environment types6.8%
Industries (11)
Industrial Manufacturing30.7%
Printing and Design19.6%
Cleaning and Sanitation13.0%
Automotive and Transport10.7%
Administrative & Office Services8.0%
Food and Beverage7.4%
Repair Services3.8%
Childcare and Caregiving2.6%
Retail and Consumer Goods2.4%
Clothing and Fashion1.7%
Concrete gripper operations in this family
Press machine buttons
Toggle large switches
Pull accessible levers
Turn low-torque knobs
Operate drawer and latch controls
Verified task clips across environments
8.0s verified clip · 10 fps
RestaurantAdjusting a front control knob on a commercial cooking rangeReviewed source window: 192.2–200.2 sView source ↗
8.0s verified clip · 10 fps
Metal FabricationPositioning rectangular metal frames under a fixed vertical press mechanism and operating its side leverReviewed source window: 204.7–212.7 sView source ↗
8.0s verified clip · 10 fps
Print ShopPositioning and aligning printed sheets while adjusting paper-processing press mechanisms and controlsReviewed source window: 99.8–107.8 sView source ↗
8s verified clip · 10 fps
Manufacturing Floor / Machine Control StationPressing accessible buttons on a handheld industrial control pendantReviewed source window: 1.0–9.0 s of delivered clipView source ↗
What the footage actually shows
Manufacturing Factory
Adjusting a rotary control on the control panel of a large circular industrial machine.
Operate a pendant-controlled overhead hoist and chain sling to lift and guide a steel reinforcement-mesh panel
Setting up a flat panel on a computer-controlled gantry machine by loading the panel, positioning small tabs,
Positioning blue plastic components at a fixed vertical press and operating its hand lever.
Print Shop
Inspecting printed sheets, operating a printing-press control console, and adjusting the press paper-feed mech
Operating a printing press control console and manually actuating its side mechanism with a long metal rod/han
Operate a computer-controlled sheet-processing machine while reviewing the repeated motif layout and removing
Operating a printing press control console while reviewing and handling printed graphic sheets.
Laundry Shop
Folds and sorts garments, then loads a front-loading laundry machine and operates its control panel.
Manipulating the locking bar of a large front-loading washing machine and pressing its control button.
Handle bulk textile loads and operate a large laundry drum machine, including turning a nearby valve and using
Feed and align a large white textile sheet through a flatwork ironing machine, then operate its control panel.
Metal Fabrication
Positioning small rectangular metal components and actuating a bench-mounted vertical press with its side leve
Positioning small metal components in a fixed press and operating its lever.
Positioning metal frame components beneath a bench-mounted press and actuating the lever.
Positioning metal components on a bench-mounted press and actuating its lever
Auto Repair
Consult a printed instruction sheet, operate a vehicle's dashboard controls, and access the under-dash area.
Return a vehicle key and key fob to a wall-mounted key rack after handling it beside a sedan.
Checks an open vehicle engine compartment while viewing a smartphone, then operates the vehicle's steering-col
Review information on a laptop and paper form beside a hood-open car, operate the car's controls, and position
Restaurant
Set up a wheeled portable air cooler by positioning a hose at its reservoir opening, moving it indoors, closin
Turn the rotary control knob on a portable floor appliance.
Operates a computer mouse at a counter beside a keyboard and monitor.
Rinsing a black tray or pan, then handling refrigerated vegetables and adjusting a control on a commercial coo
The gripper picks and positions loose screws, nuts, bolts, and washers but does not drive, tighten, or torque them. This preserves the stock gripper as the only end-effector.
Fixed cycleLoose hardware can be picked and placed between local bins and fixtures without including mobile service or fastening work.
Manipulation prior (0–100)
80
Stationarity multiplier
1.00
Mean label confidence
0.88
Flagged ambiguous
53%
Gripper setup
One stock two-finger gripper
Interaction
Direct workpiece grasp
Evidence basis
cached evidence from Bin picking & sorting small rigid parts
Environment types (23)
Auto Repair32.8%
Motorcycle Repair23.6%
Laundry Shop18.4%
Computer Repair3.1%
Construction Site2.9%
Metal Fabrication2.9%
Manufacturing Factory2.2%
Retail Store2.2%
Home2.2%
Office1.5%
Convenience Store1.5%
Home Workspace0.7%
Home Business0.7%
Bicycle Repair0.7%
9 further environment types4.4%
Industries (11)
Automotive and Transport59.4%
Cleaning and Sanitation14.7%
Construction and Hardware5.9%
Clothing and Fashion4.4%
Industrial Manufacturing4.0%
Retail and Consumer Goods3.7%
Repair Services3.3%
Home2.2%
Administrative & Office Services1.5%
Creative Workshops0.7%
Concrete gripper operations in this family
Place screws into holes
Position nuts and washers
Sort bolts by size
Stage fasteners for assembly
Remove loose hardware
Verified task clips across environments
8.0s verified clip · 10 fps
Manufacturing FactoryHand-sorting small metal fasteners or pins into separate tabletop pilesReviewed source window: 152.2–160.2 sView source ↗
8s verified clip · 10 fps
Automotive Training Workshop / Gearbox Assembly BenchPicking loose bolts from a tray and positioning them into holes in a gearbox casingReviewed source window: 6–14 s of delivered clipView source ↗
8s verified clip · 10 fps
Automotive Training Workshop / Engine Assembly StandPositioning loose bolts into bearing-cap holes on a fixed engine blockReviewed source window: 61–69 s of delivered clipView source ↗
What the footage actually shows
Auto Repair
Replace a front brake rotor and reassemble the surrounding brake caliper hardware on a raised vehicle.
Removing retaining hardware and disassembling a truck wheel-end assembly to expose the axle spindle and backin
Installing and positioning brake shoes and retaining hardware on a truck's exposed rear wheel brake assembly
Servicing vehicles by positioning a battery at an open engine bay and working on a raised vehicle's underbody-
Motorcycle Repair
Removing and manipulating scooter body-panel fasteners to access the exposed under-seat area
Positioning a long metal tool at a scooter's front-wheel area and selecting small metal hardware.
Removing and repositioning silver scooter body/floorboard panels while manipulating lower mounting fasteners.
Refitting the motorcycle rear wheel while positioning the drive chain and axle hardware
Laundry Shop
Sorting garments, loading a front-loading washer, and operating its control panel
Sorting and folding garments from laundry baskets, then loading a garment into a front-loading washer.
Fold and sort garments at a table, then load clothing into a front-loading washer.
Sorting garments, folding textiles, and placing them into laundry bags beside front-loading washers.
Computer Repair
Positioning an internal cable or connector and working on screws in an opened laptop.
Removing internal components and unscrewing exterior fasteners on an open desktop computer chassis.
Construction Site
Positioning and securing a crane-supported precast wall panel with temporary steel braces and panel-edge conne
Measuring, positioning, and screw-fastening white curved built-in shelving components.
Aligning metal rail members on rooftop supports and positioning small connector hardware at a rail joint
Metal Fabrication
Positioning a small metal component and manually adjusting the clamping fixture of a screw-actuated metal mach
Selecting and positioning small metal pieces on bolted fixture plates at a workbench
Rigid-part fit-up & alignment
SINGLEDirect grasp
74High
Manufacturing Factory 17% · Motorcycle Repair 11% · Construction Site 9% (79 types)
Why this score
The gripper directly holds a rigid part against a mating surface or fixture. Visible features and coarse fit-up are strong candidates; microscopic components and tool-assisted fastening are filtered out.
Fixed cycleRigid parts locating features and output staging can remain inside one fixed fixture cell.
Manipulation prior (0–100)
82
Stationarity multiplier
1.00
Mean label confidence
0.83
Flagged ambiguous
71%
Gripper setup
One stock two-finger gripper
Interaction
Direct workpiece grasp
Evidence basis
cached evidence from Rigid-part fit-up & alignment
Environment types (79)
Manufacturing Factory17.1%
Motorcycle Repair11.1%
Construction Site8.7%
Auto Repair8.0%
Sewing Factory7.8%
Handcraft Workshop5.1%
Construction Company4.5%
Metal Fabrication3.2%
Woodworking Shop3.0%
Indoor Workspace2.6%
Sign Shop2.4%
Mobile Repair2.3%
Textile Soft Goods Manufacturing2.2%
Craft Room/table1.5%
65 further environment types20.5%
Industries (21)
Industrial Manufacturing30.5%
Automotive and Transport19.8%
Construction and Hardware16.6%
Clothing and Fashion9.2%
Creative Workshops7.5%
Repair Services6.5%
Printing and Design2.8%
Home1.8%
Retail and Consumer Goods1.2%
Administrative & Office Services1.2%
Concrete gripper operations in this family
Align brackets and panels
Position rigid components
Fit parts into housings
Present pieces for assembly
Hold parts against locating features
Verified task clips across environments
8.0s verified clip · 10 fps
Handcraft WorkshopManually fitting pink cylindrical components onto white flower-shaped pieces and arranging the assembled pieces on the work surfaceReviewed source window: 489.7–497.7 sView source ↗
8.0s verified clip · 10 fps
Manufacturing FactoryAligning black plastic components and small brass-colored pieces in a fixed press fixtureReviewed source window: 152.2–160.2 sView source ↗
8s verified clip · 10 fps
Switch Factory / Riveting Setup StationPositioning metal components on a riveting-machine anvil before the powered cycleReviewed source window: 8–16 s of delivered clipView source ↗
What the footage actually shows
Manufacturing Factory
Manually positioning small metal components at a bench-mounted fixture
Manually fitting a small black plastic component onto a multi-lead cable assembly.
Manually positioning individual small dark pieces in a rectangular holding fixture
Manually positioning individual small metal components into a dark rectangular fixture.
Motorcycle Repair
Positioning circular pieces in a manual lever press and actuating the press
Accessing and repositioning internal and rear-assembly components of motor scooters during service.
Inspecting and positioning loose components on a partially disassembled motorcycle engine assembly.
Performing hands-on scooter service by aligning body panels and working at wheel-area components.
Construction Site
Aligning and power-fastening panels of a large curved built-in shelving/cabinet unit.
Measuring, marking, and positioning a curved trim component on a built-in shelving unit.
Positioning and adjusting components of a wall-mounted built-in shelving and cabinet installation
Installing and positioning gray built-in cabinet components, including drawer/front pieces and a long panel.
Auto Repair
Accessing an underfloor vehicle compartment by removing and positioning cargo-area interior trim panels.
Fitting a molded cover or housing over exposed components in a car engine bay, then operating or checking cont
Positioning and adjusting engine intake-system components in an open vehicle engine bay
Preparing, fitting, and fastening circular drivetrain components beneath a raised vehicle.
Sewing Factory
Aligning and positioning a large white fabric panel at the presser-foot area of a sewing machine.
Aligning and guiding white textile panels at the needle and presser-foot area of an industrial sewing machine.
Aligning, guiding, and repositioning a large fabric panel at an industrial sewing machine's needle area.
Aligning and guiding a blue garment-textile panel beneath an industrial sewing machine needle.
Handcraft Workshop
Manually adjusting and positioning a small component at a metal bench clamp.
Manually repositioning a small irregular workpiece at the working end of a guarded bench-mounted rotary spindl
Manually transferring and positioning small pieces in individual compartments of a tray
Manually align individual thin gold-colored metal pieces with a small multi-piece grouping.
The stock jaws hold the component throughout insertion. Chamfers and compliant fixtures can absorb small pose error, but tight connectors still require accurate alignment and force sensing.
Fixed cycleThe component source mating fixture and completed-part output can all be fixed within one assembly cell.
Manipulation prior (0–100)
80
Stationarity multiplier
1.00
Mean label confidence
0.84
Flagged ambiguous
67%
Gripper setup
One stock two-finger gripper
Interaction
Direct workpiece grasp
Evidence basis
cached evidence from Component insertion & connector mating
Environment types (59)
Manufacturing Factory19.8%
Motorcycle Repair11.5%
Barber Shop10.8%
Handcraft Workshop5.1%
Auto Repair4.6%
Packaging Factory4.4%
Construction Site4.1%
Electronics Factory2.7%
Indoor Workspace2.4%
Mobile Repair1.9%
Wire Cable Factory1.9%
Metal Fabrication1.8%
Jewelry Handicraft1.8%
Computer Repair1.7%
45 further environment types25.5%
Industries (18)
Industrial Manufacturing38.2%
Automotive and Transport17.3%
Beauty and Personal Care11.2%
Repair Services8.5%
Creative Workshops6.8%
Construction and Hardware6.4%
Retail and Consumer Goods2.2%
Clothing and Fashion2.1%
Home1.5%
Printing and Design1.4%
Concrete gripper operations in this family
Insert rigid components
Mate electrical connectors
Seat clips and plugs
Align parts before assembly
Perform guided peg-in-hole placement
Verified task clips across environments
8.0s verified clip · 10 fps
Manufacturing FactoryAligning and fastening panels into partially assembled cabinet unitsReviewed source window: 269.7–277.7 sView source ↗
8.0s verified clip · 10 fps
Motorcycle RepairAligning and fastening a finned cylinder component onto an exposed scooter engineReviewed source window: 53.7–61.7 sView source ↗
8.0s verified clip · 10 fps
Handcraft WorkshopAligning and pressing small green components onto pink decorative pieces by handReviewed source window: 115.3–123.3 sView source ↗
What the footage actually shows
Manufacturing Factory
Manually inserting small metal components into a rectangular housing or fixture.
Inserting small metal pieces into openings of a dark molded component by hand.
Picking individual small metal-like pieces from a pile and inserting them into a black multi-compartment holde
Manually inserting small dark components into a rectangular holder or fixture.
Motorcycle Repair
Sorting and aligning exposed electrical wiring and connectors at a motorcycle's front assembly, then handling
Performing hands-on scooter service by aligning body panels and working at wheel-area components.
Accessing and servicing internal scooter components by removing body panels and manipulating wiring/connectors
Positioning and heat-tool joining a small wire or connector in an exposed scooter rear-compartment component a
Barber Shop
Trimming a seated client's hair with electric clippers and a comb.
Trimming a seated client's hair with an electric clipper and comb.
Trimming a seated person's side and nape hair with electric clippers and a comb.
Trimming a seated person's hair with electric clippers.
Handcraft Workshop
Manually aligning and pressing pink flexible pieces onto small pink-and-white cylindrical components
Manually aligning a small decorative component with a thin chain or wire
Manually assembling a beaded cord strand by aligning bead-like components and a thin cord.
Manually aligning small gold-colored components with thin white loops or cords.
Auto Repair
Manipulating connector-like parts in an open vehicle engine compartment and positioning a bottle at the compar
Manually aligning and positioning a long black vehicle component in the open front compartment.
Manually aligning and fitting a silver cast-metal mechanical component to a black tubular component, with a co
Positioning a multi-branch wiring and connector assembly around an exposed vehicle engine while accessing rela
Packaging Factory
Manually placing and aligning small ribbed rectangular components into regular arrays within clear plastic pac
Aligning small ribbed rectangular parts into rows and placing a grouped row into a clear plastic bag.
Manually inserting individual light-green foam-like pieces into clear plastic bags.
Folding and assembling printed die-cut cardboard panels and perforated inserts into carton-like display forms.
The stock jaws hold and press rigid mating features until they seat, clip, or snap. Guided geometry and force feedback are needed to avoid part damage.
Fixed cycleThe mating parts press fixture and completed output are all compatible with a bounded repeated assembly cycle.
Manipulation prior (0–100)
80
Stationarity multiplier
1.00
Mean label confidence
0.85
Flagged ambiguous
66%
Gripper setup
One stock two-finger gripper
Interaction
Direct workpiece grasp
Evidence basis
cached evidence from Press-fit, clip & snap assembly
Environment types (56)
Barber Shop12.2%
Motorcycle Repair12.0%
Manufacturing Factory10.6%
Handcraft Workshop7.3%
Sewing Factory5.3%
Mobile Repair4.2%
Auto Repair3.4%
Indoor Workspace3.3%
Packaging Factory3.3%
Furniture Reupholstery2.9%
Construction Site2.5%
Office2.4%
Car Detailing2.1%
Craft Room/table2.0%
42 further environment types26.4%
Industries (17)
Industrial Manufacturing21.2%
Automotive and Transport20.7%
Beauty and Personal Care13.9%
Creative Workshops9.9%
Repair Services9.9%
Clothing and Fashion6.7%
Construction and Hardware5.2%
Printing and Design3.3%
Home2.1%
Administrative & Office Services1.9%
Concrete gripper operations in this family
Seat press-fit components
Snap plastic parts together
Insert retaining clips
Press plugs into housings
Join guided rigid pieces
Verified task clips across environments
8.0s verified clip · 10 fps
Manufacturing FactoryManually fit a dark rectangular insert into an orange plastic housing and press the housing closedReviewed source window: 103.7–111.7 sView source ↗
8s verified clip · 10 fps
Building Service Area / Ceiling Light FixturePressing along a ceiling light cover edge to seat it onto the fixed fixtureReviewed source window: 37–45 s of delivered clipView source ↗
8s verified clip · 10 fps
Small-parts Assembly / Outdoor WorktablePressing small black components onto a silver gear-shaped frame at a fixed worktableReviewed source window: 4–12 s of delivered clipView source ↗
What the footage actually shows
Barber Shop
Trimming a seated client's hair with electric clippers and a comb.
Trimming a seated client's hair with an electric clipper and comb.
Trimming a seated person's side and nape hair with electric clippers and a comb.
Trimming a seated person's hair with electric clippers.
Motorcycle Repair
Manually inspect and reposition a motorcycle electrical winding assembly and its attached cable in a parts tra
Accessing a motor scooter's under-seat compartment and fitting the seat onto the scooter.
Aligning and fastening scooter body panels and under-seat components during reassembly.
Manipulating components in the exposed under-seat/rear compartment of a motor scooter while its body panels ar
Manufacturing Factory
Applying hot glue to join small black components into assemblies
Hot-gluing and pressing small black components onto a thin black cord- or strip-like piece.
Positioning and pressing black rectangular components into the slots of a multi-position fixture
Positioning and pressing black plastic components into the sections of a long segmented holder
Handcraft Workshop
Manually attach small gold-colored components to a thin cord
Manually threading or joining small ring-like components onto a pink beaded strand.
Manually joining a small looped component to the end of a pink beaded cord
Applying adhesive with a wired glue gun and hand-pressing small black fabric-like pieces together.
Sewing Factory
Measuring, steam-pressing, inspecting, and trimming gray garment-fabric panels at a worktable.
Sewing and pressing a dark edge trim on a navy garment panel
Cutting, aligning, and heat-pressing white strips on a brown textile panel
Aligning paper patterns, marking, cutting, and pressing black textile panels
Mobile Repair
Reassembling a disassembled smartphone by positioning its flex-connected front housing over the open chassis a
Reassembling an opened smartphone by applying adhesive, seating internal components, and aligning the phone/di
Manually positioning and pressing a small internal component in an opened smartphone
Repositioning and seating small components inside an opened smartphone
Fixed-bay shelf replenishment & product facing
SINGLEDirect grasp
71Medium
Home 22% · Retail Store 16% · Grocery Store 16% (41 types)
Why this score
A fixed-base arm handles packaged products inside one pre-positioned shelf bay. Every source bin, target shelf, and facing surface must remain inside the reachable workcell; aisle travel and work across multiple bays are excluded.
Local feed requiredValid only for one reachable bay supplied from an adjacent bin or conveyor; aisle travel and replenishment across bays remain outside the robot cycle.
Manipulation prior (0–100)
92
Stationarity multiplier
0.85
Mean label confidence
0.87
Flagged ambiguous
63%
Gripper setup
One stock two-finger gripper
Interaction
Direct workpiece grasp
Evidence basis
cached evidence from Stacking & shelf replenishment
Environment types (41)
Home22.0%
Retail Store16.2%
Grocery Store15.5%
Pharmacy8.8%
Convenience Store6.1%
Restaurant4.0%
Logistics Fulfillment Center3.3%
Home Library2.5%
Construction Site2.1%
Supermarket2.0%
Construction Company1.9%
Beauty Supply Store1.5%
Laundry Shop1.4%
Logistics Center1.4%
27 further environment types11.2%
Industries (16)
Retail and Consumer Goods49.2%
Home25.6%
Healthcare and Pharmacy6.9%
Food and Beverage6.1%
Construction and Hardware5.1%
Cleaning and Sanitation1.8%
Clothing and Fashion1.2%
Beauty and Personal Care0.7%
Administrative & Office Services0.7%
Automotive and Transport0.7%
Concrete gripper operations in this family
Restock one reachable shelf bay
Face products within fixed reach
Arrange books and boxed goods at one station
Move products between reachable shelf levels
Fill a fixed display tray
Verified task clips across environments
8.0s verified clip · 10 fps
Convenience StoreRestocking and aligning bottled beverages on retail shelves from open cartonsReviewed source window: 204.7–212.7 sView source ↗
8.0s verified clip · 10 fps
RestaurantRestocking canned and bottled beverages in refrigerated display shelvesReviewed source window: 254.7–262.7 sView source ↗
7.9s verified clip · 10 fps
Grocery StoreRestocking and arranging packaged cup meals on a retail shelfReviewed source window: 359.8–367.7 sView source ↗
8.0s verified clip · 10 fps
Retail StoreReplenishing and front-facing boxed cigarette cartons in a retail display shelfReviewed source window: 359.7–367.7 sView source ↗
What the footage actually shows
Home
Arranging books upright on a wooden shelf
Arranging individual books upright in a row on the top of a wooden shelving unit.
Clearing and arranging books upright on a wooden bookshelf
Dusting shelving and wiping decorative shells and the desk surface with a feather duster and tissues.
Retail Store
Reviewing merchandise shelves against a printed checklist and marking entries with a pen
Picking packaged personal-care products from retail shelves and collecting them in an open cardboard carton.
Selecting packaged retail goods from shelves using a printed list and loading them into a shopping cart.
Collecting boxed merchandise in a cart from store shelves while checking and marking an itemized paper list.
Grocery Store
Selecting packaged goods from retail shelves according to a paper checklist, loading them into a cart, and mar
Picking packaged products from store shelves into a cart while checking and marking a printed list.
Selecting packaged retail merchandise from store shelves into a shopping cart while checking a paper item list
Wiping retail shelves and replenishing packaged snack displays from product cartons.
Pharmacy
Picking boxed products and bottles from inventory shelves against a printed list and collecting them in a wire
Picking listed boxed products from shelves into a cart, checking the list, and preparing the items in a plasti
Selecting packaged products from retail shelves while consulting paperwork and using carts.
Picking individual boxed products from pharmacy shelves after viewing a smartphone product list.
Convenience Store
Restocking packaged snack products from cartons onto pegboard display hooks.
Restocking and straightening packaged merchandise in retail display bins and shelves.
Restocking packaged drink containers onto shelves in a glass-door refrigerated display cabinet.
Restocking bottled beverages from open cartons onto retail display shelves.
Restaurant
Transferring and arranging bottled beverages between a refrigerated display and a plastic crate.
Restocking compartmented food pans by retrieving and portioning prepared ingredients from refrigerated storage
Sort reusable serving dishes into bins and carts, then return bowls and plates to storage shelving.
Place food containers onto shelves inside a commercial refrigerated cabinet.
Container opening, closing & lid handling
SINGLEDirect grasp
71Medium
Home 10% · Restaurant 8% · Auto Repair 8% (49 types)
Why this score
The jaws can grasp protruding lids, caps, tabs, and container rims without changing the end-effector. Simple lift, press, and low-torque twist motions are the best fit.
Fixed cycleA container and its lid can be presented together in one fixture so opening closing and reset all complete locally.
Manipulation prior (0–100)
80
Stationarity multiplier
1.00
Mean label confidence
0.83
Flagged ambiguous
78%
Gripper setup
One stock two-finger gripper
Interaction
Direct workpiece grasp
Evidence basis
cached evidence from Table clearing & dish bussing
Environment types (49)
Home9.8%
Restaurant8.1%
Auto Repair7.9%
Kitchen7.5%
Commercial Kitchen4.5%
Wet Lab4.3%
Perfume Store4.3%
Cleaning Service3.9%
Food Preparation Area3.1%
Garden Cleanup3.0%
Packaging Factory2.6%
Office Workspace2.6%
Laundry Shop2.6%
Appliance Repair2.6%
35 further environment types33.1%
Industries (19)
Food and Beverage22.1%
Automotive and Transport11.7%
Home8.9%
Childcare and Caregiving8.5%
Cleaning and Sanitation6.1%
Industrial Manufacturing5.2%
Beauty and Personal Care5.0%
Retail and Consumer Goods4.8%
Laboratory / Scientific4.3%
Backyard / Yard3.9%
Concrete gripper operations in this family
Lift loose lids
Place lids on containers
Open tabbed bins
Close hinged containers
Remove low-torque caps
Verified task clips across environments
8.0s verified clip · 10 fps
Perfume Store / WorkspaceRemoving and reinserting the integrated dropper cap of a labeled amber bottleReviewed source window: 204.7–212.7 sView source ↗
8s verified clip · 10 fps
Chemical-products Factory / Bucket-capping StationPlacing and pressing a blue plastic lid onto a metal bucket before lifting itReviewed source window: 11.5–19.5 s of delivered clipView source ↗
8s verified clip · 10 fps
Laboratory / Container StationOpening and then reseating a large blue lid on a rigid laboratory containerReviewed source window: 1–9 s of delivered clipView source ↗
What the footage actually shows
Home
Brush residue from a manual hand-crank grinder and its removable wooden drawer, then handle the lined bin.
Performs hand hygiene, then handles a small transparent container at a countertop appliance and twists a white
Manually shake the contents of a baby feeding bottle, inspect it, and remove the nipple/cap.
Fold small garments and linens into stacks and place a folded stack in a cabinet drawer.
Restaurant
Open a refrigerated cabinet and place a bagged or containerized item with pale pieces into an interior compart
Opening a large refrigerated storage cabinet and handling its interior wire shelf.
Manually lifting and repositioning large lidded plastic storage barrels along the storefront entrance.
Place food containers onto shelves inside a commercial refrigerated cabinet.
Auto Repair
Removing a vehicle-mounted cylindrical housing and fitting a new pleated cartridge filter into its cap.
Accessing components in an open vehicle engine bay and manipulating the vehicle's in-cabin controls
Removing and fitting vehicle interior trim components around the cabin and rear hatch
Removing a large molded interior carpet/insulation panel from a stripped vehicle cabin
Kitchen
Preparing a small bottle by opening a powdered-product container and manually shaking the bottle's opaque liqu
Preparing a lidded container by handling a kettle, spooning material into an open container, then sealing and
Preparing a formula feeding bottle by retrieving a bottle, handling formula powder, and shaking a closed conta
Cleaning small feeding-bottle-like containers and removable cap components at a sink using a cleaning implemen
Commercial Kitchen
Handling and opening a large electric rice cooker or similar lidded food-service appliance
Removing and replacing the white screw cap on a clear plastic bottle
Clearing containers and cleaning the open commercial refrigeration cabinets and surrounding wet area using a s
Placing a tub of crushed ice and a white container onto shelves in refrigerated cabinets.
Wet Lab
Restrain and handle laboratory mice while opening and repositioning their cages and containers.
Preparing a bench sample by weighing it on an enclosed electronic balance, recording the measurement, and mani
Manually stirring dark liquid in open vessels and adjusting a valve or tubing connector on a stainless process
Removing dark solid material from a stainless-steel processing vessel into a black plastic bag.
The stock jaws directly grasp the body of a fully closed rigid container and execute repeated gross motion. Cap installation and leak-sensitive uncapped handling are outside this family.
Fixed cycleA sealed-container input and output tray can remain local for the full grasp-shake-return cycle.
Manipulation prior (0–100)
82
Stationarity multiplier
1.00
Mean label confidence
0.76
Flagged ambiguous
91%
Gripper setup
One stock two-finger gripper
Interaction
Direct workpiece grasp
Evidence basis
cached evidence from Capped-container shaking
Environment types (6)
Kitchen56.5%
Home16.4%
Kitchen Workshop11.7%
Home Kitchen7.0%
Food Preparation Area5.7%
Personal Care2.7%
Industries (4)
Food and Beverage43.8%
Childcare and Caregiving31.6%
Home21.9%
Beauty and Personal Care2.7%
Concrete gripper operations in this family
Shake capped bottles
Agitate closed sample containers
Mix liquid in sealed vessels
Shake feeding bottles
Return containers upright
Verified task clips across environments
8.0s verified clip · 10 fps
KitchenPreparing and mixing an infant-formula feeding bottle by handling powdered formula, capping the bottle, and shaking itReviewed source window: 234.7–242.7 sView source ↗
8.0s verified clip · 10 fps
HomeManually shake the contents of a baby feeding bottle, inspect it, and remove the nipple/capReviewed source window: 67.2–75.2 sView source ↗
What the footage actually shows
Kitchen
Handling bottle components and powdered-product containers, then shaking capped feeding bottles at a preparati
Preparing a small bottle by opening a powdered-product container and manually shaking the bottle's opaque liqu
Preparing and mixing an infant-formula feeding bottle by handling powdered formula, capping the bottle, and sh
Preparing a powdered formula feeding bottle by handling powder, water equipment, and shaking a capped small bo
Home
Manually shake the contents of a baby feeding bottle, inspect it, and remove the nipple/cap.
Scooping pale powder from a canister and shaking a red-lidded container.
Handling, shaking, and inspecting a small baby feeding bottle while using a countertop bottle-preparation setu
Preparing a powdered infant feeding bottle by scooping powder, shaking the closed bottle, and attaching the ni
Kitchen Workshop
Mixing a powder-based liquid in a capped bottle by shaking it, while pouring kettle liquid into a separate gla
Home Kitchen
Preparing a liquid mixture by handling countertop vessels and shaking a lidded container.
Food Preparation Area
Scooping material from an open container and shaking a capped plastic bottle to mix it
Personal Care
Manually shaking a closed white cylindrical container at the counter.
The grippers directly hold and reorient rigid vessels under running water or between wash bins. Slippery surfaces and fragile glassware require force and slip control.
Fixed cycleWash bins faucet racks and container flow can form a bounded sink-side workcell for the complete repeated cycle.
Manipulation prior (0–100)
76
Stationarity multiplier
1.00
Mean label confidence
0.88
Flagged ambiguous
50%
Gripper setup
Two stock two-finger grippers
Interaction
Direct workpiece grasp
Evidence basis
cached evidence from Container & tableware washing
Environment types (33)
Commercial Kitchen27.8%
Restaurant14.6%
Cleaning Service11.6%
Home9.1%
Bathroom6.4%
Kitchen6.0%
Coffee Shop5.7%
Home Kitchen4.4%
Indoor Workspace3.4%
Appliance Repair1.5%
Nail Salon1.0%
Personal Care1.0%
Auto Repair0.9%
Wet Lab0.8%
19 further environment types5.8%
Industries (14)
Food and Beverage49.3%
Cleaning and Sanitation17.9%
Home15.2%
Childcare and Caregiving7.8%
Hospitality2.3%
Beauty and Personal Care1.6%
Repair Services1.5%
Automotive and Transport1.4%
Laboratory / Scientific1.3%
Printing and Design0.7%
Concrete gripper operations in this family
Rinse cups and glasses
Wash rigid containers
Rotate dishes under a faucet
Transfer vessels between sink bins
Place clean tableware in racks
Verified task clips across environments
8.0s verified clip · 10 fps
RestaurantManually washing and rinsing a large stainless-steel tray in a multi-basin sinkReviewed source window: 37.2–45.2 sView source ↗
8.0s verified clip · 10 fps
Commercial KitchenManually scrubbing and rinsing dishware and cookware at a sink, then wiping the emptied sink basinsReviewed source window: 852.3–860.3 sView source ↗
8.0s verified clip · 10 fps
Cleaning ServiceManually washing and rinsing ceramic cups, metal bowls, and cutlery in foamy water tubs using sponges and basinsReviewed source window: 87.2–95.2 sView source ↗
What the footage actually shows
Commercial Kitchen
Wiping a stainless-steel work counter and rinsing a metal bowl at the sink.
Washing and stacking bowls, plates, and cookware at the sink.
Hand-washing and rinsing a transparent plastic kitchen container or component at a sink
Manually scrubbing and rinsing stainless-steel bowls in foamy wash tubs, then grouping the bowls into stacks.
Restaurant
Washing, drying, sorting, and stacking dishes, cookware, and cutlery at wash basins.
Rinsing metal trays and cookware at a commercial dish sink while wiping the adjacent work surface
Rinsing a clear plastic food container under the kitchen faucet after retrieving food items from under-counter
Collecting used tableware, rinsing cups under a faucet, and sorting the cups in wash tubs and bins.
Cleaning Service
Rinsing small transparent containers or components at a sink and placing them in a rack-equipped countertop ap
Scrubbing and rinsing small translucent containers or components at a sink with a handheld brush.
Washing and scrubbing reusable plastic container components at a sink with a long-handled cleaning brush.
Cleaning and rinsing clear feeding-bottle-like containers and detachable components at a sink.
Home
Washing hands, then pouring water into a small container and handling a blue-lidded powder container.
Manually washing and rinsing small bottle-like containers and detachable plastic components at a sink.
Washing small feeding-bottle components at a sink with a sponge and bottle brush, then arranging the component
Washing and rinsing clear bottles or container components with a sponge at a sink.
Bathroom
Scrubbing and rinsing small container components at a sink with a sponge
Hand-washing small plastic container components in a foamy basin and transferring them to a rack-equipped encl
Hand-washing removable plastic components and a perforated insert at a sink, then arranging small items in a c
Rinsing and arranging small clear containers and plastic components on a drying tray at the sink
Kitchen
Washing hands, then transferring container parts and positioning a clear jar and water container at countertop
Rinsing and hand-washing transparent infant-feeding containers and components, then arranging them on racks in
Washing infant feeding bottles and detachable components at a sink, including brushing inside a bottle.
Scrubbing and rinsing transparent bottle-like containers and small components, then collecting and loading the
The gripper directly grasps a rigid pitcher, bottle, kettle, or scoopable container and controls its tilt. Container geometry, liquid slosh, and fill-state estimation are the limiting factors.
Fixed cycleSource and destination vessels can be fixture-presented together so pour return and reset remain local.
Manipulation prior (0–100)
74
Stationarity multiplier
1.00
Mean label confidence
0.87
Flagged ambiguous
52%
Gripper setup
One stock two-finger gripper
Interaction
Direct workpiece grasp
Evidence basis
cached evidence from Pouring & decanting
Environment types (13)
Coffee Shop26.7%
Restaurant24.6%
Home12.8%
Wet Lab8.8%
Paint Shop7.1%
Motorcycle Repair5.3%
Kitchen Workshop5.2%
Auto Repair3.2%
Cooking School2.1%
Renovation Company1.8%
Retail Store1.2%
Home Kitchen0.7%
Backyard0.5%
Industries (7)
Food and Beverage68.0%
Automotive and Transport15.6%
Laboratory / Scientific8.8%
Home3.5%
Construction and Hardware1.8%
Retail and Consumer Goods1.2%
Childcare and Caregiving1.1%
Concrete gripper operations in this family
Pour liquids between containers
Decant beverages into cups
Empty granular material
Tilt bottles over vessels
Return containers upright
Verified task clips across environments
8.0s verified clip · 10 fps
Coffee ShopPouring milk from a metal pitcher into a cup of coffee to create a latte-art patternReviewed source window: 79.8–87.8 sView source ↗
8.0s verified clip · 10 fps
RestaurantPouring liquid from a stainless insulated carafe into a small cup at a communal dining tableReviewed source window: 9.7–17.7 sView source ↗
8.0s verified clip · 10 fps
HomePouring milk from a stainless-steel pitcher into a glass of coffeeReviewed source window: 19.7–27.7 sView source ↗
What the footage actually shows
Coffee Shop
Preparing ingredients in blender pitchers by scale-guided pouring and scooping, followed by rinsing a blender
Pouring a light-colored liquid from a handled container into a small clear cup at the preparation counter.
Pouring milk from a carton into a small metal cup or pitcher at the beverage counter
Preparing a drink by scale-guided ingredient handling, mixing in a metal cup, and pouring into a clear serving
Restaurant
Pouring liquid from a stainless insulated carafe into a small cup at a communal dining table.
Pouring or refilling a diner's cup from a stainless-steel pitcher at the dining table.
Pouring a pale food mixture into a sheet tray and hand-spreading it into an even layer
Serve food platters to dining tables and pour a drink from a kettle into a cup.
Home
Pouring milk from a stainless-steel pitcher into a glass of coffee
Steam milk in a metal pitcher using an espresso-machine steam wand, then pour the foamy milk into a glass.
Operate an espresso machine while preparing foamed milk, then pour the foam from a metal pitcher into a brown
Preparing a coffee drink by operating an espresso machine, using its steam wand with a metal pitcher, pouring
Wet Lab
Pouring clear liquid into a plastic basin and handling flexible tubing and a lower fitting on a stainless-stee
Rinsing and washing laboratory glassware and plastic liquid containers at a sink, including pouring clear liqu
Paint Shop
Masking scooter and car body panels with newspaper and tape, then decanting liquid from a metal can into a con
Preparing blue coating material by pouring it into a small container and mixing it with flat metal paddles.
Motorcycle Repair
Pouring 10W-40 motor oil into an orange funnel held at the scooter's lower side.
Two stock grippers can open blanks, oppose folds, and close pre-scored cardboard cartons. Flexible flaps and sequential regrasping make fixtures valuable.
Fixed cycleFlat blanks formed cartons and local output staging support a complete repeated forming cycle at one station.
Manipulation prior (0–100)
74
Stationarity multiplier
1.00
Mean label confidence
0.85
Flagged ambiguous
56%
Gripper setup
Two stock two-finger grippers
Interaction
Direct workpiece grasp
Evidence basis
cached evidence from Carton & box forming
Environment types (24)
Packaging Factory30.7%
Logistics Fulfillment Center12.6%
Supermarket8.8%
Pharmacy8.0%
Logistics Center6.1%
Fulfillment Centre5.4%
Manufacturing Factory4.6%
Home Packaging Station3.7%
Motorcycle Repair3.3%
Retail Store3.1%
Home Business2.2%
Indoor Workspace1.7%
Beauty Supply Store1.7%
Home1.7%
10 further environment types6.5%
Industries (9)
Industrial Manufacturing45.3%
Retail and Consumer Goods35.8%
Healthcare and Pharmacy6.4%
Food and Beverage5.4%
Automotive and Transport3.3%
Home1.7%
Administrative1.1%
Clothing and Fashion0.6%
Childcare and Caregiving0.3%
Concrete gripper operations in this family
Erect shipping cartons
Fold pre-scored box flaps
Open flat carton blanks
Close product boxes
Hold cartons square during forming
Verified task clips across environments
8.0s verified clip · 10 fps
Packaging FactoryForming individual cardboard cartons around black molded components and loading the blue cartons into larger shipping boxesReviewed source window: 254.7–262.7 sView source ↗
8.0s verified clip · 10 fps
Logistics Fulfillment CenterFolding a corrugated cardboard carton’s flaps to assemble a box for packingReviewed source window: 74.7–82.7 sView source ↗
8.0s verified clip · 10 fps
PharmacyForming cardboard cartons by folding and interlocking flat die-cut blanksReviewed source window: 719.8–727.8 sView source ↗
What the footage actually shows
Packaging Factory
Assembling cardboard cartons from flat blanks and taping their joints with a handheld tape dispenser.
Manually assembling and stacking empty corrugated cardboard cartons.
Forming corrugated cardboard cartons and sealing their flap seams with a handheld tape dispenser.
Manually folding and pressing small branded cardboard carton pieces as part of a batch packaging workflow.
Logistics Fulfillment Center
Forming corrugated cardboard cartons and sealing their top seams with a handheld tape dispenser.
Forming corrugated cardboard cartons by folding their flaps and tape-sealing the top seam with a handheld tape
Assembling cardboard cartons and sealing their seams with a hand-held tape dispenser.
Assembling cardboard cartons and sealing their flap seams with a handheld tape dispenser.
Supermarket
Preparing open cardboard cartons and filling them with packaged retail goods.
Picking boxed skin-care products from retail shelves and consolidating them into open cardboard cartons.
Sorting shrink-wrapped packaged goods into open cardboard cartons.
Packing packaged grocery products from shopping carts into open cardboard cartons at a counter.
Pharmacy
Retrieve boxed goods from retail shelving, consolidate them in an open cardboard carton, and move cartons to t
Forming cardboard cartons by folding and interlocking flat die-cut blanks
Packing assorted boxed and bottled products into open cardboard cartons and adding plastic cushioning.
Assembling and taping cardboard cartons, then operating desktop software with a mouse.
Logistics Center
Forming corrugated cardboard cartons and applying packing tape to their seams with a handheld tape dispenser.
Folding cardboard cartons and applying packing tape across their flap seams.
Forming corrugated cardboard cartons by folding and closing their panels, then stacking the cartons.
Folding a cardboard box closed and sealing its top seam with packing tape.
Fulfillment Centre
Picking packaged soft goods from storage shelving and loading them into open cardboard cartons using printed b
Selecting individually packaged soft goods using a printed sheet and placing them into open cardboard cartons.
Packs assorted boxed and bottled goods into open cardboard cartons, then completes paper and computer entry.
Folding white cardboard cartons and packing aligned rows of pink product cartons into them.
The stock grippers manipulate the paper while a stationary printer, press, copier, or scanner performs the process. Sheet singulation and edge alignment are the main constraints.
Fixed cycleInput stack machine guide and printed-sheet output can all remain in one fixed machine-tending cell.
Manipulation prior (0–100)
70
Stationarity multiplier
1.00
Mean label confidence
0.91
Flagged ambiguous
11%
Gripper setup
Two stock two-finger grippers
Interaction
Direct workpiece grasp
Evidence basis
cached evidence from Paper-sheet feeding at fixed machines
Environment types (3)
Print Shop88.5%
Sewing Factory5.8%
Office5.8%
Industries (3)
Printing and Design88.5%
Clothing and Fashion5.8%
Administrative & Office Services5.8%
Concrete gripper operations in this family
Feed sheets into fixed printers
Align paper at press guides
Load copier input trays
Remove printed sheets
Present documents to flatbed scanners
Verified task clips across environments
8.0s verified clip · 10 fps
Print ShopOperate a sheet-fed printing press by positioning paper, using its control panel, and handling a printed sampleReviewed source window: 127.2–135.2 sView source ↗
8.0s verified clip · 10 fps
Print ShopAligning printed sheets on a creasing-and-cutting press and operating its control panelReviewed source window: 282.2–290.2 sView source ↗
What the footage actually shows
Print Shop
Aligning printed sheets in a creasing-and-cutting press and moving the press assembly between sheets
Aligning a graphic-printed paper sheet on the bed of a platen-style press.
Positioning printed sheets in a creasing-and-cutting press
Positioning printed sheets at a platen press and manipulating small cut pieces on its work surface.
Sewing Factory
Aligning paper patterns, marking, cutting, and pressing black textile panels
Office
Positioning printed sheets on a multifunction copier/scanner, operating its touchscreen controls, and entering
Stirring & mixing with a gripper-held utensil
SINGLEGripper-held item
67Medium
Commercial Kitchen 23% · Restaurant 17% · Construction Site 15% (44 types)
Why this score
The stock gripper grasps the handle of a passive utensil; the utensil never replaces the end-effector. Gross circular motion is feasible when the handle has a stable grasp region and loads stay modest.
Fixed cycleA fixed vessel utensil holder and local ingredient presentation support a complete repeated mixing cycle.
Manipulation prior (0–100)
72
Stationarity multiplier
1.00
Mean label confidence
0.87
Flagged ambiguous
46%
Gripper setup
One stock two-finger gripper
Interaction
Gripper-held item
Evidence basis
cached evidence from Stirring, mixing, whisking
Environment types (44)
Commercial Kitchen23.0%
Restaurant16.7%
Construction Site15.0%
Coffee Shop6.1%
Bakery Kitchen3.8%
Recycling Center3.5%
Bakery3.2%
Kitchen2.0%
Home2.0%
Paint Shop1.9%
Cooking School1.9%
Laundry Shop1.8%
Home Kitchen1.7%
Construction Company1.6%
30 further environment types15.8%
Industries (17)
Food and Beverage61.0%
Construction and Hardware16.6%
Automotive and Transport3.5%
Cleaning and Sanitation3.2%
Industrial Manufacturing3.1%
Home2.2%
Childcare and Caregiving1.8%
Retail and Consumer Goods1.7%
Laboratory / Scientific1.4%
Creative Workshops1.3%
Concrete gripper operations in this family
Stir mixtures in open vessels
Mix low-viscosity ingredients
Whisk with a grasped handle
Agitate loose material
Move a spoon through a container
Verified task clips across environments
8.0s verified clip · 10 fps
Commercial KitchenStirring a pale mixture in a stockpot on a countertop cooker with a long-handled utensilReviewed source window: 69.7–77.7 sView source ↗
8.0s verified clip · 10 fps
RestaurantStir-frying mixed ingredients in a wok over a gas burner with a long-handled metal utensilReviewed source window: 4.7–12.7 sView source ↗
What the footage actually shows
Commercial Kitchen
Cooking and stirring food in woks on a countertop range using a metal wok spatula.
Preparing ingredients at a stainless-steel counter and stirring a chopped food mixture in a wok with a long-ha
Scrubbing the interior of a metal mixing bowl at a sink with a sponge or scrubber.
Hand-mixing and kneading a pale dough-like mixture in a metal bowl
Restaurant
Preparing a blended mixture by handling blender containers and stirring ingredients with small utensils.
Stirring and moving vegetables in a large boiling pot with a long-handled ladle.
Stirring food in a wok on a stovetop with a long-handled utensil
Cuts food with a cleaver and mixes prepared ingredients in a metal bowl.
Construction Site
Screeding and smoothing wet cementitious floor mix with a long straightedge and hand trowel.
Spreading and leveling a gray cement-like floor mix with a shovel and long straightedge.
Handling cement and aggregate for mixing wet construction material in a large basin
Mixing a wet mortar-like floor mixture with a long-handled shovel/hoe and handling buckets of material.
Coffee Shop
Mixing and finishing a light-colored beverage mixture with a handheld frothing device and metal utensil.
Preparing beverages by handling drink ingredients and stirring mixtures in cups and a stainless-steel pitcher.
Mixing a white ingredient mixture at the counter with a handheld utensil and spoon
Weighing ingredients and stirring a purple mixture in a handled pot with a spoon.
Bakery Kitchen
Handling baking trays of portioned dough and stirring an egg-containing mixture in a bowl with a spatula.
Folding and stirring a thick white mixture in a metal bowl with a silicone spatula.
Hand-portioning brown food mixture into small pieces and arranging the portions in a tray
Whisking pale batter and scraping an added ingredient into a large mixing bowl for baking
Recycling Center
Manually sorting and separating tangled insulated wires and cables from mixed scrap.
Manually selects and gathers scrap metal and other discarded items from mixed piles.
Manually sorting and handling mixed scrap wire and cable, including moving a copper-colored wire bundle.
Manually sorting loose insulated wires and mixed fragments among containers, while manipulating individual wir
Screen printing with a hand squeegee
SINGLEGripper-held item
67Medium
Clothing Printing 66% · Print Shop 34% (2 types)
Why this score
The stock gripper holds a conventional hand-squeegee handle while the screen and platen remain fixed. Automated presses, heat curing, hot-air tools, and unfixtured fabric are excluded.
Fixed cycleThe screen platen ink and squeegee return remain in one fixed printing cell for each print cycle.
Manipulation prior (0–100)
68
Stationarity multiplier
1.00
Mean label confidence
0.93
Flagged ambiguous
0%
Gripper setup
One stock two-finger gripper
Interaction
Gripper-held item
Evidence basis
cached evidence from Screen printing with a hand squeegee
Environment types (2)
Clothing Printing66.0%
Print Shop34.0%
Industries (1)
Printing and Design100.0%
Concrete gripper operations in this family
Pull ink across fixed mesh
Print simple graphics on fixtured fabric
Move a squeegee over a platen
Return excess ink across a screen
Lift the squeegee after a pass
Verified task clips across environments
8.0s verified clip · 10 fps
Clothing PrintingScreen-printing black graphic ink onto garments using a mesh screen and squeegeeReviewed source window: 164.7–172.7 sView source ↗
8.0s verified clip · 10 fps
Clothing PrintingScreen-printing a graphic onto a black garment-like fabric item by positioning a mesh screen and pulling a squeegee across itReviewed source window: 387.2–395.2 sView source ↗
8.0s verified clip · 10 fps
Print ShopScreen-printing black T-shirts by positioning a mesh screen over a platen and drawing a squeegee across the screenReviewed source window: 242.2–250.2 sView source ↗
What the footage actually shows
Clothing Printing
Applying printing material across a mesh screen with a squeegee over black T-shirts on a multi-platen garment
Pulling a squeegee across an inked mesh screen to apply a black graphic to orange textile garments.
Manually screen-printing a graphic onto a black T-shirt with an inked mesh screen and squeegee-like tool, then
Screen-printing a shirt by positioning it on a platen and drawing a squeegee across an inked mesh screen.
Print Shop
Screen-printing a white graphic onto black garments using a mesh stencil screen, ink, and squeegee, followed b
Working black printing material across a framed mesh screen with a squeegee-like tool, then cleaning the scree
Screen-printing with red ink by pulling a squeegee across a stenciled mesh screen, followed by rinsing the scr
Spreading red material across a framed mesh screen with a squeegee, then rinsing the screen with a hose.
Workpiece presentation for inspection
SINGLEDirect grasp
66Medium
Auto Repair 19% · Motorcycle Repair 9% · Mobile Repair 8% (62 types)
Why this score
The gripper holds or rotates a workpiece in front of a person, camera, gauge, or fixed inspection station. The manipulation is simple even when the downstream inspection is visual or automated.
Local feed requiredThe workpiece must arrive at and leave from local staging around one fixed camera gauge or inspector handoff.
Manipulation prior (0–100)
88
Stationarity multiplier
0.85
Mean label confidence
0.82
Flagged ambiguous
83%
Gripper setup
One stock two-finger gripper
Interaction
Direct workpiece grasp
Evidence basis
cached evidence from Workpiece presentation for inspection
Environment types (62)
Auto Repair18.9%
Motorcycle Repair9.3%
Mobile Repair8.4%
Manufacturing Factory8.1%
Retail Store5.9%
Grocery Store5.9%
Pharmacy5.0%
Metal Fabrication3.3%
Supermarket2.9%
Electronics Repair2.5%
Indoor Workspace2.0%
Home1.8%
Electronics Repair Workshop1.7%
Phone Repair Shop1.6%
48 further environment types22.7%
Industries (17)
Automotive and Transport29.7%
Repair Services18.1%
Retail and Consumer Goods16.6%
Industrial Manufacturing16.3%
Healthcare and Pharmacy5.8%
Home3.5%
Clothing and Fashion2.3%
Creative Workshops2.0%
Construction and Hardware1.4%
Food and Beverage1.2%
Concrete gripper operations in this family
Present parts to a camera
Rotate items for inspection
Hold products for visual checks
Turn components to expose surfaces
Stage workpieces at inspection stations
Verified task clips across environments
8.0s verified clip · 10 fps
Manufacturing FactorySelecting and visually examining small teal molded-looking pieces and positioning pink rectangular blocks in a black fixtureReviewed source window: 164.7–172.7 sView source ↗
8.0s verified clip · 10 fps
Mobile RepairInspecting exposed smartphone components under a binocular microscope and handling phones for follow-up checkingReviewed source window: 11.3–19.3 sView source ↗
8s verified clip · 10 fps
Automotive Display Factory / Inspection StationPicking black plastic parts from a wire tray and holding each for visual inspectionReviewed source window: 8–16 s of delivered clipView source ↗
What the footage actually shows
Auto Repair
Using a smartphone camera view to visually inspect the exposed vehicle engine compartment
Inspecting and manually handling the exposed suspension and brake components in a raised vehicle's wheel well.
Manipulating and inspecting vehicle front-end, engine-bay, and wheel-well components during service.
Inspecting components in an open vehicle engine compartment and recording notes on a service form.
Motorcycle Repair
Hand-sorting loose mechanical components in mixed parts bins and buckets, including examining a bagged set of
Inspecting and positioning loose components on a partially disassembled motorcycle engine assembly.
Inspecting and fitting small components on an exposed motorcycle engine assembly
Inspecting and fitting a small component or connector at an exposed scooter engine
Mobile Repair
Inspecting and operating smartphones and display components at an electronics repair bench
Performing microscope-assisted inspection of a small item, then navigating a smartphone touchscreen.
Inspecting and handling a small electronic phone component at a repair bench using a stereo microscope
Fitting and checking internal components in a disassembled smartphone
Manufacturing Factory
Loading, aligning, and manually checking small parts in a fixed press die fixture
Positioning small circular metal components in the lower die of a mechanical press and visually inspecting a c
Positioning small round metal pieces in a press die and inspecting individual pieces with a magnifying loupe
Manually inspect and sort black molded components from blue crates into a separate basket
Retail Store
Processing merchandise at a checkout counter by scanning a packaged item and entering information on a compute
Checking stocked shelf items against a printed list while handling cartons and using a pen.
Collecting boxed merchandise in a cart from store shelves while checking and marking an itemized paper list.
Picking packaged shelf products against a printed checklist, marking the list, and collecting the items in a s
Grocery Store
Arrange packaged retail goods on a checkout counter and barcode-scan a boxed item.
Selecting packaged retail merchandise from store shelves into a shopping cart while checking a paper item list
Sort packaged snack products into cardboard cartons while checking and marking an itemized sheet and handling
Checking packaged food products against a printed tabular form, marking entries, and consolidating products in
The grippers manipulate the adhesive material and package directly: one maintains tension while the other places and smooths it. Peel initiation and wrinkle control lower reliability.
Fixed cycleLabels tape packages and completed output can be locally staged at one repeated application cell.
Manipulation prior (0–100)
72
Stationarity multiplier
1.00
Mean label confidence
0.87
Flagged ambiguous
62%
Gripper setup
Two stock two-finger grippers
Interaction
Direct workpiece grasp
Evidence basis
cached evidence from Tape, label & sticker application
Environment types (15)
Packaging Factory35.1%
Logistics Center19.3%
Plastic Factory10.7%
Manufacturing Factory6.0%
Grocery Store5.5%
Convenience Store4.1%
Office3.6%
Clothing Store3.2%
Supermarket3.2%
Logistics Fulfillment Center2.8%
Wrap Shop2.1%
Sewing Factory1.1%
Textile Soft Goods Manufacturing1.1%
Fulfillment Centre1.1%
1 further environment types1.1%
Industries (6)
Industrial Manufacturing62.7%
Retail and Consumer Goods17.7%
Automotive and Transport8.5%
Clothing and Fashion6.4%
Administrative & Office Services3.6%
Printing and Design1.1%
Concrete gripper operations in this family
Place barcode labels
Apply packaging stickers
Lay packing tape
Peel protective film
Smooth adhesive strips
Verified task clips across environments
8.0s verified clip · 10 fps
Plastic FactoryPeeling individual adhesive labels from printed sheets and applying them to orange molded plastic partsReviewed source window: 254.7–262.7 sView source ↗
8.0s verified clip · 10 fps
Logistics CenterFolding cardboard cartons and applying packing tape across their top seamsReviewed source window: 257.2–265.2 sView source ↗
8.0s verified clip · 10 fps
Packaging FactoryPeeling and applying yellow printed labels to small cardboard cartonsReviewed source window: 334.7–342.7 sView source ↗
8s verified clip · 10 fps
Automotive-parts Factory / Labeling TablePeeling labels from a roll and applying them to flattened cardboard boxesReviewed source window: 37.2–45.2 s of delivered clipView source ↗
8s verified clip · 10 fps
Factory / Conveyor Labeling WorkcellPeeling stickers from a sheet and applying them to red boxes on a moving conveyorReviewed source window: 55–63 s of delivered clipView source ↗
What the footage actually shows
Packaging Factory
Attaching small yellow labels or tags to clear plastic sleeves containing black soft goods.
Applying printed adhesive labels or seals to small cardboard cartons by hand.
Folding printed corrugated blanks into cartons and applying packing tape with a handheld tape dispenser.
Peeling and applying yellow printed labels to small cardboard cartons
Logistics Center
Folding a corrugated carton and applying branded packing tape to its seam.
Forming corrugated cardboard cartons and applying packing tape to their seams with a handheld tape dispenser.
Folding cardboard cartons and applying packing tape across their flap seams.
Applying white barcode labels to cardboard cartons and consolidating the labeled cartons into stacks.
Plastic Factory
Peel blue printed adhesive labels from release sheets and align and press them onto orange molded plastic comp
Peeling blue label-like strips from backing sheets and pressing them onto orange rectangular components.
Applying blue adhesive labels from sheets onto orange molded plastic pieces.
Peeling individual adhesive labels from printed sheets and applying them to orange molded plastic parts.
Manufacturing Factory
Peeling printed adhesive labels from release backing, handling them with cylindrical rolls, and packing the ro
Peeling printed adhesive labels from sheets and applying them to orange rectangular components.
Peeling individual printed adhesive labels from sheets and pressing them onto orange molded plastic components
Peeling printed adhesive labels from sheets and pressing them onto orange rectangular molded pieces.
Grocery Store
Checking a printed item list and applying labels to packaged grocery goods with a handheld label applicator.
Applying adhesive labels to packaged food products on a retail shelf using a handheld label dispenser
Applying adhesive labels to individual packaged food products with a handheld label applicator while checking
Handling packaged baked goods and applying a label with a handheld label dispenser
Convenience Store
Applying adhesive price labels to cup-noodle packages while replenishing packaged beverages on retail shelves.
Applying printed price labels to the shelf rails of a refrigerated beverage display
The stock gripper holds a passive scoop, ladle, or serving utensil by its normal handle. Gross portion transfer is feasible; exact mass and delicate presentation need additional sensing.
Fixed cycleIngredient vessel receiving containers utensil holder and repeated reset can all occupy one fixed portioning cell.
Manipulation prior (0–100)
72
Stationarity multiplier
1.00
Mean label confidence
0.87
Flagged ambiguous
51%
Gripper setup
One stock two-finger gripper
Interaction
Gripper-held item
Evidence basis
cached evidence from Scooping, portioning & serving
Environment types (39)
Restaurant40.6%
Commercial Kitchen21.3%
Bakery5.1%
Food Stall4.4%
Home4.4%
Coffee Shop3.8%
Kitchen2.0%
Home Kitchen1.9%
Kitchen Workshop1.8%
Agriculture Farm1.6%
Food Preparation Area1.5%
Recycling Center1.0%
Takeout Food1.0%
Bakery Kitchen0.8%
25 further environment types8.8%
Industries (15)
Food and Beverage87.2%
Home4.4%
Industrial Manufacturing2.2%
Agriculture and Farming1.6%
Childcare and Caregiving1.2%
Backyard / Yard0.7%
Automotive and Transport0.6%
Retail and Consumer Goods0.5%
Construction and Hardware0.4%
Education and Training0.4%
Concrete gripper operations in this family
Scoop ingredients from bins
Portion food into trays
Ladle contents into bowls
Transfer measured servings
Place portions on dishes
Verified task clips across environments
8.0s verified clip · 10 fps
Food StallDraining and portioning noodles with a perforated scoop, then adding liquid to a noodle bowlReviewed source window: 217.2–225.2 sView source ↗
8s verified clip · 10 fps
Screw Manufacturing / Weighing StationScooping metal screws from green bins into a bowl for weighingReviewed source window: 16–24 s of delivered clipView source ↗
What the footage actually shows
Restaurant
Cooking food at a commercial cookline by tending open boiling pots with a long-handled ladle and handling a fo
Skimming food pieces from a large cooking pot and portioning them into serving dishes.
Stirring and moving vegetables in a large boiling pot with a long-handled ladle.
Scoop brown food pieces from an ingredient bin into a small bowl using a serving spoon.
Commercial Kitchen
Portioning and arranging prepared food components onto individual plates at a stainless prep table.
Portioning small orange food pieces from a metal bowl into a clear plastic bag.
Portioning browned food pieces from a metal tray onto individual plates with a slotted serving utensil
Holding a serving plate as it receives a portion of cooked food at the counter
Bakery
Portioning pale batter among individual round cake pans using a ladle and spatula.
Portioning pale cake batter into round baking pans and arranging the filled pans on a sheet tray.
Rolling a small dough portion into a flattened elongated strip with a wooden rolling pin.
Portioning dough with a handheld blade and rolling an individual dough piece flat with a wooden rolling pin.
Food Stall
Chopping and portioning raw meat with a cleaver on a cutting board
Portioning raw meat on a chopping block with a cleaver and staging the pieces in a bag and tray.
Lift, drain, and portion noodles into metal bowls using long-handled perforated strainers and utensils.
Draining and portioning noodle-like strands from large pots into metal bowls using a perforated strainer and l
Home
Manually sorting and portioning dark bean-shaped items on a tray beside a digital scale and metal cup.
Wash and dry hands, then use a white scoop while handling a small jar, a blue container of light-colored granu
Preparing a powdered mixture by handling a water kettle and scooping powder from a container.
Measuring powder from a tin with a scoop and shaking an infant feeding bottle.
Coffee Shop
Portioning small pale solid ingredients into a clear container on a digital scale using a black-handled grippi
Preparing a fruit-based blended beverage by portioning ingredients into blender containers and washing the con
Preparing ingredients in blender pitchers by scale-guided pouring and scooping, followed by rinsing a blender
Preparing and portioning bread pieces at a food-preparation counter
Package opening & unpacking
DUALDirect grasp
65Medium
Retail Store 10% · Logistics Fulfillment Center 9% · Supermarket 8% (47 types)
Why this score
The grippers pull apart pre-opened flaps, remove loose wrapping, and extract contents without using a cutter. Sealed or bonded packaging is outside scope.
Fixed cyclePackages contents waste and output bins can be presented together at one bounded unpacking station.
Manipulation prior (0–100)
72
Stationarity multiplier
1.00
Mean label confidence
0.84
Flagged ambiguous
70%
Gripper setup
Two stock two-finger grippers
Interaction
Direct workpiece grasp
Evidence basis
cached evidence from Package opening & unpacking
Environment types (47)
Retail Store9.6%
Logistics Fulfillment Center8.6%
Supermarket8.4%
Pharmacy8.0%
Grocery Store7.3%
Packaging Factory6.0%
Restaurant5.0%
Manufacturing Factory4.8%
Logistics Center4.6%
Fulfillment Centre4.5%
Home3.5%
Convenience Store2.8%
Motorcycle Repair2.7%
Auto Repair2.6%
33 further environment types21.7%
Industries (16)
Retail and Consumer Goods46.0%
Industrial Manufacturing14.2%
Food and Beverage12.0%
Automotive and Transport5.9%
Healthcare and Pharmacy5.7%
Home2.9%
Childcare and Caregiving2.8%
Administrative & Office Services2.5%
Construction and Hardware1.9%
Clothing and Fashion1.6%
Concrete gripper operations in this family
Open unsealed carton flaps
Pull apart bag openings
Remove loose sleeves
Extract products from boxes
Unpack pre-opened pouches
Verified task clips across environments
8.0s verified clip · 10 fps
Retail StoreOpening and rearranging boxed beverage products outside the storefrontReviewed source window: 12.3–20.3 sView source ↗
8.0s verified clip · 10 fps
PharmacyUnpacking delivery cartons and organizing boxed products and containers on the retail counterReviewed source window: 74.7–82.7 sView source ↗
What the footage actually shows
Retail Store
Picking packaged personal-care products from retail shelves and collecting them in an open cardboard carton.
Pack assorted boxed goods into an open cardboard carton.
Restocking retail shelves by opening cartons, arranging bottled products in a cardboard case, and placing cart
Placing and aligning cylindrical packaged merchandise in open cardboard cartons.
Logistics Fulfillment Center
Folding corrugated cardboard blanks into open cartons and aligning the carton flaps.
Picking small boxed products from storage cartons and arranging them into open packing boxes while consulting
Sorting and transferring packaged goods between storage shelves and open cartons
Picking individually wrapped products from warehouse stock while checking paper slips and gathering them in op
Supermarket
Preparing open cardboard cartons and filling them with packaged retail goods.
Picking boxed skin-care products from retail shelves and consolidating them into open cardboard cartons.
Sorting shrink-wrapped packaged goods into open cardboard cartons.
Packing packaged grocery products from shopping carts into open cardboard cartons at a counter.
Pharmacy
Retrieve boxed goods from retail shelving, consolidate them in an open cardboard carton, and move cartons to t
Picking boxed products from a labeled shelf beside an open carton
Packing assorted boxed and bottled products into open cardboard cartons and adding plastic cushioning.
Unpacking delivery cartons and organizing boxed products and containers on the retail counter.
Grocery Store
Unpacking and staging packaged food items and a bagged whole bird on a counter
Checking packaged food products against a printed tabular form, marking entries, and consolidating products in
Straightening and replenishing bottled drinks on a shelf, including opening wrapping around a bundled drink pa
Selecting packaged snack products from bulk cartons and placing them into an open cardboard carton while consu
Packaging Factory
Manually transferring and arranging corrugated cardboard cartons among storage stacks and open boxes.
Opening clear plastic pouches and handling printed cardboard packaging blanks, then gathering cardboard blanks
Packing gray rectangular components with transparent plastic sleeves beside an open carton
Place and arrange small silver-colored items from a blue crate into an open cardboard carton.
The gripper directly handles larger rigid computer modules with accessible edges. Board-level rework, flex cables, hidden latches, probes, soldering, adhesives, and precision tools are excluded.
Fixed cycleThe chassis modules and output staging can remain at one electronics bench for the full remove-or-install cycle.
Manipulation prior (0–100)
72
Stationarity multiplier
1.00
Mean label confidence
0.88
Flagged ambiguous
75%
Gripper setup
One stock two-finger gripper
Interaction
Direct workpiece grasp
Evidence basis
cached evidence from Computer module & card handling
Environment types (3)
Computer Repair67.5%
Office Workspace27.0%
Office5.5%
Industries (2)
Repair Services67.5%
Administrative & Office Services32.5%
Concrete gripper operations in this family
Remove graphics cards
Install rigid expansion cards
Position laptop cooling modules
Lift accessible battery modules
Seat large computer assemblies
Verified task clips across environments
8.0s verified clip · 10 fps
Computer RepairDisassembling a laptop and aligning its internal fan-and-heat-pipe cooling assembly over the exposed motherboardReviewed source window: 489.7–497.7 sView source ↗
8.0s verified clip · 10 fps
OfficeInstalling and fastening a graphics card in an open desktop computer chassis, then replacing the transparent side panelReviewed source window: 82.2–90.2 sView source ↗
What the footage actually shows
Computer Repair
Disassembling a laptop and aligning its internal fan-and-heat-pipe cooling assembly over the exposed motherboa
Opening and handling a laptop display assembly, separating its bezel/frame from the screen area.
Reinstalling a laptop's dual-fan heat-pipe cooling assembly and fastening internal hardware.
Installing and securing a graphics card in an open desktop computer, then replacing the side panel
Office Workspace
Installing memory modules and a GEFORCE RTX graphics card in an open desktop computer chassis.
Removing a GeForce RTX graphics card from an open desktop computer case.
Install and secure a GeForce RTX graphics card in an open desktop computer chassis, then refit the transparent
Office
Installing and fastening a graphics card in an open desktop computer chassis, then replacing the transparent s
Two stock grippers hold the ends of an ordinary rolling pin and translate it over dough on a fixed mat. Hand shaping, pinching, filling, and decorative forming remain outside scope.
Fixed cycleDough input rolling surface pin holder and output tray support a complete repeated cycle at one bench.
Manipulation prior (0–100)
68
Stationarity multiplier
1.00
Mean label confidence
0.89
Flagged ambiguous
39%
Gripper setup
Two stock two-finger grippers
Interaction
Gripper-held item
Evidence basis
cached evidence from Rolling-pin dough flattening
Environment types (10)
Bakery34.1%
Commercial Kitchen33.9%
Bakery Kitchen8.0%
Kitchen Workshop7.9%
Bread Bakery6.7%
Pastry Shop5.6%
Food Preparation Area1.1%
Cooking School1.1%
Takeout Food1.1%
Restaurant0.4%
Industries (1)
Food and Beverage100.0%
Concrete gripper operations in this family
Flatten dough portions
Roll dough into rounds
Make thin dough sheets
Roll pastry on a fixed surface
Return the rolling pin after use
Verified task clips across environments
8.0s verified clip · 10 fps
Commercial KitchenRolling small dough portions flat with a wooden rolling pin on a pastry matReviewed source window: 189.8–197.8 sView source ↗
What the footage actually shows
Bakery
Rolling pale dough portions flat with a wooden rolling pin on a marked pastry mat.
Rolling small dough portions into thin rounds with a wooden rolling pin.
Rolling and hand-shaping dough on a marked pastry mat using a wooden rolling pin.
Rolling a small dough portion into a flattened elongated strip with a wooden rolling pin.
Commercial Kitchen
Rolling dough portions into flat, round wrappers with a wooden rolling pin.
Rolling individual dough portions into thin rounds with a wooden rolling pin.
Rolling pale dough portions flat with a wooden rolling pin on a marked silicone work mat.
Roll small dough portions into thin circular wrappers on a pastry mat using a wooden rolling pin.
Bakery Kitchen
Rolling dough portions into round wrappers with a wooden rolling pin
Rolling small dough portions into round discs with a wooden rolling pin.
Rolling pale dough portions flat with a wooden rolling pin on a silicone pastry mat.
Rolling individual dough portions into round sheets with a wooden rolling pin while workers weigh and hand-sha
Kitchen Workshop
Portioning dough with a knife and digital scale, then rolling a portion flat with a rolling pin.
Hand-forming dough portions, arranging them in shallow trays, and rolling dough into a flat sheet with a woode
Rolling and shaping a pale dough sheet into a long strip using a wooden rolling pin.
Rolling small dough rounds with a wooden rolling pin beside a container of filling.
Bread Bakery
Rolling individual dough portions into elongated pieces with a wooden rolling pin and arranging the shaped pie
Rolling individual dough portions into elongated flattened pieces with a wooden rolling pin on a marked pastry
Rolling dough portions with a wooden rolling pin and hand-shaping them into small forms.
Pastry Shop
Rolling small dough portions into rounds with a wooden rolling pin and hand-forming the pieces for tray stagin
Rolling small dough portions into thin rounds with a wooden rolling pin for hand shaping.
Rolling small dough portions into thin round discs with a wooden rolling pin.
Rolling and hand-shaping dough portions on a pastry mat with a wooden rolling pin.
Water-dispenser vessel filling
DUALDirect grasp
64Medium
Restaurant 95% · Spa 5% (2 types)
Why this score
One stock gripper holds a cup, bottle, or jug while the other actuates an accessible dispenser control. Both interactions are direct stock-jaw contacts.
Fixed cycleA fixed dispenser local empty-vessel input and filled-vessel output support a complete repeated filling cycle.
Manipulation prior (0–100)
74
Stationarity multiplier
1.00
Mean label confidence
0.77
Flagged ambiguous
100%
Gripper setup
Two stock two-finger grippers
Interaction
Direct workpiece grasp
Evidence basis
cached evidence from Water-dispenser vessel filling
Environment types (2)
Restaurant94.7%
Spa5.3%
Industries (2)
Food and Beverage94.7%
Beauty and Personal Care5.3%
Concrete gripper operations in this family
Position vessels below dispensers
Operate large fill levers
Fill insulated containers
Hold bottles during dispensing
Remove filled vessels without spilling
Verified task clips across environments
8.0s verified clip · 10 fps
SpaRefilling a large insulated container using a water dispenserReviewed source window: 12.2–20.2 sView source ↗
8s verified clip · 10 fps
Factory Floor / Water Dispenser StationHolding a white pitcher under a fixed water dispenser while it fillsReviewed source window: 52–60 s of delivered clipView source ↗
What the footage actually shows
Restaurant
Handling a water dispenser's lower compartment and a large water jug while moving a removable plastic tub.
Operating a water dispenser while handling a clear plastic bottle/container
Spa
Refilling a large insulated container using a water dispenser.
The stock gripper holds a passive brush, scraper, or spatula by its normal handle while the workpiece rests on a fixture or table. Metering, edge coverage, and keeping the applicator secure lower reliability; powered dispensers and spray guns are excluded.
Fixed cycleThe applicator material fixture and finished-part output are all locally staged in the fixed factory examples.
1511 - Tanning and dressing of leather; dressing and dyeing of fur53.4%
1520 - Manufacture of footwear35.2%
3230 - Manufacture of sports goods3.9%
2592 - Treatment and coating of metals; machining2.8%
(not tagged)1.9%
2610 - Manufacture of electronic components and boards1.2%
4329 - Other construction installation0.9%
1399 - Manufacture of other textiles n.e.c.0.5%
2599 - Manufacture of other fabricated metal products n.e.c.0.1%
Concrete gripper operations in this family
Brush glue onto shoe soles
Spread paste over leather
Coat fixtured plastic parts
Reload a scraper from an open container
Return treated pieces to a conveyor
Verified task clips across environments
8s verified clip · 10 fps
Footwear FactoryBrushing adhesive onto a shoe sole at a fixed conveyor-side workcellReviewed source window: 15–23 s of delivered clipView source ↗
8s verified clip · 10 fps
Footwear Factory / Conveyor WorkcellBrush-applying adhesive around the insole board of a lasted shoeReviewed source window: 3–11 s of delivered clipView source ↗
8s verified clip · 10 fps
Footwear Factory / Glue StationApplying glue to the edge of a white shoe component with a green-handled applicatorReviewed source window: 3–11 s of delivered clipView source ↗
8s verified clip · 10 fps
Leather Factory / Paste TableSpreading white paste across a leather hide with a metal scraperReviewed source window: 4–12 s of delivered clipView source ↗
What the footage actually shows
factory
Applying paste to pink leather with a metal scraper
Applying glue to shoe soles with a brush
Spreading white paste on leather with a spatula
Applying adhesive to plastic parts with a brush
workshop
Spreading adhesive over a fixtured workpiece
Bagging & sleeve insertion
DUALDirect grasp
63Medium
Logistics Fulfillment Center 18% · Packaging Factory 12% · Home Packaging Station 11% (46 types)
Why this score
Both end-effectors remain stock grippers: one holds an open bag or sleeve while the other inserts the product. Fixtures can substitute for the second gripper when the opening is constrained.
Fixed cycleProducts bags sleeves and completed packages can be staged at one bounded packing fixture for repeated cycles.
Manipulation prior (0–100)
70
Stationarity multiplier
1.00
Mean label confidence
0.84
Flagged ambiguous
71%
Gripper setup
Two stock two-finger grippers
Interaction
Direct workpiece grasp
Evidence basis
cached evidence from Bagging & sleeving retail goods
Environment types (46)
Logistics Fulfillment Center17.9%
Packaging Factory11.8%
Home Packaging Station10.6%
Packaged Foods6.5%
Supermarket6.3%
Indoor Workspace4.7%
Fulfillment Centre4.6%
Logistics Center4.1%
Market Stall3.2%
Produce Shop2.9%
Manufacturing Factory2.8%
Retail Store2.7%
Grocery Store2.1%
Home1.5%
32 further environment types18.1%
Industries (17)
Retail and Consumer Goods32.2%
Food and Beverage24.4%
Industrial Manufacturing20.7%
Entertainment and Events3.2%
Clothing and Fashion2.8%
Administrative & Office Services2.6%
Home2.3%
Automotive and Transport2.2%
Creative Workshops2.0%
Cleaning and Sanitation1.9%
Concrete gripper operations in this family
Insert goods into open bags
Slide products into sleeves
Hold packaging open
Place produce into bags
Load soft pouches with rigid items
Verified task clips across environments
8.0s verified clip · 10 fps
Home Packaging StationFitting white foam protective sleeves around individual fruitsReviewed source window: 77.2–85.2 sView source ↗
8s verified clip · 10 fps
Paper-cup Packaging FactoryCollecting paper-cup stacks from a forming machine and sliding them into a clear plastic sleeveReviewed source window: 5–13 s of delivered clipView source ↗
What the footage actually shows
Logistics Fulfillment Center
Wrapping individual copper-colored bottle-shaped products in bubble wrap at a packing table.
Wrapping small products in clear plastic and bubble wrap for packing
Sorting individually polybagged soft goods and handling their yellow package tags at a packing table.
Cutting and folding bubble wrap around individually bagged plastic items for protective packing.
Packaging Factory
Tagging clear-wrapped soft-goods packages with small yellow labels
Attaching small yellow labels or tags to clear plastic sleeves containing black soft goods.
Applying yellow product tags to individually clear-bagged handbags and loading bagged items into cardboard car
Individually wrapping handheld appliance-shaped products in bubble wrap for packing
Home Packaging Station
Place foam-sleeved fruit into open cardboard cartons for packing.
Arrange foam-sleeved fruits into cardboard cartons.
Hand-folding and creasing pale-yellow paper sleeves or envelopes beside staged pink product cartons.
Manually preparing yellow packing sleeves around pink retail product boxes and collecting the boxes in a corru
Packaged Foods
Packing foam-sleeved fruit into cardboard cartons
Placing foam-sleeved fruit into open cardboard cartons and arranging the contents
Manually wrapping individual pink cylindrical items in transparent twist-ended wrappers.
Manually fit foam protective sleeves around individual fruits and arrange the fruits in cardboard cartons.
Supermarket
Sorting shrink-wrapped packaged goods into open cardboard cartons.
Restocking and arranging packaged snack bags on retail shelves while moving a product carton.
Removing red plastic strapping from shrink-wrapped product multipacks and loading the bundles into open cardbo
Manually bundling shrink-wrapped packaged products with red plastic bands and loading the bundles into a cart.
Indoor Workspace
Handling and sorting small clear-sleeved items in a compartmented tray
Manually placing clear-wrapped pink product components into printed pink folding cartons and closing the carto
Manually fitting clear plastic caps or sleeves onto pink pencil-like rods and arranging the assembled pieces i
Grouping flexible loops and placing the selected sets with clear plastic sleeves and white product cards.
Carton sealing with a tape dispenser
DUALGripper-held item
63Medium
Logistics Fulfillment Center 23% · Retail Store 18% · Packaging Factory 12% (14 types)
Why this score
One stock gripper stabilizes the carton while the other holds an ordinary manual tape dispenser. Only pre-positioned cartons and guarded manual cutters are in scope; powered sealers are excluded.
Fixed cycleCartons tape dispenser and sealed-carton output can remain at one fixed packing station for the full repeated cycle.
Manipulation prior (0–100)
68
Stationarity multiplier
1.00
Mean label confidence
0.87
Flagged ambiguous
54%
Gripper setup
Two stock two-finger grippers
Interaction
Gripper-held item
Evidence basis
cached evidence from Carton sealing with a tape dispenser
Environment types (14)
Logistics Fulfillment Center23.3%
Retail Store18.3%
Packaging Factory11.8%
Logistics Center9.5%
Grocery Store8.1%
Supermarket8.0%
Pharmacy6.5%
Fulfillment Centre5.3%
Motorcycle Repair3.1%
Department Store Distribution2.0%
Indoor Workspace1.4%
Renovation Company1.4%
Print Shop0.7%
Commercial Kitchen0.7%
Industries (7)
Retail and Consumer Goods63.7%
Industrial Manufacturing24.0%
Healthcare and Pharmacy6.5%
Automotive and Transport3.1%
Construction and Hardware1.4%
Printing and Design0.7%
Food and Beverage0.7%
Concrete gripper operations in this family
Fold carton flaps closed
Apply tape along top seams
Hold boxes during sealing
Cut tape with a guarded dispenser
Stage sealed cartons
Verified task clips across environments
8.0s verified clip · 10 fps
Packaging FactoryFolding printed corrugated blanks into cartons and applying packing tape with a handheld tape dispenserReviewed source window: 439.7–447.7 sView source ↗
8.0s verified clip · 10 fps
Retail StorePacking boxed retail products into a cardboard carton and sealing the carton with a handheld tape dispenserReviewed source window: 854.7–862.7 sView source ↗
8.0s verified clip · 10 fps
Logistics Fulfillment CenterErecting corrugated cartons, folding their top flaps closed, and sealing the flap seam with a handheld tape dispenserReviewed source window: 127.2–135.2 sView source ↗
What the footage actually shows
Logistics Fulfillment Center
Folding corrugated cartons closed and sealing their top seams with a handheld tape dispenser.
Forming corrugated cardboard cartons and sealing their top seams with a handheld tape dispenser.
Erecting corrugated cartons, folding their top flaps closed, and sealing the flap seam with a handheld tape di
Forming corrugated cardboard cartons by folding their flaps and tape-sealing the top seam with a handheld tape
Retail Store
Pack boxed products into a cardboard carton, fold the flaps, and seal the top seam with a handheld tape dispen
Pack retail products into corrugated cartons and tape-seal the carton closures.
Packing boxed retail products into a cardboard carton and sealing the carton with a handheld tape dispenser.
Pack boxed goods into corrugated cartons with bubble wrap and cushioning, then close and tape the cartons.
Packaging Factory
Assembling cardboard cartons from flat blanks and taping their joints with a handheld tape dispenser.
Folding pre-scored cardboard blanks into cartons and securing their seams with a handheld packing-tape dispens
Forming corrugated cardboard cartons and sealing their flap seams with a handheld tape dispenser.
Folding printed corrugated blanks into cartons and applying packing tape with a handheld tape dispenser.
Logistics Center
Forming corrugated cartons and sealing their seams with a handheld packing-tape dispenser.
Folding a corrugated carton and applying branded packing tape to its seam.
Forming corrugated cardboard cartons and applying packing tape to their seams with a handheld tape dispenser.
Folding cardboard cartons and applying packing tape across their flap seams.
Grocery Store
Review printed forms alongside labeled cartons, apply tape to carton seams, and stage the cartons on carts and
Checking a printed sheet, cutting sealing tape on a carton, and moving labeled cartons.
Packing assorted packaged goods into cardboard cartons and sealing the cartons with packing tape.
Opening taped product cartons with a hand-held cutter and sorting the packaged contents into wheeled carts
Supermarket
Packing assorted goods into corrugated cartons, sealing the cartons with tape, and measuring a sealed carton.
Processing cardboard cartons of goods by checking paperwork, opening taped seams, and applying packing tape.
Check carton paperwork and measure a carton with a tape measure.
Wrapping a rectangular item in bubble wrap, placing it in a cardboard box, and closing the box with packing ta
Panel, cover & housing handling
DUALDirect grasp
62Medium
Motorcycle Repair 25% · Auto Repair 18% · Mobile Repair 12% (30 types)
Why this score
One or two stock grippers can lift, reposition, and refit panels after fasteners are already removed. Powered removal and precision-tool steps are excluded from the evidence.
Local feed requiredOnly a panel and equipment interface presented inside one service fixture qualify; movement around vehicles or building equipment does not.
Manipulation prior (0–100)
78
Stationarity multiplier
0.85
Mean label confidence
0.88
Flagged ambiguous
45%
Gripper setup
Two stock two-finger grippers
Interaction
Direct workpiece grasp
Evidence basis
cached evidence from Panel, cover & housing handling
Environment types (30)
Motorcycle Repair25.0%
Auto Repair18.4%
Mobile Repair12.4%
Convenience Store10.7%
Appliance Repair6.2%
Home3.4%
Outdoor Repair Station3.3%
Electronics Repair Workshop2.4%
Restaurant1.7%
Scooter Repair Shop1.7%
Wet Lab1.1%
Manufacturing Factory1.1%
Phone Repair Shop1.1%
Electronics Repair1.1%
16 further environment types10.3%
Industries (12)
Automotive and Transport48.3%
Repair Services25.4%
Retail and Consumer Goods10.7%
Construction and Hardware4.3%
Food and Beverage3.7%
Home3.6%
Laboratory / Scientific1.1%
Industrial Manufacturing1.1%
Beauty and Personal Care1.1%
Printing and Design0.6%
Concrete gripper operations in this family
Lift access covers
Remove loose body panels
Refit equipment housings
Open rigid hatches
Reposition detached covers
Verified task clips across environments
8.0s verified clip · 10 fps
Auto RepairRemoving the SUV's front bumper cover after releasing lower attachmentsReviewed source window: 777.2–785.2 sView source ↗
8s verified clip · 10 fps
Motorcycle Workshop / Side-panel WorkcellLifting, aligning, and pressing a pink motorcycle fairing panel onto the side frameReviewed source window: 10.4–18.4 s of delivered clipView source ↗
8s verified clip · 10 fps
Motorcycle Service Bay / Exhaust Work AreaPulling a rigid exhaust cover off a stationary scooter and lowering it to the workshop floorReviewed source window: 0.5–8.5 s of delivered clipView source ↗
What the footage actually shows
Motorcycle Repair
Inspecting and measuring a circular opening in a detached scooter mechanical housing with a digital caliper.
Accessing and servicing internal scooter components by removing body panels and manipulating wiring/connectors
Servicing a scooter by removing a lower side cover and checking or adjusting rear-tire pressure with a hose-mo
Removing and positioning molded scooter fairing/body panels around exposed bodywork.
Auto Repair
Positioning a flexible-spout container at an exposed engine compartment and refitting the plastic engine cover
Accessing and repositioning wiring harnesses and plastic housings in a vehicle engine compartment.
Removing a vehicle-mounted cylindrical housing and fitting a new pleated cartridge filter into its cap.
Aligning and seating a flexible perimeter gasket into a removed engine valve cover
Mobile Repair
Reassembling a disassembled smartphone by positioning its flex-connected front housing over the open chassis a
Lifting and handling a black phone-sized electronic housing at a workbench
Aligning and seating a blue-covered display-like panel in an opened tablet housing while manipulating its edge
Performing fine work on an exposed smartphone circuit assembly and fitting internal components into an opened
Convenience Store
Opening and reinstalling the panel or housing of a ceiling-mounted cassette air-conditioning unit.
Removing the cover from a ceiling-mounted cassette air-conditioning unit and securing a drain collection bag a
Accessing internal wiring and fastening/refitting the cover components of a ceiling-mounted cassette air-condi
Servicing a ceiling-mounted air-conditioning unit by working on its exposed wiring/components, fastening inter
Appliance Repair
Opening outdoor air-conditioner condenser housings and handling a removed fan assembly.
Disassembling an air-conditioner indoor unit by removing its housing and accessing the internal finned assembl
Remove outdoor air-conditioner covers and pressure-wash the exposed condenser coils and unit compartments.
Removing covers and accessing the internal electrical/mechanical compartments of outdoor HVAC condenser units.
Home
Brush residue from a manual hand-crank grinder and its removable wooden drawer, then handle the lined bin.
Gently rubbing and manipulating an infant's face, torso, hands, and legs while removing the covering blanket.
Refitting and securing the front housing of a wall-mounted Haier air-conditioning unit, followed by handling i
Opening a canister of powdered material and uncovering an infant bottle nipple
Product wrapping & protective-film handling
DUALDirect grasp
62Medium
Logistics Fulfillment Center 38% · Packaging Factory 27% · Fulfillment Centre 21% (9 types)
Why this score
Two stock grippers can hold, tension, fold, and place flexible wrapping around a rigid product. Film state estimation and repeated regrasping make this harder than open-container packing.
Fixed cyclePre-cut wrapping product input and finished output can complete at one fixed packaging table.
Manipulation prior (0–100)
66
Stationarity multiplier
1.00
Mean label confidence
0.89
Flagged ambiguous
41%
Gripper setup
Two stock two-finger grippers
Interaction
Direct workpiece grasp
Evidence basis
cached evidence from Product wrapping & protective-film handling
Environment types (9)
Logistics Fulfillment Center37.8%
Packaging Factory26.6%
Fulfillment Centre21.3%
Supermarket4.6%
Gift Shop3.0%
Indoor Workspace1.7%
Retail Store1.7%
Butcher Shop1.7%
Commercial Kitchen1.7%
Industries (4)
Industrial Manufacturing51.2%
Retail and Consumer Goods42.0%
Administrative & Office Services3.4%
Food and Beverage3.4%
Concrete gripper operations in this family
Wrap rigid components
Apply bubble wrap
Remove protective film
Fold paper around products
Secure pre-cut packaging sheets
Verified task clips across environments
8.0s verified clip · 10 fps
Logistics Fulfillment CenterWrapping individual pink bottles in bubble wrap and securing the protective packages with packing tapeReviewed source window: 439.7–447.7 sView source ↗
What the footage actually shows
Logistics Fulfillment Center
Wrapping small products in clear plastic and bubble wrap for packing
Wrapping individual pink bottles in bubble wrap and securing the protective packages with packing tape.
Wrapping individual plastic items in bubble wrap for packing
Wrapping long orange items in bubble wrap at a shared packing table.
Packaging Factory
Wrapping individual components in bubble wrap and securing the protective wrap with a hand-held tape dispenser
Individually wrapping handheld appliance-shaped products in bubble wrap for packing
Wrapping individual cylindrical products in bubble wrap and securing the protective packaging with packing tap
Fulfillment Centre
Wrapping individual black-capped cylindrical items in bubble wrap and securing the wrapping with packing tape.
Wrapping individual pump-topped containers in bubble wrap and securing the wrap with packing tape.
Wrapping individually bagged orange-colored items in bubble wrap at a packing table, with handheld tape dispen
Supermarket
Wrapping a rectangular item in bubble wrap, placing it in a cardboard box, and closing the box with packing ta
Gift Shop
Wrapping small items in bubble wrap and preparing a cardboard box for packing.
Wrapping merchandise in bubble wrap, placing it into cardboard cartons, and marking shipping labels.
Indoor Workspace
Unpacking shiny colored items from clear plastic sleeves and arranging them on a table.
Two stock grippers can separate, align, stack, and file paper when sheets have accessible edges. Thin-sheet singulation and static friction are the main difficulties.
Fixed cyclePaper inputs folders trays and completed stacks can remain on one fixed desk or document-processing cell.
Manipulation prior (0–100)
68
Stationarity multiplier
1.00
Mean label confidence
0.85
Flagged ambiguous
68%
Gripper setup
Two stock two-finger grippers
Interaction
Direct workpiece grasp
Evidence basis
cached evidence from Document, paper & folder handling
Environment types (33)
Office20.0%
Sewing Factory9.6%
Print Shop8.3%
Market Stall6.6%
Laundry Shop4.8%
Packaging Factory4.6%
Restaurant4.5%
Gas Station4.3%
Home Business3.6%
Manufacturing Factory3.6%
Office Workspace2.7%
Wet Lab2.7%
Home2.7%
Pharmacy2.7%
19 further environment types19.2%
Industries (16)
Administrative & Office Services19.1%
Clothing and Fashion12.3%
Industrial Manufacturing11.0%
Printing and Design9.2%
Food and Beverage7.9%
Entertainment and Events6.6%
Home6.5%
Healthcare and Pharmacy5.1%
Cleaning and Sanitation4.8%
Administrative4.6%
Concrete gripper operations in this family
Stack printed forms
Insert sheets into folders
Align paper documents
Collect receipts and cards
Sort paper by destination
Verified task clips across environments
8.0s verified clip · 10 fps
OfficeSorting and stacking document envelopes, folders, and forms at a deskReviewed source window: 49.8–57.8 sView source ↗
8s verified clip · 10 fps
Factory / Paper-stacking WorkcellPicking, aligning, and stacking alternating black and white paper strips on a glass tableReviewed source window: 20–28 s of delivered clipView source ↗
8s verified clip · 10 fps
Printing Factory / Paper Preparation DeskSquaring a stack of blank paper by tapping its edges against a deskReviewed source window: 10.0–18.0 s of delivered clipView source ↗
What the footage actually shows
Office
Sorting desk documents, clearing the desktop, and storing office items in desk drawers.
Sort paper documents into desk trays and feed selected sheets through a paper shredder.
Reviewing and sorting printed forms into document piles
Sorting and arranging paper documents with colored file folders at a desk
Sewing Factory
Laying out and aligning paper garment-pattern pieces on navy fabric, then positioning shears along the pattern
Steam-pressing and folding beige sewn garments into stacks, then making entries on a paper form
Laying out and aligning white paper pattern pieces on navy fabric using pins and a straightedge.
Aligning paper patterns, marking, cutting, and pressing black textile panels
Print Shop
Aligning a graphic-printed paper sheet on the bed of a platen-style press.
Manually folding and aligning small paperboard-like blanks at a worktable.
Aligning and trimming white sheet stock on an industrial paper-cutting machine.
Hand-folding and stacking die-cut paperboard packaging blanks.
Market Stall
Staging and handing out prepared white handled paper bags.
Bagging packaged items into white handled paper bags at a table.
Packing small white boxes into handled paper bags
Staging and arranging pre-packed handled paper bags on event tables
Laundry Shop
Sorting laundry items, recording information on paper, and hanging footwear on a rack.
Sorting loose white linens and organizing paper forms at a desk
Inspecting and sorting garments while marking and handling a paper ticket
Handling a folded textile in clear plastic at a worktable and writing entries on a printed grid sheet while a
Packaging Factory
Sorting and stacking small printed paperboard pieces, then positioning a printed strip on a white folded sheet
Manually aligning and stacking printed paperboard pieces and white die-cut cardboard forms at a worktable.
Manually folding and stacking printed die-cut paperboard blanks.
Manually placing matching black components into a paper-lined cardboard carton
Rigid keyboard keys and mouse buttons can be pressed by a jaw tip, and the mouse body can be repositioned directly. Fine cursor accuracy, touchscreens, and multi-key shortcuts are outside scope.
Fixed cycleThe controls and workstation remain fixed and the complete input sequence requires no material transport.
Manipulation prior (0–100)
70
Stationarity multiplier
1.00
Mean label confidence
0.81
Flagged ambiguous
95%
Gripper setup
One stock two-finger gripper
Interaction
Direct workpiece grasp
Evidence basis
cached evidence from Keyboard & mouse operation
Environment types (13)
Clothing Store25.1%
Office19.8%
Print Shop17.9%
Sign Shop11.0%
Home Workspace5.4%
Office Workspace5.1%
Clothing Printing4.0%
Hotel2.7%
Retail Store2.7%
Manufacturing Factory2.7%
Home Office1.8%
Restaurant1.8%
Logistics Fulfillment Center0.1%
Industries (9)
Printing and Design45.8%
Clothing and Fashion32.5%
Administrative5.4%
Administrative & Office Services4.7%
Hospitality2.7%
Automotive and Transport2.7%
Industrial Manufacturing2.7%
Creative Workshops1.8%
Food and Beverage1.8%
Concrete gripper operations in this family
Press individual keyboard keys
Click rigid mouse buttons
Move a computer mouse
Navigate coarse desktop controls
Enter short structured inputs
Verified task clips across environments
8.0s verified clip · 10 fps
Clothing StoreEnter or edit spreadsheet data and navigate apparel product pages using a keyboard and mouseReviewed source window: 257.2–265.2 sView source ↗
8.0s verified clip · 10 fps
OfficeTyping and navigating a computer interface using a keyboard and mouseReviewed source window: 92.2–100.2 sView source ↗
8.0s verified clip · 10 fps
Print ShopEditing the arrangement of red rectangular graphics in a computer design interface using a keyboard and mouseReviewed source window: 99.7–107.7 sView source ↗
What the footage actually shows
Clothing Store
Entering information and navigating spreadsheet and browser-based application pages using a keyboard and mouse
Navigating apparel product screens and associated web records using a keyboard and mouse.
Editing an apparel-related digital graphic or video layout on a desktop computer using keyboard and mouse cont
Typing and navigating webpages on a desktop computer using a keyboard and mouse.
Office
Navigating a computer web interface displaying a jersey-style apparel product using the keyboard and mouse
Reviewing a spiral-bound booklet while navigating computer content with a keyboard and mouse
Navigate and enter information in a laptop interface using a mouse and keyboard.
Using a keyboard and mouse to work through a multitrack video-editing project and review changing preview clip
Print Shop
Editing a multi-element page layout in desktop software using a keyboard and mouse.
Editing multi-panel brochure/page layouts in desktop publishing software using a keyboard and mouse.
Editing the arrangement of red rectangular graphics in a computer design interface using a keyboard and mouse.
Editing a circular emblem graphic in computer design software using a mouse and keyboard.
Sign Shop
Operating a computer design interface with a keyboard and mouse.
Editing a grid-like layout of rectangular shapes in computer design/control software using a keyboard and mous
Editing a vector-style graphic layout on a desktop computer using a keyboard and mouse.
Manipulating a canvas-based desktop layout or design application with a keyboard and mouse.
Home Workspace
Navigating a digital line-art document with a keyboard and mouse
Manipulating black-and-white line artwork in desktop graphics software with a keyboard and mouse
Navigating and editing illustrated multi-panel page layouts in a computer graphics application using a keyboar
Using a keyboard and mouse to navigate a digital line-art illustration in a graphics application
Office Workspace
Navigating or editing a digital line-art illustration with a keyboard and mouse
Navigating a digital line-art graphic on a computer using a keyboard and mouse
Navigating a digital line-art composition in a computer graphics application using a keyboard and mouse.
Editing a multi-part vector-style graphic on a computer using a keyboard and mouse.
Workpiece dipping & immersion treatment
DUALDirect grasp
61Medium
factory 76% · (not tagged) 24% (2 types)
Why this score
Two stock grippers hold opposite edges of a sheet or a rigid workpiece, lower it into an open treatment tray, and transfer it to a drain or output stack. Bath chemistry, splash control, saturation weight, and slip risk must fit the hardware envelope.
Fixed cycleTreatment tray drain position and input and output stacks can all remain within one fixed wet-process cell.
The stock gripper holds a passive brush, squeeze bottle, or manual syringe while the component is constrained in a fixture. Small target features, viscous material, plunger or bottle force, and contamination control reduce confidence.
Fixed cycleFixture-held components lubricant applicator and tool return are locally arranged for the complete application cycle.
2610 - Manufacture of electronic components and boards43.2%
2930 - Manufacture of parts and accessories for motor vehicles15.7%
2599 - Manufacture of other fabricated metal products n.e.c.15.5%
2750 - Manufacture of domestic appliances8.6%
2829 - Manufacture of other special-purpose machinery4.3%
2710 - Manufacture of electric motors, generators, transformers and electricity distribution and control apparatus2.5%
9532 - Repair and maintenance of motorcycles1.8%
4520 - Maintenance and repair of motor vehicles1.2%
4540 - Sale, maintenance and repair of motorcycles and related parts and accessories1.2%
3312 - Repair and maintenance of machinery1.1%
Concrete gripper operations in this family
Brush grease onto visible gears
Apply lubricant to fixture-held rails
Dispense grease onto accessible bearings
Coat coarse mechanical interfaces
Return the applicator to a holder
Verified task clips across environments
8s verified clip · 10 fps
Motorcycle Service BayApplying lubricant to an accessible scooter component in a fixed service bayReviewed source window: 0–8 s of delivered clipView source ↗
8s verified clip · 10 fps
Embroidery-machine Factory / Lubrication StationApplying lubricant into an embroidery-machine mechanism with a long-nozzle squeeze bottleReviewed source window: 5–13 s of delivered clipView source ↗
8s verified clip · 10 fps
Automotive-parts Factory / Bench WorkcellBrush-applying yellow grease around a white pipe's metal flangeReviewed source window: 20–28 s of delivered clipView source ↗
What the footage actually shows
factory
Greasing and handling a gearbox assembly
Applying grease to a motor assembly
Greasing metal rail components
Lubricating a fixture-held mechanical component
technician
Applying low-volume lubricant to accessible parts
Garment, towel & soft-goods handling
DUALDirect grasp
59Medium
Laundry Shop 75% · Hotel 6% · Home 4% (17 types)
Why this score
Two stock grippers can pick corners, lift, transfer, spread, and roughly fold soft goods. State estimation and regrasping remain difficult, so this is a medium-confidence family rather than a dexterous-hand claim.
Fixed cycleThe repeated pick fold sort and local placement cycle is supported at fixed laundry and garment worktables.
Manipulation prior (0–100)
62
Stationarity multiplier
1.00
Mean label confidence
0.91
Flagged ambiguous
32%
Gripper setup
Two stock two-finger grippers
Interaction
Direct workpiece grasp
Evidence basis
cached evidence from Fabric folding & garment handling
Environment types (17)
Laundry Shop75.1%
Hotel6.3%
Home4.2%
Laundry Room3.5%
Textile Soft Goods Manufacturing2.7%
Sewing Factory2.2%
Home Laundry Area1.6%
Indoor Workspace1.4%
Clothing Store1.0%
Restaurant0.8%
Alterations Studio0.2%
Fulfillment Centre0.2%
Logistics Fulfillment Center0.2%
Indoor Cluttered Workspace0.2%
3 further environment types0.3%
Industries (11)
Cleaning and Sanitation61.7%
Clothing and Fashion18.2%
Hospitality6.4%
Childcare and Caregiving4.8%
Home3.4%
Industrial Manufacturing2.2%
Repair Services1.9%
Food and Beverage0.7%
Retail and Consumer Goods0.5%
Beauty and Personal Care0.1%
Concrete gripper operations in this family
Pick garments from a surface
Transfer towels and linens
Sort clothing items
Spread a towel between grippers
Make simple single-fold placements
Verified task clips across environments
8.0s verified clip · 10 fps
HomeFolding small textiles and stacking them in a laundry basketReviewed source window: 14.8–22.8 sView source ↗
8.0s verified clip · 10 fps
Laundry ShopFolding garments into stacks and loading them into a fabric bagReviewed source window: 269.7–277.7 sView source ↗
8.0s verified clip · 10 fps
Laundry ShopHand-folding and stacking beige patterned textile linens on a worktableReviewed source window: 114.8–122.8 sView source ↗
What the footage actually shows
Laundry Shop
Folding and sorting laundered garments into stacks on a table
Sorting and folding garments from laundry baskets into stacks on a table
Sorting and folding garments on a worktable
Sorting and folding laundered garments into stacks on a table
Hotel
Folding white towels into compact rectangles
Resetting a guest room by wiping the bathroom area, changing bed linens, and sorting linens onto a service car
Make and dress two beds by spreading and smoothing white bedding, arranging pillows, and placing a runner with
Making a bed with linens and runner, then hand-folding towels into decorative animal-like forms
Home
Hand-folding and sorting small garments into organized stacks on a padded surface
Folding and sorting small garments into stacks and a wicker basket.
Folding infant clothing and arranging the folded garments into stacks on a table
Folding and sorting garments and linens into separate stacks by hand
Laundry Room
Sorting and folding textile garments and linens into organized stacks on a table
Folding and sorting small children's garments into organized stacks on a table.
Folding small garments and placing the folds into separate stacks on a worktable.
Fold garments and fabric linens into stacks and place a folded stack in a shelf cabinet.
Textile Soft Goods Manufacturing
Folding gray garments and placing them into clear plastic sleeves for batch packing.
Folding beige sewn textile garments and preparing the folded units in clear plastic sleeves.
Folding textile garments, placing them in clear plastic sleeves, and loading the sleeved items into cartons.
Manually folding and stacking gray sewn garments on a worktable.
Sewing Factory
Steam-pressing and folding beige sewn garments into stacks, then making entries on a paper form
Positioning, smoothing, and aligning basted navy garment panels on padded pressing supports, then transferring
Folding beige trousers and placing the folded garments into clear plastic sleeves.
Manually aligning and folding garment-textile edges and a narrow black fabric strip at a sewing workstation.
Battery, filter & cartridge handling
DUALDirect grasp
59Medium
Auto Repair 27% · Motorcycle Repair 20% · Convenience Store 18% (13 types)
Why this score
The grippers directly remove or install replaceable rigid units once latches and fasteners are open. Weight, electrical safety, and connector access must fit the hardware envelope.
Local feed requiredOnly one fixed service interface with the replacement unit and removed-unit output locally staged qualifies.
Manipulation prior (0–100)
74
Stationarity multiplier
0.85
Mean label confidence
0.88
Flagged ambiguous
37%
Gripper setup
Two stock two-finger grippers
Interaction
Direct workpiece grasp
Evidence basis
cached evidence from Battery, filter & cartridge handling
Environment types (13)
Auto Repair27.0%
Motorcycle Repair19.5%
Convenience Store17.9%
Sign Shop9.6%
Laundry Shop5.7%
Computer Repair3.8%
Toy Store3.8%
Manufacturing Factory3.8%
Garage2.5%
Coffee Shop2.1%
Office Workspace1.9%
Packaging Factory1.9%
Construction Site0.4%
Industries (9)
Automotive and Transport49.0%
Retail and Consumer Goods21.7%
Printing and Design9.6%
Industrial Manufacturing5.7%
Clothing and Fashion5.7%
Repair Services3.8%
Food and Beverage2.1%
Administrative & Office Services1.9%
Construction and Hardware0.4%
Concrete gripper operations in this family
Swap removable batteries
Insert filter cartridges
Remove rigid modules
Place cassettes into slots
Stage replaceable units for service
Verified task clips across environments
8.0s verified clip · 10 fps
Auto RepairFitting a replacement spin-on filter beneath a lifted car and refitting its wheel coverReviewed source window: 359.7–367.7 sView source ↗
8.0s verified clip · 10 fps
Motorcycle RepairInstalling rectangular battery-like modules and connecting/routing electrical leads inside an opened motor scooter compartmentReviewed source window: 412.2–420.2 sView source ↗
8s verified clip · 10 fps
Filter Factory / Conveyor Loading CellPicking cylindrical filters from an adjacent tray and seating them on conveyor basesReviewed source window: 7.5–15.5 s of delivered clipView source ↗
What the footage actually shows
Auto Repair
Removing a vehicle-mounted cylindrical housing and fitting a new pleated cartridge filter into its cap.
Fits a rectangular pleated vehicle air filter into an open under-hood compartment and records the work on a pa
Manipulating removed engine components and opening an air-filter housing during vehicle engine disassembly.
Loosening a vehicle battery terminal-clamp fastener with an open-end wrench and removing the battery from the
Motorcycle Repair
Installing and fastening rectangular battery modules in an electric two-wheeler's open battery compartment
Fitting a rectangular pleated filter element into a motorcycle side compartment and tightening a nearby fasten
Installing rectangular battery-like modules and connecting/routing electrical leads inside an opened motor sco
Disconnecting and removing orange battery modules from the opened under-seat compartment of a motor scooter.
Convenience Store
Opening and reinstalling the panel or housing of a ceiling-mounted cassette air-conditioning unit.
Removing the cover from a ceiling-mounted cassette air-conditioning unit and securing a drain collection bag a
Accessing internal wiring and fastening/refitting the cover components of a ceiling-mounted cassette air-condi
Accessing and refitting the cover panel of a ceiling-mounted cassette HVAC assembly, including work around its
Sign Shop
Installing and positioning LED modules and connecting wires inside red letter-shaped sign panels
Installing and routing connected LED light modules and wiring on a shaped sign panel.
Installing and wiring LED light modules on character-shaped sign panels
Installing and connecting wired LED modules on letter-shaped red panels
Laundry Shop
Vacuuming lint from removable filter screens and the interiors of commercial front-loading laundry machines.
Computer Repair
Fit a slim internal circuit module in an opened laptop and power on the laptop to check startup.
Flexible material clipping to frames
DUALDirect grasp
59Medium
factory 100% (1 types)
Why this score
Two stock grippers manipulate the material and loose clips directly: one tensions or positions the leather or fabric while the other places or removes large accessible clips. Fine clips, sharp spring hardware, and unsupported oversized hides remain outside scope.
Fixed cycleThe frame material clips and clip-return tray remain at one factory workstation for the full repeated cycle.
1511 - Tanning and dressing of leather; dressing and dyeing of fur96.4%
1311 - Preparation and spinning of textile fibres3.0%
1410 - Manufacture of wearing apparel, except fur apparel0.4%
1399 - Manufacture of other textiles n.e.c.0.1%
1392 - Manufacture of made-up textile articles, except apparel0.0%
1313 - Finishing of textiles0.0%
Concrete gripper operations in this family
Pull leather taut across a frame
Place large edge clips
Remove accessible frame clips
Spread hides on perforated tables
Collect detached clips into trays
Verified task clips across environments
8s verified clip · 10 fps
Leather FactoryTensioning a leather hide and fastening its edge to a perforated blue frameReviewed source window: 20–28 s of delivered clipView source ↗
8s verified clip · 10 fps
Leather Factory / Perforated-frame WorkcellAttaching metal clips around a white hide on a perforated blue frameReviewed source window: 2–10 s of delivered clipView source ↗
The gripper holds an unpowered sanding block or abrasive pad. Broad surface finishing is plausible when the workpiece is fixed and normal force is regulated.
Local feed requiredOnly fixture-held parts inside one reachable finishing cell qualify; movement across vehicles walls or large structures does not.
Manipulation prior (0–100)
72
Stationarity multiplier
0.85
Mean label confidence
0.88
Flagged ambiguous
35%
Gripper setup
One stock two-finger gripper
Interaction
Gripper-held item
Evidence basis
cached evidence from Manual sanding & abrasive finishing
Environment types (20)
Auto Repair50.2%
Paint Shop19.1%
Woodworking Shop7.8%
Construction Site6.9%
Manufacturing Factory4.4%
Garage2.3%
Commercial Kitchen2.0%
Renovation Company0.8%
Shoe Repair Stall 010.8%
Motorcycle Detailing0.8%
Car Wash0.8%
Appliance Repair0.8%
Sign Shop0.8%
Motorcycle Repair0.5%
6 further environment types2.0%
Industries (7)
Automotive and Transport73.9%
Construction and Hardware15.1%
Industrial Manufacturing5.5%
Food and Beverage2.4%
Repair Services1.5%
Printing and Design0.8%
Home0.8%
Concrete gripper operations in this family
Hand-sand body panels
Smooth wood with a sanding block
Finish broad material edges
Move abrasive pads in straight passes
Sand fixed parts before coating
Verified task clips across environments
8.0s verified clip · 10 fps
Paint ShopHand-sanding and inspecting a white molded vehicle body panel with an abrasive padReviewed source window: 504.7–512.7 sView source ↗
8.0s verified clip · 10 fps
Auto RepairHand-sanding light-colored bodywork material on a vehicle rear side panel with a sanding block or padReviewed source window: 412.2–420.2 sView source ↗
8.0s verified clip · 10 fps
Woodworking ShopSanding the surface of a curved white panel with a rectangular abrasive blockReviewed source window: 192.2–200.2 sView source ↗
What the footage actually shows
Auto Repair
Hand-sanding a car roof panel with an abrasive sheet or sanding block.
Hand-sanding the surface and contours of a detached vehicle bumper with abrasive blocks.
Hand-sanding a primed molded vehicle body panel with sanding blocks and abrasive pads, including its recessed
Hand-sanding a detached vehicle body panel to smooth its surface and filler-patched areas using a sanding bloc
Paint Shop
Sanding the surface of a gray molded vehicle body panel with a handheld abrasive block.
Hand-sanding patched areas and edges of an automotive bumper panel with an abrasive sheet, then touch-checking
Hand-sanding detached white plastic vehicle body panels with abrasive pads and blocks
Wet-sanding the surface of a white molded body panel with a green hand pad.
Woodworking Shop
Hand-sanding narrow trim strips and fitting a strip against a cabinet-like panel structure
Wiping and hand-sanding a light-brown cabinet panel.
Fitting a narrow white edge strip to a cabinet panel and hand-finishing the panel with scissors and a sanding
Sanding the surface of a curved white panel with a rectangular abrasive block.
Construction Site
Sanding and smoothing the white wall surface along balcony baseboard seams and corners with a hand-held abrasi
Sanding and preparing exterior wall and column surfaces with a red abrasive pad from elevated plank access; a
Smoothing balcony wall surfaces and applying a white coating with a sanding block and paint roller.
Prepare and touch up a white wall/ceiling edge around the metal railing using an abrasive pad and small applic
Manufacturing Factory
Hand-sanding the curved surface and lower seam of a large gray component with a rectangular abrasive pad.
Hand-sanding the lower edge and surface of a large curved molded component with a rectangular abrasive block.
Hand-sanding or rubbing the surface and edge of a large gray formed panel with rectangular hand pads.
Hand-sanding the surface of a large curved coated component with a rectangular abrasive block.
Garage
Manually sanding or scuffing the surface and edge of a detached gray vehicle bumper panel with an abrasive pad
Manually sanding and wiping a curved vehicle trim or body component with a hand pad and cloth
Manually sanding curved panel-like pieces with handheld abrasive sheets or pads.
Two stock grippers stabilize and place visible flower stems or greenery into a loose bundle. Cutting, wiring, gluing, ribbon work, and small decorative assembly are excluded.
Fixed cycleCut stems greenery and the completed bouquet can remain at one fixed florist table for the full arrangement cycle.
Manipulation prior (0–100)
62
Stationarity multiplier
1.00
Mean label confidence
0.91
Flagged ambiguous
50%
Gripper setup
Two stock two-finger grippers
Interaction
Direct workpiece grasp
Evidence basis
cached evidence from Bouquet & flower-stem arranging
Environment types (3)
Flower Shop66.7%
Street Vendor22.2%
Handcraft Workshop11.1%
Industries (2)
Retail and Consumer Goods88.9%
Creative Workshops11.1%
Concrete gripper operations in this family
Group flower stems
Arrange roses and greenery
Build loose floral clusters
Hold bouquets during placement
Sort long-stem flowers
Verified task clips across environments
8.0s verified clip · 10 fps
Flower ShopComposing a bouquet by positioning roses, berry stems, and greenery togetherReviewed source window: 164.7–172.7 sView source ↗
8.0s verified clip · 10 fps
Flower ShopAssembling and arranging red flower buds and green stems into a compact floral cluster by handReviewed source window: 87.0–95.0 sView source ↗
8.0s verified clip · 10 fps
Flower ShopArranging leafy stems and flowers in a rose-based floral display around plush figuresReviewed source window: 177.2–185.2 sView source ↗
What the footage actually shows
Flower Shop
Arranging leafy stems and flowers in a rose-based floral display around plush figures
Composing a bouquet by positioning roses, berry stems, and greenery together.
Assembling a hand-held bouquet by selecting cut flowers and greenery and positioning individual stems in the b
Arranging cut flowers and greenery in a hand-held bouquet
Street Vendor
Sorting and hand-arranging loose flowers and floral garland materials at the stall.
Handcraft Workshop
Hand-assembling small white floral decorations with dried greenery
Laundry-drum loading & unloading
DUALDirect grasp
57Medium
Laundry Shop 100% · Home 0% (2 types)
Why this score
Two stock grippers transfer loose textiles or bundles into and out of an idle washer or dryer drum. The powered cycle must remain stopped during manipulation.
Local feed requiredThe washer or dryer and an adjacent fixed laundry cart must both fit the envelope; transport between laundry areas is excluded.
Manipulation prior (0–100)
70
Stationarity multiplier
0.85
Mean label confidence
0.92
Flagged ambiguous
26%
Gripper setup
Two stock two-finger grippers
Interaction
Direct workpiece grasp
Evidence basis
cached evidence from Laundry-drum loading & unloading
Environment types (2)
Laundry Shop100.0%
Home0.0%
Industries (5)
Cleaning and Sanitation78.8%
Clothing and Fashion17.2%
Repair Services2.7%
Industrial Manufacturing1.4%
Home0.0%
Concrete gripper operations in this family
Load garments into dryer drums
Insert linens into washers
Remove finished textile bundles
Hold appliance doors clear
Transfer laundry between cart and drum
Verified task clips across environments
8.0s verified clip · 10 fps
Laundry ShopLoad white linens into a top-loading washing machine and select its control-panel settingsReviewed source window: 99.7–107.7 sView source ↗
8.0s verified clip · 10 fps
Laundry ShopLoading garments into a commercial dryer and separating garments on a worktableReviewed source window: 179.7–187.7 sView source ↗
8.0s verified clip · 10 fps
Laundry ShopLoading textile linens into an industrial front-loading washer, securing its door, and pressing the machine control panelReviewed source window: 9.8–17.8 sView source ↗
What the footage actually shows
Laundry Shop
Sorting and folding garments on a table, then loading a clothing bundle into a front-loading washing machine.
Sort garments and load a garment into a front-loading washing machine.
Handle footwear and textiles for washing, including loading an item into a top-loading washing machine.
Loading garments into a front-loading washer, interacting with its front panel, and writing entries in a noteb
Home
Reaching into a circular front-loading appliance opening beside red fabric.
The gripper directly transfers rigid vessels or racks into and out of an idle household appliance. Heating, cutting, blending, and powered cycles are not part of the manipulation task.
Local feed requiredOnly counter-to-appliance transfer with local racks and outputs qualifies; fetching items from other storage does not.
Manipulation prior (0–100)
76
Stationarity multiplier
0.85
Mean label confidence
0.80
Flagged ambiguous
84%
Gripper setup
One stock two-finger gripper
Interaction
Direct workpiece grasp
Evidence basis
cached evidence from Rigid-item appliance loading
Environment types (9)
Cleaning Service27.2%
Restaurant16.9%
Indoor Workspace16.7%
Kitchen10.9%
Bathroom10.0%
Home9.2%
Nail Salon6.7%
Food Preparation Area1.7%
Home Kitchen0.7%
Industries (5)
Cleaning and Sanitation31.4%
Food and Beverage23.7%
Childcare and Caregiving20.2%
Home17.9%
Beauty and Personal Care6.7%
Concrete gripper operations in this family
Load cups into dishwasher racks
Place containers in idle appliances
Remove rigid vessels
Slide accessible appliance racks
Transfer items from counter to rack
Verified task clips across environments
8.0s verified clip · 10 fps
HomeLoading small plastic containers and infant-care accessories onto the wire racks of a countertop applianceReviewed source window: 74.0–82.0 sView source ↗
8.0s verified clip · 10 fps
RestaurantRetrieving a bottled drink from a refrigerator and handling printed slips at the restaurant service counterReviewed source window: 87.2–95.2 sView source ↗
8.0s verified clip · 10 fps
KitchenLoading small cups and clear plastic containers into a rack-equipped countertop appliance and closing its doorReviewed source window: 12.2–20.2 sView source ↗
What the footage actually shows
Cleaning Service
Washing small containers and brush-like implements at a sink, loading an item into a rack-equipped countertop
Wash a small reusable container at the sink, then load it into a rack-equipped countertop appliance and close
Restaurant
Retrieving a canned drink from a glass-front refrigerator
Loading ceramic dishware into the rack of a commercial dishwasher.
Retrieving a bottled drink from a refrigerator and handling printed slips at the restaurant service counter
Eating a meal at a restaurant table and retrieving a canned drink from a refrigerator.
Indoor Workspace
Washing and rinsing small reusable components, then loading them into a rack-equipped countertop appliance
Washing and brushing small clear bottle components at a sink, then loading a clear container into a rack-equip
Kitchen
Handling a small blue-lidded container and removing a transparent handled vessel from a countertop appliance.
Loading small cups and clear plastic containers into a rack-equipped countertop appliance and closing its door
Wash and dry hands at a sink, then remove a lidded container from a refrigerator drawer.
Retrieving a blue-and-white container from refrigeration, loading it into a countertop appliance, and pressing
Bathroom
Washing small plastic container parts at a sink and loading them into a countertop dishwasher-like appliance.
Home
Loading small plastic containers and infant-care accessories onto the wire racks of a countertop appliance.
Rinsing small plastic bottle components and loading them into a rack-equipped countertop appliance.
Two stock grippers can hold a stem and pull off broad leaves or shoots without another end-effector. Dense foliage, small stems, and high label ambiguity keep this below the rigid-object families.
Fixed cycleLocally presented stems and adjacent product and waste bins support a complete repeated stripping cycle at one table.
Manipulation prior (0–100)
64
Stationarity multiplier
1.00
Mean label confidence
0.78
Flagged ambiguous
93%
Gripper setup
Two stock two-finger grippers
Interaction
Direct workpiece grasp
Evidence basis
cached evidence from Leaf stripping & stem separation
Environment types (19)
Indoor Workspace46.3%
Agriculture Farm17.3%
Home13.4%
Backyard9.8%
Food Preparation Area4.4%
Restaurant4.1%
Flower Shop1.2%
Commercial Kitchen1.1%
Tea Production0.7%
Indoor Cluttered Workspace0.4%
Auto Repair0.3%
Balcony0.2%
Handcraft Workshop0.2%
Home Business0.1%
5 further environment types0.5%
Industries (9)
Agriculture and Farming60.2%
Food and Beverage15.5%
Home12.5%
Backyard / Yard9.7%
Creative Workshops0.8%
Retail and Consumer Goods0.6%
Automotive and Transport0.3%
Industrial Manufacturing0.2%
Cleaning and Sanitation0.1%
Concrete gripper operations in this family
Strip broad leaves from stems
Separate leafy shoots
Hold stems during removal
Collect detached leaves
Transfer stripped plant material
Verified task clips across environments
8.0s verified clip · 10 fps
HomeManually stripping or separating leafy plant material from small stems over a tableReviewed source window: 177.2–185.2 sView source ↗
8.0s verified clip · 10 fps
Indoor WorkspaceHand-stripping leaves from small branches into separated plant-material pilesReviewed source window: 177.3–185.3 sView source ↗
What the footage actually shows
Indoor Workspace
Manually stripping leaves from leafy stems over a worktable.
Manually stripping leaves from leafy stems over a work table.
Manually stripping leaves from leafy branches over a worktable.
Manually stripping leaves or small plant pieces from leafy stems at a worktable.
Agriculture Farm
Hand-plucking leafy shoots from cultivated shrubs
Manually plucking leafy shoots from cultivated shrubs and gathering them by hand.
Hand-plucking leafy shoots from cultivated shrubs.
Manually stripping leaves from leafy stems over a worktable.
Home
Manually stripping leaves from leafy stems over a table
Manually stripping leaves from leafy stems over a table.
Manually stripping or separating leafy material from individual stems over a table.
Hand-separating leaves from thin plant stems
Backyard
Manually stripping leaves from leafy stems over a table.
Manually stripping leaves from green stems over a table
Hand-stripping leaves from leafy stems over a table
Manually stripping leaves from leafy plant stems over a table.
Food Preparation Area
Manually stripping small leafy portions from leafy stems or branches at a table.
Manually stripping leaves from leafy stems and gathering the separated leaves.
Hand-stripping leaves from leafy stems at a worktable
Hand-stripping green leaves or similar plant material from leafy stems at a table beside a collection basin.
Restaurant
Hand-separating pale leafy vegetable pieces into a perforated crate
Manually removing or sorting the stem ends of chili peppers from a bulk bag.
Manually separating leafy vegetables and collecting the pieces into plastic bags.
Manually separating cabbage leaves from whole cabbage heads into a tray
Manual screwdriver service
SINGLEGripper-held item
56Medium
Motorcycle Repair 32% · Mobile Repair 17% · Auto Repair 9% (28 types)
Why this score
The stock gripper holds a passive manual screwdriver by its normal handle and supplies wrist rotation. Powered drivers, precision phone or watch work, inaccessible fasteners, and high breakaway torque are excluded.
Local feed requiredOnly a fixture-held assembly with every target screw and tool return inside reach qualifies; walking around equipment does not.
Manipulation prior (0–100)
70
Stationarity multiplier
0.85
Mean label confidence
0.88
Flagged ambiguous
39%
Gripper setup
One stock two-finger gripper
Interaction
Gripper-held item
Evidence basis
cached evidence from Manual screwdriver service
Environment types (28)
Motorcycle Repair32.2%
Mobile Repair17.3%
Auto Repair9.3%
Computer Repair9.2%
Appliance Repair7.5%
Bicycle Repair4.8%
Manufacturing Factory2.6%
Office2.3%
Watch Store2.3%
Phone Repair Shop2.2%
Home1.7%
Metal Fabrication1.0%
Indoor Workspace0.9%
Construction Site0.8%
14 further environment types6.0%
Industries (10)
Automotive and Transport46.0%
Repair Services41.6%
Industrial Manufacturing3.4%
Construction and Hardware2.5%
Administrative & Office Services2.3%
Home2.2%
Sports and Recreation0.6%
Printing and Design0.6%
Education and Training0.4%
Retail and Consumer Goods0.4%
Concrete gripper operations in this family
Turn accessible screws
Loosen low-torque fasteners
Tighten screws in open assemblies
Adjust visible screw mechanisms
Remove screws from fixtured parts
Verified task clips across environments
8.0s verified clip · 10 fps
Motorcycle RepairAligning and fastening black plastic body panels on a red scooter using a screwdriverReviewed source window: 322.3–330.3 sView source ↗
8.0s verified clip · 10 fps
Computer RepairReassembling a disassembled laptop with a screwdriver and then operating the laptopReviewed source window: 179.8–187.8 sView source ↗
What the footage actually shows
Motorcycle Repair
Refitting and screwdriver-fastening plastic front and footwell body panels on a motor scooter.
Using a screwdriver on a component in the exposed under-seat/body area of a motor scooter.
Disassembling and handling a small scooter mechanical component with a screwdriver, with its fasteners and pie
Adjusting a small mechanical component with a screwdriver while working at a motorcycle's exposed front/handle
Mobile Repair
Opening a smartphone and manipulating its internal components with tweezers and a precision screwdriver.
Disassembling and reassembling a smartphone while manipulating its internal battery, flex components, and hous
Repositioning internal components and fastening an opened smartphone with a precision screwdriver
Opening a smartphone and manipulating its internal fasteners and components with a precision screwdriver and t
Auto Repair
Maneuvering a commercial truck indoors and using a screwdriver on a rectangular underbody housing.
Performing vehicle maintenance by manipulating fasteners or fittings in the engine bay and front wheel-well ar
Collecting draining vehicle fluid in a catch pan while inspecting and manipulating the underside with a screwd
Routing door wiring through a grommet and manipulating exposed vehicle-door fittings with a screwdriver-like t
Computer Repair
Disassembling an opened laptop and manipulating its internal electronic components with a precision screwdrive
Disassembling and servicing an opened laptop using a precision screwdriver and tweezers around its internal lo
Manipulating internal laptop components and fasteners with tweezers and a precision screwdriver, then brushing
Turning a screwdriver on a fastener of an open desktop computer chassis
Appliance Repair
Manipulating internal wiring and connectors in an opened electromechanical unit with a screwdriver
Servicing an opened espresso machine by positioning internal tubing and wiring, using a screwdriver on the cha
Opening an espresso-machine housing and using a screwdriver to manipulate a small internal metal component.
Reassembling the housing and internal assembly of a partly disassembled espresso/coffee appliance with a screw
Bicycle Repair
Adjusting bicycle frame fasteners with a screwdriver
Adjusting the bicycle's rear derailleur and cable mechanism with a screwdriver.
Adjusting bicycle wheel-area and drivetrain components with a screwdriver and by hand
Adjusting and securing bicycle handlebar and mudguard-area fasteners with a screwdriver and wrench
Spool, reel & cone handling
DUALDirect grasp
56Medium
(not tagged) 68% · lab 19% · factory 7% (4 types)
Why this score
One or two stock grippers can grasp spool flanges or rigid cone bodies for transfer, rack placement, and machine loading. Fine tape threading, knot tying, cutting, and scanner operation are excluded from the capability claim.
Local feed requiredOnly one creel feeder or stand with adjacent spool input and empty-spool output qualifies; cart transport between machines does not.
2610 - Manufacture of electronic components and boards63.8%
2930 - Manufacture of parts and accessories for motor vehicles12.9%
(not tagged)8.8%
2599 - Manufacture of other fabricated metal products n.e.c.5.8%
4321 - Electrical installation3.7%
3100 - Manufacture of furniture2.2%
2710 - Manufacture of electric motors, generators, transformers and electricity distribution and control apparatus2.1%
2732 - Manufacture of other electronic and electric wires and cables0.5%
Concrete gripper operations in this family
Load yarn cones onto creel pegs
Move component reels from drawers to carts
Mount light reels on feeder shafts
Remove empty spools
Rotate accessible spools on stands
Verified task clips across environments
8s verified clip · 10 fps
Manufacturing FactoryLoading a compact wire spool into a fixed production machineReviewed source window: 5–13 s of delivered clipView source ↗
8s verified clip · 10 fps
Textile Factory / Yarn Storage RackLifting a white yarn cone from the floor and placing it onto a rack pegReviewed source window: 24–32 s of delivered clipView source ↗
What the footage actually shows
factory
Loading yarn cones onto a creel
Placing component reels on a feeder cart
Moving reels from a drawer to a machine
Lifting and rotating a wire spool on its stand
lab
Loading labeled component reels into a counting fixture
Fixed-workcell brushing & debris sweeping
SINGLEGripper-held item
55Medium
Cleaning Service 14% · Shoe Repair Store 7% · Construction Site 6% (50 types)
Why this score
The fixed-base arm holds a passive hand brush and works only on a reachable bench, tray, or fixtured surface. Floor sweeping and movement through a room are excluded.
Local feed requiredThe complete cycle must stay on one reachable bench sink tray or fixture with an adjacent debris destination.
Manipulation prior (0–100)
70
Stationarity multiplier
0.85
Mean label confidence
0.88
Flagged ambiguous
56%
Gripper setup
One stock two-finger gripper
Interaction
Gripper-held item
Evidence basis
cached evidence from Sweeping & brushing debris
Environment types (50)
Cleaning Service13.5%
Shoe Repair Store6.7%
Construction Site6.3%
Home Kitchen5.5%
Barber Shop5.3%
Kitchen4.6%
Woodworking Shop4.1%
Home4.1%
Mobile Repair4.0%
Shoe Manufacturing3.6%
Construction Company3.5%
Pet Store3.4%
Office3.4%
Car Detailing3.3%
36 further environment types28.9%
Industries (19)
Cleaning and Sanitation20.0%
Construction and Hardware15.3%
Food and Beverage11.1%
Repair Services10.6%
Beauty and Personal Care10.3%
Home7.1%
Industrial Manufacturing6.2%
Automotive and Transport5.7%
Childcare and Caregiving3.7%
Administrative & Office Services3.0%
Concrete gripper operations in this family
Sweep debris across a workbench
Brush a fixed flat surface
Move particles into a nearby tray
Clean bounded fixture areas
Scrub a reachable part with low force
Verified task clips across environments
8.0s verified clip · 10 fps
Shoe Repair StoreManually scrubbing sneakers and removable insoles with a handheld brush at a sinkReviewed source window: 204.7–212.7 sView source ↗
8.0s verified clip · 10 fps
Cleaning ServiceScrubbing a squat-toilet basin with a long-handled toilet brushReviewed source window: 242.2–250.2 sView source ↗
What the footage actually shows
Cleaning Service
Scrubbing and rinsing small translucent containers or components at a sink with a handheld brush.
Washing and scrubbing reusable plastic container components at a sink with a long-handled cleaning brush.
Scrubbing and rinsing small white and clear items at a sink with a long-handled brush.
Rinsing and brush-cleaning small vessels at a sink, then setting them on a draining rack.
Shoe Repair Store
Wet-scrubbing white sneakers at a sink with a handheld brush.
Hand-scrubbing the exterior and interior of a patterned zippered fabric bag with a blue brush at a sink.
Brush and scrape footwear-like components and small material pieces at a repair bench.
Manually scrubbing sneakers and removable insoles with a handheld brush at a sink.
Construction Site
Sanding/smoothing and brush-applying white coating to an exterior balcony wall.
Applying white paint to exterior balcony walls with a roller and brush.
Painting white wall and column surfaces with a roller and brush
Applying white paint to an interior door with a small roller and brush
Home Kitchen
Brush-cleaning the removable cup, lid, and exposed blade assembly of a small grinder-like appliance.
Scrubbing transparent kitchenware at the sink with a dish brush and handling the drying rack.
Scrubbing and cleaning branched root vegetables at a kitchen sink with a small brush.
Trimming and brushing raw chicken feet clean at a sink with scissors and a small brush.
Barber Shop
Trim the client's nape and side hair with an electric clipper, then brush and wipe loose hair around the neck
Grooming a customer's cream-covered upper-face area with a narrow handheld implement, then brushing and blow-d
Trimming a seated client's hair with electric clippers while brushing or combing the hair.
Grooming and trimming a seated client's hair using a comb, hair dryer, brush, sectioning clip, and electric cl
Kitchen
Washing infant feeding bottles and detachable components at a sink, including brushing inside a bottle.
Scrubbing bottle-like feeding containers and their components at a sink with a long-handled brush, then placin
Manually rinsing, brushing, and wiping a batch of small cups or containers at a sink.
Rinsing and brushing a small bottle-like container and its part at a sink, then operating a countertop applian
The stock jaws hold a manual wrench or ratchet handle while wrist motion turns accessible low-torque hardware. Impact tools, pneumatic tools, obstructed fasteners, and high breakaway torque are excluded.
Local feed requiredOnly accessible fasteners on one locally presented assembly qualify; service routes around a vehicle or machine do not.
Manipulation prior (0–100)
68
Stationarity multiplier
0.85
Mean label confidence
0.89
Flagged ambiguous
60%
Gripper setup
One stock two-finger gripper
Interaction
Gripper-held item
Evidence basis
cached evidence from Manual wrench & ratchet operation
Environment types (12)
Auto Repair38.1%
Motorcycle Repair36.1%
Bicycle Repair13.4%
Home3.1%
Office1.6%
Indoor Workspace1.6%
Metal Fabrication1.6%
Home Workshop1.5%
Mechanical Workshop1.0%
Appliance Repair1.0%
Outdoor Repair Station0.8%
Manufacturing Factory0.1%
Industries (6)
Automotive and Transport85.8%
Repair Services4.7%
Home4.7%
Industrial Manufacturing1.7%
Administrative & Office Services1.6%
Sports and Recreation1.6%
Concrete gripper operations in this family
Turn accessible nuts
Operate a manual ratchet
Adjust bicycle axle hardware
Loosen low-torque bolts
Tighten visible fittings
Verified task clips across environments
8.0s verified clip · 10 fps
Bicycle RepairAligning and tightening a bicycle rear mudguard/fender and its support bracket with open-end wrenchesReviewed source window: 37.2–45.2 sView source ↗
8.0s verified clip · 10 fps
Auto RepairOperating a socket wrench on an undercarriage fastener of a raised truckReviewed source window: 542.3–550.3 sView source ↗
What the footage actually shows
Auto Repair
Accessing and manipulating components in a vehicle engine-bay belt/pulley area, with a ratchet/socket wrench s
Manipulating and tightening a front engine-bay component or fastener using pliers and a socket wrench.
Applying a socket wrench to fasteners on a cargo-truck wheel hub.
Working engine fasteners and components on a removed engine assembly with hand wrenches
Motorcycle Repair
Using a long socket-wrench-like tool and hand manipulation on components inside an opened scooter under-seat c
Accessing the motor scooter's under-seat battery compartment and loosening or adjusting its panel and battery-
Adjusting rear-wheel drive-side and axle-area hardware on a motorcycle using hand wrenches.
Adjusting and reassembling motorcycle components with wrenches and a screwdriver
Bicycle Repair
Adjusting and securing bicycle handlebar and mudguard-area fasteners with a screwdriver and wrench
Adjusting the bicycle front steering/handlebar and basket mounting assembly with a screwdriver and wrench
Aligning and fastening rear-fender mounting hardware on a bicycle using a hand wrench
Tightening and adjusting bicycle frame and handlebar components with an adjustable wrench and screwdrivers.
Home
Adjusting or tightening bicycle hardware with a combination wrench around the lower frame and rear drivetrain.
Adjusting a bicycle component near the rear frame and wheel, then positioning an open-end wrench at its hardwa
Office
Adjusting a small component at an adjustable wrench's jaw mechanism with a screwdriver.
Indoor Workspace
Positioning and tightening a black support-bracket component on the bicycle's lower rear frame using a driver
Two stock grippers directly grasp and stretch an ordinary loose rubber band around a pre-aligned bundle. Band singulation, controlled expansion, snap-back, and multiple regrasp steps make this a medium-confidence dexterous operation.
Fixed cycleBands pre-aligned bundles and completed output can be locally presented at one bounded bundling station.
2822 - Manufacture of metal-forming machinery and machine tools18.7%
2930 - Manufacture of parts and accessories for motor vehicles10.6%
2023 - Manufacture of soap and detergents, cleaning and polishing preparations, perfumes and toilet preparations5.4%
3290 - Other manufacturing n.e.c.5.2%
1105 - Manufacture of soft drinks; production of mineral waters and other bottled waters1.6%
3211 - Manufacture of jewellery and related articles1.6%
1520 - Manufacture of footwear1.4%
2511 - Manufacture of structural metal products1.2%
2599 - Manufacture of other fabricated metal products n.e.c.0.4%
Concrete gripper operations in this family
Band folded paper stacks
Secure card bundles
Wrap bands around rigid containers
Bundle incense sticks
Band small stacks of metal parts
Verified task clips across environments
8s verified clip · 10 fps
Paper-product workcellSecuring a compact folded-paper bundle with an elastic bandReviewed source window: 64–72 s of delivered clipView source ↗
8s verified clip · 10 fps
Plastic Packaging Line / Container-banding StationStretching green rubber bands around white cylindrical containers at a packing tableReviewed source window: 1–9 s of delivered clipView source ↗
8s verified clip · 10 fps
Packing Workshop / Bundle-banding TableStretching a rubber band around a stack of white rectangular items and adjusting the bundleReviewed source window: 3–11 s of delivered clipView source ↗
What the footage actually shows
workshop
Bundling folded paper stacks with rubber bands
Bundling white cards with rubber bands
Wrapping containers with rubber bands
Bundling incense sticks with rubber bands
factory
Bundling metal parts with rubber bands
Manual sieve & sifting
DUALGripper-held item
53Medium
lab 100% (1 types)
Why this score
Two stock grippers hold the rim or handles of an ordinary passive sieve and oscillate it over a bounded tray. Powder containment, changing mass distribution, and the limited VL1 evidence volume keep confidence moderate.
Fixed cycleThe sieve feed collection tray and material containers can remain at one fixed lab station for the full cycle.
7210 - Research and experimental development on natural sciences and engineering100.0%
Concrete gripper operations in this family
Shake a sieve over a collection tray
Sift dry powder
Separate coarse particles
Stack and unstack metal sieves
Return sifted material containers
Verified task clips across environments
8s verified clip · 10 fps
Pharmaceutical LaboratoryRubbing white powder through a metal test sieve while steadying it over the nested stackReviewed source window: 66–74 s of delivered clipView source ↗
8s verified clip · 10 fps
Ice Cream Kitchen / Mixing CounterHolding and tapping a sieve to sift red powder into a mixing bowlReviewed source window: 282–290 s of delivered clipView source ↗
What the footage actually shows
lab
Sifting white powder through a stack of metal sieves
Cable & harness routing
DUALDirect grasp
52Medium
Construction Site 26% · Auto Repair 12% · Motorcycle Repair 8% (48 types)
Why this score
Two stock grippers can hold and route a cable or harness while preserving connector orientation. Deformation, snagging, and occlusion make this less reliable than rigid-part handling.
Local feed requiredOnly short harnesses presented in a fixed assembly fixture qualify; installation routes across vehicles rooms or structures do not.
Manipulation prior (0–100)
68
Stationarity multiplier
0.85
Mean label confidence
0.83
Flagged ambiguous
69%
Gripper setup
Two stock two-finger grippers
Interaction
Direct workpiece grasp
Evidence basis
cached evidence from Component insertion & connector mating
Environment types (48)
Construction Site26.4%
Auto Repair12.3%
Motorcycle Repair7.7%
Electrician6.7%
Sign Shop5.8%
Handcraft Workshop3.9%
Construction Company3.7%
Jewelry Handicraft3.1%
Craft Room/table2.3%
Computer Repair2.0%
Appliance Repair2.0%
Wire Cable Factory1.8%
Manufacturing Factory1.8%
Electronics Repair Workshop1.8%
34 further environment types18.7%
Industries (18)
Construction and Hardware35.9%
Automotive and Transport20.8%
Repair Services8.3%
Creative Workshops7.4%
Industrial Manufacturing6.6%
Printing and Design5.8%
Home4.0%
Retail and Consumer Goods3.0%
Energy and Utilities2.8%
Cleaning and Sanitation1.3%
Concrete gripper operations in this family
Route cable harnesses
Present connectors for mating
Pull slack through guides
Place wires into channels
Organize short cable bundles
Verified task clips across environments
8.0s verified clip · 10 fps
Auto RepairPositioning and fastening a vehicle fuse/relay module while routing and connecting wiring harnesses in the exposed front body structureReviewed source window: 9.7–17.7 sView source ↗
8.0s verified clip · 10 fps
Motorcycle RepairPositioning a cable bundle and motorcycle components on an exposed motorcycle frameReviewed source window: 196.2–204.2 sView source ↗
What the footage actually shows
Construction Site
Installing and fastening components of a built-in shelving/cabinet unit, including routing a red cable and fit
Positioning and fastening a red flexible cord along the lower curved edge of a large panel.
Pulling and manipulating a thin line or wire beside horizontal metal bars at an unfinished elevated opening.
Routing insulated electrical cable and manipulating exposed conductors at exterior wall boxes.
Auto Repair
Adjusting and positioning a cable/terminal connection on an exposed vehicle battery
Inspecting a raised car's wheel-area and undercarriage with computerized measurement equipment, checking the s
Accessing and repositioning wiring harnesses and plastic housings in a vehicle engine compartment.
Positioning a vehicle transmission/drivetrain assembly and manually fitting its cable or linkage connections b
Motorcycle Repair
Manually inspect and reposition a motorcycle electrical winding assembly and its attached cable in a parts tra
Positioning and heat-tool joining a small wire or connector in an exposed scooter rear-compartment component a
Positioning a cable bundle and motorcycle components on an exposed motorcycle frame
Positioning and working on a cable or line in the scooter's rear suspension and engine-side assembly
Electrician
Routing electrical cable and corrugated conduit to an overhead ceiling connection.
Routing insulated cables through a ceiling junction box and conduit path.
Routing electrical cables and fitting conduit/connector components to ports beneath a wall-mounted solar inver
Routing and manipulating electrical cables and connectors during rooftop solar-panel-array installation
Sign Shop
Preparing and routing red insulated wire through the raised components of a circular decorative sign panel.
Installing and positioning LED modules and connecting wires inside red letter-shaped sign panels
Routing and securing a blue electrical cable along a large metal frame using a corded nozzle tool.
Aligning a curved metal rail and repositioning wires on a large sign-letter assembly.
Handcraft Workshop
Manipulating and pulling black cords at the underside of a red lacquered pedestal tray or stand.
Manually positioning a small component on a black soft-material piece, briefly bringing a white wired handheld
Manually assembling small wire-and-bead-like items by positioning colored components on thin wire or cord asse
Positioning a corded rotary abrasive handpiece on a small handheld component
This retained slice is fixed-station sorting only: a force-limited pinch transfers firm produce presented by adjacent bins, trays, or a conveyor. Picking from plants, crop-row travel, and distributed harvesting are excluded from the repeated robot cycle.
Local feed requiredOnly produce delivered to a fixed sorting station or bounded plant fixture qualifies; crop-row harvesting is excluded.
Manipulation prior (0–100)
68
Stationarity multiplier
0.85
Mean label confidence
0.88
Flagged ambiguous
71%
Gripper setup
One stock two-finger gripper
Interaction
Direct workpiece grasp
Evidence basis
cached evidence from Hand-picking & harvesting produce
Environment types (13)
Agriculture Farm64.6%
Commercial Kitchen8.6%
Restaurant7.9%
Indoor Workspace6.0%
Home5.8%
Food Preparation Area2.5%
Backyard1.7%
Tea Production0.9%
Home Kitchen0.6%
Fruit Shop0.6%
Packaged Foods0.3%
Metal Fabrication0.3%
Flower Shop0.2%
Industries (5)
Agriculture and Farming71.4%
Food and Beverage21.2%
Home5.5%
Backyard / Yard1.7%
Industrial Manufacturing0.3%
Concrete gripper operations in this family
Sort firm produce by class at a fixed station
Transfer produce between adjacent bins
Pick presented produce from a bounded conveyor zone
Place sorted produce into reachable trays
Reject visibly damaged items to a local bin
Verified task clips across environments
8.0s verified clip · 10 fps
Commercial KitchenRinsing and sorting leafy greens and red produce in preparation tubsReviewed source window: 49.7–57.7 sView source ↗
8.0s verified clip · 10 fps
RestaurantManually sorting green vegetables on a woven tray and spreading red chilies from a plastic bag onto the trayReviewed source window: 164.8–172.8 sView source ↗
What the footage actually shows
Agriculture Farm
Hand-picking leafy shoots from cultivated shrubs
Hand-picking leafy shoots from cultivated shrubs and collecting them in a woven basket.
Hand-picking leafy shoots from cultivated shrubs.
Hand-picking leafy shoots from cultivated shrubs and gathering them into a bundle.
Commercial Kitchen
Hand-sorting red and green chili peppers and arranging bagged produce on refrigerated shelves
Rinsing and sorting leafy greens and red produce in preparation tubs
Hand-sorting green vegetable pods on a kitchen prep counter.
Sorting leafy greens and chopping them with a cleaver on a cutting board.
Restaurant
Hand-sorting and manually trimming long green vegetable pods over a woven tray
Hand-sorting and manually handling individual red chili peppers over a produce bowl.
Chopping, sorting, and bagging leafy vegetables with a cleaver
Sorting and trimming long green vegetables on a chopping board with a cleaver.
Indoor Workspace
Hand-sorting and stripping leaves from leafy branches
Manually stripping and sorting leaves from leafy stems at a table.
Manually stripping and sorting leafy material from stems on a work table
Manually separating and sorting pieces from leafy branches on a work table.
Home
Manually sorting leafy sprigs by pinching and separating small leaf-and-stem portions at a table.
Manually sort and separate leafy plant material, then gather it into a woven sack.
Manually stripping and sorting leaves from leafy stems at a table
Manually separating and sorting leafy plant material and stems on a white work surface.
Food Preparation Area
Hand-sorting and trimming green vegetables or pod-like produce at a table
Hand-separating green pods from leafy stems and sorting the pods into piles
Manually sorting and separating green pod-like produce at a table
Manually sorting small portions of leafy stems from a bulk pile
Scraping & spreading with a gripper-held spatula
SINGLEGripper-held item
52Medium
Home Kitchen 12% · Home 9% · Construction Site 7% (63 types)
Why this score
The gripper closes on a conventional spatula handle and works only on one bounded fixture or locally presented part. Floor, wall, bed, and room-scale spreading are excluded; contact force, blade angle, and handle slip limit performance.
Local feed requiredOnly a bounded fixtured part or work surface qualifies; floor wall and room-scale spreading in the evidence does not.
Manipulation prior (0–100)
68
Stationarity multiplier
0.85
Mean label confidence
0.87
Flagged ambiguous
66%
Gripper setup
One stock two-finger gripper
Interaction
Gripper-held item
Evidence basis
cached evidence from Scraping & spreading with spatula
Environment types (63)
Home Kitchen12.3%
Home8.6%
Construction Site6.9%
Hotel6.8%
Commercial Kitchen6.5%
Auto Repair5.5%
Recycling Center5.3%
Food Preparation Area4.9%
Laundry Shop4.4%
Restaurant4.3%
Manufacturing Factory2.9%
Textile Soft Goods Manufacturing2.7%
Sewing Factory2.3%
Backyard1.9%
49 further environment types24.7%
Industries (21)
Food and Beverage34.7%
Industrial Manufacturing10.7%
Home9.4%
Construction and Hardware9.0%
Hospitality7.0%
Automotive and Transport6.3%
Cleaning and Sanitation6.2%
Clothing and Fashion4.7%
Backyard / Yard3.5%
Agriculture and Farming1.6%
Concrete gripper operations in this family
Scrape residue from a fixtured flat part
Spread soft material inside a bounded tray
Level a loose layer in a reachable fixture
Move material with a spatula at one station
Clean an accessible edge of a fixed workpiece
Verified task clips across environments
8.0s verified clip · 10 fps
Cake Shop / Decorating StationSmoothing white frosting on the side of a round cake with a straight-edged scraper on a turntableReviewed source window: 412.2–420.2 sView source ↗
8s verified clip · 10 fps
Leather Factory / Paste TableSpreading white paste across a leather hide with broad metal-scraper strokesReviewed source window: 16–24 s of delivered clipView source ↗
What the footage actually shows
Home Kitchen
Scraping and rinsing individual pale root-like food items in a sink with a small metal utensil.
Scraping or paring individual mushrooms with a small knife over a kitchen-sink bowl
Scraping and trimming pale elongated food pieces with a small knife over a basin.
Scraping or peeling individual pale food items over a sink with a small handheld tool.
Home
Wrapping an infant doll in blankets by spreading, folding, and tucking fabric around its body.
Scraping and paring individual poultry feet with a kitchen knife over a basin.
Scraping and trimming ginger roots with a small knife
Manually peeling or scraping the outer surface from ginger roots
Construction Site
Spreading and screeding wet cementitious material to level an interior floor.
Spreading and leveling a gray cement-like floor mix with a shovel and long straightedge.
Spreading and smoothing wet cementitious material on interior floor surfaces with a shovel and hand trowel or
Mixing and trowel-spreading wet mortar/cement on the floor and wall base.
Hotel
Remove bedding from a bed and spread a white sheet across it
Make and dress two beds by spreading and smoothing white bedding, arranging pillows, and placing a runner with
Remaking beds by fitting and smoothing white linens, spreading upper bedding, and positioning pillows.
Vacuuming a guest room floor and remaking beds by spreading, smoothing, and arranging white linens.
Commercial Kitchen
Cooking and stirring food in woks on a countertop range using a metal wok spatula.
Cooking food batches on a countertop electric griddle, using a green spatula to handle patties, buns, and slic
Using a wide flat scraper to work gray paste-like mixture from a tub while holding and preparing green-and-yel
Forming round portions from a minced mixture and cooking them on an electric griddle with a spatula
Auto Repair
Applying and smoothing body filler on a vehicle's rear bumper/panel with metal spreaders.
Using a flat hand spreader to apply and smooth beige filler material on a detached vehicle bumper cover.
Sanding vehicle exterior panels and spreading beige filler over patched areas with broad blades.
Targeting and cleaning or scraping surfaces around the valves of disassembled engine cylinder heads with small
Simple husk & pod opening
DUALDirect grasp
52Medium
Home 44% · Food Preparation Area 44% · Home Kitchen 3% (14 types)
Why this score
Two stock grippers can oppose one another to pull open pre-split husks or pods and remove large contents. Fine shelling and dexterous in-hand stripping remain outside scope.
Fixed cyclePods and output bowls are locally staged and the full open-extract-discard cycle can repeat at one table.
Manipulation prior (0–100)
58
Stationarity multiplier
1.00
Mean label confidence
0.86
Flagged ambiguous
83%
Gripper setup
Two stock two-finger grippers
Interaction
Direct workpiece grasp
Evidence basis
cached evidence from Shelling, husking, de-podding
Environment types (14)
Home44.3%
Food Preparation Area44.0%
Home Kitchen3.0%
Indoor Workspace2.2%
Home Business1.2%
Fish Market1.1%
Kitchen1.0%
Coffee Shop0.7%
Motorcycle Repair0.7%
Kitchen Workshop0.5%
Restaurant0.5%
Supermarket0.2%
Egg Processing Facility0.2%
Commercial Kitchen0.2%
Industries (4)
Food and Beverage80.2%
Home18.5%
Automotive and Transport0.7%
Retail and Consumer Goods0.5%
Concrete gripper operations in this family
Pull open pre-split pods
Remove large beans from open pods
Separate loose husk layers
Hold and pull plant material
Transfer extracted contents
Verified task clips across environments
8.0s verified clip · 10 fps
HomeShelling green pea pods by hand into a metal bowlReviewed source window: 118.7–126.7 sView source ↗
8.0s verified clip · 10 fps
Food Preparation AreaManually shelling green pea pods and collecting the peas in a basinReviewed source window: 118.7–126.7 sView source ↗
8.0s verified clip · 10 fps
Indoor WorkspaceManually opening green pods and separating their bean-like contents into a basinReviewed source window: 282.2–290.2 sView source ↗
What the footage actually shows
Home
Manually shelling green pods to separate the beans
Manually shelling green pods to separate the beans at a table
Manually shelling green pods to separate the beans.
Manually shelling green pods over a metal bowl
Food Preparation Area
Hand-shelling green pods to separate the beans
Manually shelling green pods and collecting the loose beans in a basin
Manually shelling green pods to separate the beans into a basin
Manually shelling green pods to separate the beans.
Home Kitchen
Hand-shelling green pods to separate the beans
Shelling green pods with a small handheld implement and collecting the removed beans in a basin.
Shelling green pods by hand to separate the small green beans from pod material.
Manually trimming or opening individual green bean pods with small hand shears.
Indoor Workspace
Hand-shelling green pods to separate their contents
Hand-shelling green pods to separate the beans.
Manually shelling green pods to separate the inner kernels into a basin.
Manually shelling green pods to separate loose beans over a basin
Home Business
Manually shelling green legume pods to separate the beans
Manually shelling green pea pods to separate the peas
Manually opening green pods and extracting the contents into a collection tub
Manually shelling green pods to separate the seeds
Fish Market
Manually selecting live shellfish from a water-filled display into red perforated baskets.
Manually selecting shellfish from a water-filled display and collecting them in a perforated red basket.
Hand-selecting shellfish from a water display into a red basket, then transferring the selection into a clear
Selecting shellfish from a water-filled display and placing them into perforated red baskets.
Two stock grippers can layer, align, and position loose fabric panels on a work surface. Active sewing, heated pressing, precise pleating, and pattern registration are outside scope.
Local feed requiredOnly panels sized for one table and locally transferred to the adjacent process qualify; long fabric lines do not.
Manipulation prior (0–100)
68
Stationarity multiplier
0.85
Mean label confidence
0.85
Flagged ambiguous
70%
Gripper setup
Two stock two-finger grippers
Interaction
Direct workpiece grasp
Evidence basis
cached evidence from Unpowered fabric-panel alignment
Environment types (16)
Sewing Factory53.1%
Textile Soft Goods Manufacturing26.4%
Laundry Shop4.7%
Alterations Studio4.1%
Clothing Printing3.5%
Handcraft Workshop2.1%
Indoor Workspace1.7%
Home1.1%
Hotel0.7%
Home Workspace0.7%
Home Workshop0.4%
Packaging Factory0.4%
Restaurant0.4%
Office0.4%
2 further environment types0.4%
Industries (10)
Clothing and Fashion65.9%
Industrial Manufacturing21.9%
Cleaning and Sanitation3.7%
Printing and Design3.5%
Childcare and Caregiving2.0%
Creative Workshops1.1%
Hospitality0.7%
Home0.7%
Food and Beverage0.4%
Healthcare and Pharmacy0.1%
Concrete gripper operations in this family
Align loose fabric panels
Layer textile pieces
Match coarse panel edges
Position cloth on a work surface
Transfer aligned panels to the next station
Verified task clips across environments
8.0s verified clip · 10 fps
Laundry ShopSpread, align, and fold a tan patterned textile on a metal worktableReviewed source window: 118.7–126.7 sView source ↗
Textile Soft Goods ManufacturingManually spreading, edge-aligning, and folding colored textile pieces into stacks on a worktableReviewed source window: 164.8–172.8 sView source ↗
What the footage actually shows
Sewing Factory
Positioning and tensioning the edge of a black fabric garment at a fixed textile-machine guide.
Laying out and aligning paper garment-pattern pieces on navy fabric, then positioning shears along the pattern
Aligning and feeding black knit textile pieces into a fixed thread-fed textile machine.
Aligning black knit textile pieces at the working point of a thread-equipped textile machine
Textile Soft Goods Manufacturing
Aligning and feeding black textile pieces beneath a fixed machine head
Aligning and feeding black textile pieces at the guided work interface of a fixed illuminated machine.
Coordinating with another worker to align, fold, and place large white textile sheets on a work surface.
Spreading, aligning, and smoothing large white textile panels on a worktable using hand positioning and a long
Laundry Shop
Loading garments into front-loading laundry machines and positioning fabric-care products at machine dispenser
Positioning a rolling textile bin at an industrial front-loading washer and operating its button control panel
Unfolding, aligning, and feeding a large white linen sheet onto a fixed textile-processing machine
Manually folding and aligning a large patterned textile
Alterations Studio
Manually aligning and manipulating a black garment-like textile at a sewing table
Aligning and smoothing a pleated, sewn white fabric edge by hand
Aligning paper garment patterns on beige fabric and cutting shaped fabric panels with hand shears.
Hand-sewing along the edge of a light-blue garment, then positioning shears at the edge.
Clothing Printing
Preparing framed mesh screens and positioning black T-shirts on garment-printing platens.
Rinsing and working on a framed mesh screen for garment printing, then positioning the screen over black garme
Preparing and operating a manual garment screen-printing setup by working a mesh screen with a squeegee, washi
Screen-printing a graphic onto a black garment-like fabric item by positioning a mesh screen and pulling a squ
Handcraft Workshop
Positioning and folding a black textile strip around a small metal fitting by hand.
Manually aligning a gold-colored metal chain or clasp-like component with a black textile piece.
Hand-folding and aligning small white decorative textile pieces
Hose & tube routing
DUALDirect grasp
52Medium
Auto Repair 40% · Construction Site 9% · Appliance Repair 8% (24 types)
Why this score
Two stock grippers can support and route flexible hoses or tubes through open paths while preserving end orientation. Tight couplings and hidden routing remain difficult.
Local feed requiredOnly short tubes supported in a fixed open fixture qualify; routing through vehicles rooms ceilings or structures is excluded.
Manipulation prior (0–100)
68
Stationarity multiplier
0.85
Mean label confidence
0.86
Flagged ambiguous
79%
Gripper setup
Two stock two-finger grippers
Interaction
Direct workpiece grasp
Evidence basis
cached evidence from Hose & tube routing
Environment types (24)
Auto Repair40.5%
Construction Site8.6%
Appliance Repair7.5%
Motorcycle Repair7.5%
Wet Lab7.0%
Electrician2.8%
Plumbing Company2.8%
Car Detailing2.8%
Construction Company2.4%
Manufacturing Factory2.1%
Restaurant1.9%
Convenience Store1.9%
Hotel1.9%
Gas Station1.5%
10 further environment types8.9%
Industries (11)
Automotive and Transport52.3%
Construction and Hardware16.6%
Repair Services8.4%
Laboratory / Scientific7.0%
Retail and Consumer Goods3.7%
Food and Beverage2.8%
Industrial Manufacturing2.1%
Energy and Utilities1.9%
Cleaning and Sanitation1.9%
Hospitality1.9%
Concrete gripper operations in this family
Route flexible hoses
Place tubes into open clips
Support long conduit sections
Present hose ends to couplings
Remove loose tubing from fixtures
Verified task clips across environments
8.0s verified clip · 10 fps
Auto RepairPreparing a hose-connected service container and directing its hose to the underbody of a vehicle raised on a liftReviewed source window: 242.2–250.2 sView source ↗
What the footage actually shows
Auto Repair
Positioning and seating a black flexible hose or duct connection in the exposed front engine bay.
Set up a wheeled vehicle-fluid collection unit under an elevated car and route its hose toward the undercarria
Manually adjusting and reconnecting a hose, cable, or connector around the engine intake assembly.
Performing routine vehicle maintenance by handling components in the open engine bay and connecting a hose-mou
Construction Site
Positioning and routing flexible tubing or conduit along an unfinished curved brick wall
Fitting and sealing wall-mounted cable conduit or cover pieces beside an exposed electrical wall box
Positioning and fastening reinforcing-steel mesh and corrugated conduit on a circular structural form
Pulling and positioning blue electrical cable/conduit in an unfinished room.
Appliance Repair
Adjusting and reconnecting internal wiring and hose connections in a disassembled countertop beverage machine
Disassembling an electrical appliance and repositioning its internal circuit board and wire/tube harness
Positioning a hose-mounted wand at an outdoor split air-conditioner condenser and accessing the opened indoor
Adjusting and aligning a small brass fitting at a flexible-tube interface in an opened electromechanical assem
Motorcycle Repair
Servicing a scooter wheel by brushing the wheel and removing the tire and inner tube
Fitting an inner tube and treaded tire onto a wire-spoked motorcycle wheel.
Positioning and fastening a black ribbed component beneath an exposed scooter assembly, then positioning a hos
Wet Lab
Pipetting at tube racks and positioning a syringe-attached tube at the mouth of a restrained laboratory rat.
Positioning a tube-connected dosing syringe at the mouth of a restrained rat and recording a scale reading.
Positioning a bulb-operated narrow glass tube with small laboratory bottles and vials, then rinsing a plastic
Electrician
Routing electrical cables and fitting conduit/connector components to ports beneath a wall-mounted solar inver
Routing and fitting electrical cable/conduit into overhead yellow fittings along the roof framing.
Fitting and routing electrical cables and conduit connections at a wall-mounted inverter-like unit and distrib
Peeling with a gripper-held hand peeler
DUALGripper-held item
51Medium
Home Kitchen 28% · Home 17% · Commercial Kitchen 12% (24 types)
Why this score
One stock gripper holds a manual peeler by its handle and the other holds the produce. Both grippers remain installed; variable geometry and blade safety make this a lower-confidence operation.
Fixed cycleProduce input peel collection and peeled-item output can all remain at one fixed preparation station.
Manipulation prior (0–100)
56
Stationarity multiplier
1.00
Mean label confidence
0.88
Flagged ambiguous
60%
Gripper setup
Two stock two-finger grippers
Interaction
Gripper-held item
Evidence basis
cached evidence from Peeling with hand tool
Environment types (24)
Home Kitchen28.1%
Home17.3%
Commercial Kitchen12.4%
Food Preparation Area10.0%
Restaurant9.7%
Packaging Factory6.1%
Kitchen2.9%
Plastic Factory2.6%
Cooking School1.9%
Manufacturing Factory1.8%
Sign Shop1.6%
Indoor Workspace1.0%
Wrap Shop1.0%
Auto Repair0.6%
10 further environment types3.0%
Industries (11)
Food and Beverage63.7%
Home19.3%
Industrial Manufacturing10.8%
Printing and Design1.9%
Automotive and Transport1.6%
Retail and Consumer Goods0.6%
Education and Training0.6%
Construction and Hardware0.5%
Beauty and Personal Care0.3%
Cleaning and Sanitation0.3%
Concrete gripper operations in this family
Hold produce during peeling
Draw a peeler along firm produce
Rotate produce between passes
Remove broad strips of skin
Place peeled items into a tray
Verified task clips across environments
8.0s verified clip · 10 fps
Home KitchenPeeling ginger roots with a hand peeler under running water and collecting the peeled pieces in a bowlReviewed source window: 204.7–212.7 sView source ↗
8s verified clip · 10 fps
Kitchen / Vegetable-prep CounterPeeling a green papaya with a blue hand peeler over a fixed cutting boardReviewed source window: 0–8 s of delivered clipView source ↗
What the footage actually shows
Home Kitchen
Peeling ginger roots with a small knife over a sink.
Peeling ginger roots with a small kitchen knife over a sink
Paring or peeling individual pale food pieces with a small knife over a tray.
Peeling ginger roots with a kitchen knife over a sink
Home
Manually peeling or removing small root pieces from ginger roots.
Manually peeling or scraping the outer surface from ginger roots
Peeling and trimming knobby root vegetables with a small knife over a basin
Peeling ginger roots by hand over a plastic-covered table.
Commercial Kitchen
Stirring peeled cloves in a skillet on a gas burner with a perforated skimmer
Slice a peeled lotus-root-like vegetable with a cleaver and portion dark leafy vegetables into bowls using sci
Trimming and rinsing leafy greens, then peeling a large white vegetable with a handheld peeler.
Slicing peeled pale vegetables or root-like ingredients into flat pieces with a hand knife/cleaver.
Food Preparation Area
Peeling and trimming elongated plant pieces with a small knife
Manually pinching and separating or peeling small pale food pieces over a bowl of liquid.
Peeling ginger roots with a handheld peeler over a table.
Manually peeling or scraping ginger-like roots with a small green-handled blade at a sink
Restaurant
Peeling the outer skins from onions with a paring knife and collecting the peeled onions.
Grating peeled tubers with a metal hand grater into a bowl
Scraping or peeling long green vegetables with a handheld vegetable tool over a tray.
Peeling tubers/root vegetables with a handheld peeler and collecting the peeled pieces separately from the ski
Packaging Factory
Peeling and applying yellow printed labels to small cardboard cartons
Peeling printed adhesive labels from a backing strip and applying them to retail packages.
Peeling and hand-applying barcode labels to blue die-cut cardboard packaging pieces.
Manually peeling printed adhesive labels from a continuous strip and applying them to packaged units.
The gripper contacts the food directly; no tongs are mounted. Low closing force and broad contact faces are necessary to avoid crushing or slipping delicate items.
Local feed requiredThe cycle is stationary only when food arrives in adjacent trays or on a conveyor and leaves to an in-cell destination.
Manipulation prior (0–100)
64
Stationarity multiplier
0.85
Mean label confidence
0.88
Flagged ambiguous
49%
Gripper setup
One stock two-finger gripper
Interaction
Direct workpiece grasp
Evidence basis
cached evidence from Tong-based food handling
Environment types (27)
Restaurant28.6%
Commercial Kitchen24.8%
Egg Processing Facility15.6%
Grocery Store5.9%
Home Kitchen4.3%
Agriculture Farm3.9%
Home3.2%
Food Stall1.8%
Packaged Foods1.7%
Produce Shop1.5%
Food Preparation Area1.3%
Home Packaging Station1.0%
Bread Bakery0.9%
Bakery Kitchen0.7%
13 further environment types4.9%
Industries (6)
Food and Beverage79.5%
Agriculture and Farming7.3%
Retail and Consumer Goods6.4%
Home5.4%
Hospitality1.1%
Industrial Manufacturing0.2%
Concrete gripper operations in this family
Place eggs into trays
Move baked goods
Transfer soft produce
Arrange prepared food pieces
Sort delicate food items
Verified task clips across environments
8.0s verified clip · 10 fps
RestaurantManually arranging sliced meat-like pieces in rows on foam food traysReviewed source window: 49.7–57.7 sView source ↗
8.0s verified clip · 10 fps
Egg Processing FacilityManually place shell eggs from parallel lanes into molded egg-tray compartmentsReviewed source window: 127.2–135.2 sView source ↗
8.0s verified clip · 10 fps
Commercial KitchenTransferring and arranging chopped greens and sliced mushrooms into stainless-steel food pansReviewed source window: 181.2–189.2 sView source ↗
What the footage actually shows
Restaurant
Hand-sorting and manually trimming long green vegetable pods over a woven tray
Weighing, sorting, and transferring batches of food items between bags, perforated trays, and plastic totes.
Hand-portioning and arranging pale food strips into individual shallow dishes.
Arranging small toothpick-like serving picks on a round tray beside prepared food.
Commercial Kitchen
Manually arranging individual food portions from stainless trays onto white plates at a preparation counter
Portioning and arranging prepared food components onto individual plates at a stainless prep table.
Handles and arranges small food pieces on a cutting board at a commercial prep counter.
Scooping minced food mixture and manually arranging small round food portions on paper-lined trays.
Egg Processing Facility
Manually placing individual eggs into molded plastic egg trays.
Manually placing brown eggs into molded egg trays
Manually placing eggs into compartmented molded trays.
Manually arranging individual eggs in molded plastic tray cells at a work surface.
Grocery Store
Stocking and arranging packaged food products on retail display racks and shelves.
Sorting and arranging sealed packaged food products in retail display baskets
Restocking and arranging sealed packaged food products on a wire-grid retail display rack.
Restocking and arranging packaged food pouches on a retail display
Home Kitchen
Manually sorting and gathering green vegetable pods on a table
Rinsing, sorting, and manually cleaning pale elongated food pieces between bowls at a kitchen sink.
Rinsing and sorting pale food pieces in a water-filled basin, then transferring them to a draining tray.
Rinsing and sorting pale food pieces in a bowl, then transferring them to a draining tray.
Agriculture Farm
Fitting white foam mesh protective sleeves over individual fruits and arranging the protected fruits in a coll
Collecting eggs from the poultry-cage troughs and placing them into compartmented egg flats
Manually arranging eggs in molded trays and grouping the filled trays in the poultry-house aisle.
Manually transfers chicken eggs from cage-side collection rails into individual cells of molded plastic egg tr
One stock gripper closes spring-return plier handles while the second stabilizes the workpiece. Tiny jewelry or electronics parts, high-force crimping, and non-returning pliers remain outside scope.
Local feed requiredThe workpiece pliers and output must be staged in one bench fixture; distributed vehicle or installation work is excluded.
Manipulation prior (0–100)
62
Stationarity multiplier
0.85
Mean label confidence
0.80
Flagged ambiguous
87%
Gripper setup
Two stock two-finger grippers
Interaction
Gripper-held item
Evidence basis
cached evidence from Pliers gripping, bending & twisting
Environment types (33)
Manufacturing Factory23.2%
Jewelry Handicraft19.6%
Handcraft Workshop14.1%
Auto Repair8.6%
Motorcycle Repair5.9%
Metal Fabrication2.7%
Plastic Factory2.4%
Construction Site2.4%
Small Shop2.0%
Sign Shop1.9%
Indoor Workspace1.7%
Office1.7%
Appliance Repair1.3%
Recycling Center1.3%
19 further environment types11.2%
Industries (13)
Industrial Manufacturing33.8%
Creative Workshops31.0%
Automotive and Transport14.9%
Repair Services4.8%
Construction and Hardware4.4%
Retail and Consumer Goods3.8%
Home2.0%
Printing and Design1.9%
Administrative & Office Services1.0%
Administrative0.7%
Concrete gripper operations in this family
Grip accessible fittings
Bend coarse wire
Twist visible metal tabs
Hold parts with spring pliers
Adjust low-force clips
Verified task clips across environments
8.0s verified clip · 10 fps
Manufacturing FactoryFitting and securing small black components into a gray-and-black frame assembly using a plier-like hand toolReviewed source window: 22.2–30.2 sView source ↗
8s verified clip · 10 fps
Metalworking Factory / Wire-bending StationBending coarse wire with red-handled pliers at a fixed metal machineReviewed source window: 4–12 s of delivered clipView source ↗
What the footage actually shows
Manufacturing Factory
Using hand pliers to secure small metal connectors on linked-chain assemblies.
Manipulating small metal components with pliers at a fixed bench fixture
Manipulating small metal hardware with black rectangular assemblies using a plier-like hand tool, then handlin
Using diagonal cutting pliers on small green plastic ring components
Jewelry Handicraft
Manipulating a small gold-colored metal component with hand pliers.
Using hand pliers to manipulate small components while assembling and aligning a linear strand.
Using pliers and a narrow hand tool to position and work on a small metal component secured in a bench vise.
Using narrow-jaw pliers to manipulate a small metal component against a red circular item among decorative bea
Handcraft Workshop
Gripping and manipulating a small metal loop-like component with pliers.
Hand-forming small red material pieces and positioning them on small loop-shaped components using pliers/cutte
Grip and manipulate an individual small metal component with red-handled pliers over a tray of similar compone
Clamping small ring-like metal components in a bench vise and working them with pliers.
Auto Repair
Manipulating and tightening a front engine-bay component or fastener using pliers and a socket wrench.
Using a socket wrench on a fastener beneath a light truck and manipulating a panel-associated fastener with pl
Working on exposed vehicle engine-bay components with hands and a plier-like hand tool.
Manipulating an underbody vehicle fitting with locking pliers and a long-handled wrench/bar, then positioning
Motorcycle Repair
Manipulating the exposed front wiring harness and connectors of a motorcycle with pliers.
Opening packaged suspension parts and manipulating a coil-over shock assembly with pliers or a similar grippin
Manipulating a component in an exposed scooter rear compartment with pliers, then wiping a compact metal mecha
Securing scooter body-panel and lower-side fasteners using a screwdriver, pliers/cutters, and a socket wrench.
Metal Fabrication
Using pliers to manipulate individual small metal hook-like components on a tabletop.
Manipulating individual metal hook-shaped components with hand pliers
Clamping and rotating individual curved metal hooks/components with needle-nose pliers
Using pliers on small tabs and edge features of a cast-metal frame.
A fixed-base gripper retrieves packaged goods from one pre-positioned shelf bay and places them into a reachable order container. Aisle travel, picking across multiple bays, scanner operation, and digital transaction steps are excluded.
Fragment-only evidenceRecorded order-picking workflows span shelves lists and carts; a pick from one reachable bay is only stationary if an external system presents each order.
Manipulation prior (0–100)
90
Stationarity multiplier
0.45
Mean label confidence
0.85
Flagged ambiguous
62%
Gripper setup
One stock two-finger gripper
Interaction
Direct workpiece grasp
Evidence basis
cached evidence from Shelf order picking
Environment types (5)
Retail Store36.1%
Pharmacy30.4%
Supermarket15.2%
Logistics Fulfillment Center10.1%
Grocery Store8.2%
Industries (2)
Retail and Consumer Goods84.8%
Healthcare and Pharmacy15.2%
Concrete gripper operations in this family
Pick products from one reachable bay
Select boxed stock within fixed reach
Collect packaged merchandise into an adjacent tote
Place order items into a fixed container
Retrieve goods from reachable shelf bins
Verified task clips across environments
8.0s verified clip · 10 fps
Pharmacy / Retail AislePicking boxed products from a labeled shelf beside an open cartonReviewed source window: 817.2–825.2 sView source ↗
8s verified clip · 10 fps
Motorcycle Repair Shop / Parts Shelf BayPicking small packaged motorcycle parts from one shelf bay into an open cardboard order boxReviewed source window: 90–98 s of delivered clipView source ↗
What the footage actually shows
Retail Store
Picking packaged personal-care products from retail shelves and collecting them in an open cardboard carton.
Selecting packaged merchandise from retail shelves against a printed list and marking the list.
Checking a printed stock list while selecting shelf goods, moving cartons by manual pallet jack, and opening a
Pharmacy
Picking packaged shelf stock against a printed list and collecting the items for an order.
Checking a printed item list against shelf stock and retrieving boxed products.
Supermarket
Checking personal-care shelf merchandise against a printed inventory checklist, recording entries, and collect
Logistics Fulfillment Center
Picking individually wrapped products from warehouse stock while checking paper slips and gathering them in op
Grocery Store
Selecting and gathering packaged instant-noodle cups from a retail shelf
Plates, bowls, cups, and trays are rigid grasp-and-transfer objects inside one fixed table or sink-side workcell. Bussing routes, room-scale clearing, and walking between tables are excluded.
Fragment-only evidenceThe source evidence often belongs to dining-area clearing with rolling carts or movement between tables; only the local table-to-rack manipulation is stationary.
Manipulation prior (0–100)
90
Stationarity multiplier
0.45
Mean label confidence
0.85
Flagged ambiguous
77%
Gripper setup
One stock two-finger gripper
Interaction
Direct workpiece grasp
Evidence basis
cached evidence from Table clearing & dish bussing
Environment types (36)
Restaurant41.4%
Packaging Factory9.2%
Indoor Workspace9.1%
Manufacturing Factory3.6%
Cleaning Service3.6%
Home Packaging Station3.5%
Coffee Shop3.5%
Office3.4%
Commercial Kitchen3.4%
Craft Room/table2.5%
Bathroom2.1%
Handcraft Workshop1.4%
Home1.4%
Kitchen1.4%
22 further environment types10.5%
Industries (13)
Food and Beverage45.5%
Industrial Manufacturing14.2%
Retail and Consumer Goods14.2%
Hospitality7.3%
Cleaning and Sanitation4.8%
Administrative & Office Services3.8%
Creative Workshops2.9%
Home2.4%
Clothing and Fashion2.0%
Childcare and Caregiving1.8%
Concrete gripper operations in this family
Clear plates and bowls within one reachable table zone
Move cups and mugs to an adjacent rack
Transfer small serving trays within the cell
Sort tableware at a fixed station
Load rigid dishes into a reachable rack
Verified task clips across environments
8.0s verified clip · 10 fps
Commercial Kitchen / Dishwashing AreaSorting wet cups from one sink bin into another, then positioning a stainless-steel bowl at the sink faucetReviewed source window: 87.2–95.2 sView source ↗
8s verified clip · 10 fps
Cookware Factory / Bowl-stacking WorkcellTransferring two metal bowls from a conveyor-side table onto an adjacent bowl stackReviewed source window: 13–21 s of delivered clipView source ↗
8s verified clip · 10 fps
Buffet Service Counter / Tableware Sorting StationLocal excerpt: transferring a stack of plates across one fixed buffet workstationReviewed source window: 0.0–8.0 s of delivered clipView source ↗
What the footage actually shows
Restaurant
Clearing used dishes into a rolling cart, then entering information at a point-of-sale workstation.
Clearing used dishware onto wheeled carts and resetting the outdoor dining patio by moving chairs.
Clear food debris and wipe hot-pot dining tables, including handling the circular metal table insert.
Clearing used plates and bowls from the dining area into blue dish-collection bins.
Packaging Factory
Bagging rigid gray components in clear plastic bags and positioning the bags at a tabletop heat-sealing machin
Loading black rectangular items from a carton into compartments of a clear molded plastic tray.
Manually insert clear plastic trays containing cosmetic-like tubes into pink retail cartons and fold the carto
Manually sorting colored cylindrical components and seating them into individual compartments of clear plastic
Indoor Workspace
Manually handling small items and clear packets, then placing the packaged items into a compartmented tray.
Sorts and stages small clear units containing tiny items in a compartmented tray.
Handling small components and clear packets, then staging the packet-sized items in a compartmentalized tray.
Manually placing and aligning small gray ribbed pieces into ordered rows on clear grid-like sheets or trays.
Manufacturing Factory
Manually transferring clear molded trays and positioning a small pale component over a tray cavity.
Manually positioning black components into the molded compartments of a clear plastic tray.
Sequentially pressing a handheld black implement against black molded components seated in a clear tray.
Selecting, arranging, and finger-manipulating small pink bow-shaped pieces on a clear plastic sheet at a workt
Cleaning Service
Collecting refuse with a long-handled grabber, disposing it in an outdoor bin, and rinsing a clear cup or cont
Washing and rinsing clear plastic bottle- or cup-shaped components with soap at a sink.
Straightening shelf items and cleaning office furniture by wiping surfaces, clearing a table, and removing a w
Manually scrubbing and rinsing small clear plastic containers with a brush at a sink, then washing a tray.
Home Packaging Station
Inserting a clear tray of tube-shaped products into a pink retail carton and closing the carton flap.
Loading pink cylindrical retail items into clear molded plastic trays and grouping the filled trays.
Individually packing pink cylindrical tube-like items into clear plastic trays and arranging the completed pac
Sorting colored small components and seating them into compartments of a clear plastic tray.
Fixed-place-setting assembly
SINGLEGripper-held item
36Low
Restaurant 100% (1 types)
Why this score
A fixed-base gripper directly holds cups, saucers, tableware, condiments, and dining utensils presented inside one place-setting cell. Moving between restaurant tables and resetting an entire room are excluded.
Fragment-only evidenceEvidence shows service-cart setup around dining tables; one local place-setting excerpt does not establish stationary repetition across settings.
Manipulation prior (0–100)
86
Stationarity multiplier
0.45
Mean label confidence
0.90
Flagged ambiguous
41%
Gripper setup
One stock two-finger gripper
Interaction
Gripper-held item
Evidence basis
cached evidence from Dining-table setting
Environment types (1)
Restaurant100.0%
Industries (2)
Food and Beverage83.3%
Hospitality16.7%
Concrete gripper operations in this family
Place cups and saucers at a fixed setting
Arrange reachable tableware
Distribute utensils from adjacent bins
Position condiment containers
Assemble one bounded place setting
Verified task clips across environments
8.0s verified clip · 10 fps
RestaurantPreparing a restaurant dining table by arranging plates, chopsticks, and condiment dishes around a recessed tabletop burnerReviewed source window: 204.7–212.7 sView source ↗
What the footage actually shows
Restaurant
Setting a dining table by placing cups or bowls, saucers, and chopsticks from a service cart around the tablet
Arranging chopsticks and small place settings on dining tables
Setting a round dining table by placing plates, cups, small dishes, and chopsticks from a service cart.
Preparing a restaurant dining table by arranging plates, chopsticks, and condiment dishes around a recessed ta
The fixed-base arm grasps an ordinary cloth and wipes only a bounded, reachable work surface. Room cleaning, movement between surfaces, and any coverage requiring base motion are excluded.
Fragment-only evidenceMany matches are brief wiping moments inside room vehicle or multi-surface cleaning workflows; they do not establish a complete stationary cleaning cycle.
Manipulation prior (0–100)
72
Stationarity multiplier
0.45
Mean label confidence
0.89
Flagged ambiguous
49%
Gripper setup
One stock two-finger gripper
Interaction
Gripper-held item
Evidence basis
cached evidence from Wiping & surface cleaning with cloth
Environment types (75)
Gym19.8%
Restaurant8.4%
Car Detailing8.0%
Cleaning Service6.7%
Hotel6.6%
Book Store6.5%
Office6.1%
Home4.5%
Commercial Kitchen3.4%
Auto Repair2.7%
Grocery Store2.5%
Library2.3%
Mobile Repair1.7%
Coffee Shop1.7%
61 further environment types19.1%
Industries (22)
Sports and Recreation19.9%
Automotive and Transport14.4%
Food and Beverage13.4%
Retail and Consumer Goods12.6%
Cleaning and Sanitation9.2%
Hospitality7.5%
Administrative & Office Services5.4%
Home4.4%
Repair Services3.0%
Education and Training2.3%
Concrete gripper operations in this family
Wipe a reachable table zone
Clean fixed flat covers
Remove loose residue from fixtured parts
Dry a rigid work surface
Move a cloth across a bounded area
Verified task clips across environments
8.0s verified clip · 10 fps
Commercial Kitchen / CounterWiping a stainless-steel kitchen counter with a clothReviewed source window: 37.2–45.2 sView source ↗
8s verified clip · 10 fps
Automotive Workshop / Floor WorkcellContinuously wiping a black plastic transmission part with a folded clothReviewed source window: 16–24 s of delivered clipView source ↗
What the footage actually shows
Gym
Wiping the exterior surfaces of stationary exercise bicycles with a cloth.
Wiping down stationary exercise bicycles with a cleaning cloth.
Wiping a kettlebell with a cloth
Wiping down exercise machines with a cleaning cloth
Restaurant
Clearing used tableware and wiping a dining table with a cloth
Rinsing metal trays and cookware at a commercial dish sink while wiping the adjacent work surface
Wiping an outdoor dining table with a black cleaning cloth.
Wiping a dining table surface with a blue cloth.
Car Detailing
Wiping and squeegeeing wet exterior panels of a passenger vehicle with hand applicators.
Wiping and cleaning the open car's door-area and exterior surfaces with microfiber cloths, with one brief scre
Wiping the sedan's exterior glass and upper body surfaces with a microfiber cloth as part of vehicle cleaning.
Wiping vehicle interior upholstery, trim, floor mats, and cargo liner with a microfiber cloth
Cleaning Service
Wiping down green plastic stools or chairs with a cleaning cloth.
Cleaning a tiled floor and wiping curtained-area panels with a long-handled flat cleaning tool and cloth.
Wiping stairwell windows, frames, wall surfaces, and stainless-steel railings with a cleaning cloth.
Washing small containers and brush-like implements at a sink, loading an item into a rack-equipped countertop
Hotel
Wiping gym equipment, windows, and interior surfaces with a cleaning cloth, then rinsing or wringing the cloth
Wiping a large interior window and its frame with a cleaning cloth.
Resetting a guest room by wiping the bathroom area, changing bed linens, and sorting linens onto a service car
Cleaning bathroom fixtures and surfaces with water, a bucket, sponge, and cloths, then handling white linens.
Book Store
Wiping book covers with a cloth and returning the books to the shelf
Wiping the covers of displayed books with a cloth.
Wiping individual book covers with a cloth
Wiping book covers with a cloth and returning books to the shelf
Gasket, seal & molding placement
DUALDirect grasp
30Low
Auto Repair 34% · Construction Site 19% · Construction Company 17% (11 types)
Why this score
Two stock grippers tension and seat a large flexible seal into one visible fixture-held channel. Baseboards, room trim, building frames, fine O-rings, blind grooves, and routes longer than the reachable envelope are excluded.
Fragment-only evidenceEvidence mixes fixture-local seals with baseboard wall and large-frame installation; a visible seating step does not prove a bounded full route.
Manipulation prior (0–100)
72
Stationarity multiplier
0.45
Mean label confidence
0.87
Flagged ambiguous
50%
Gripper setup
Two stock two-finger grippers
Interaction
Direct workpiece grasp
Evidence basis
cached evidence from Gasket, seal & molding placement
Environment types (11)
Auto Repair34.2%
Construction Site19.1%
Construction Company17.2%
Pharmacy5.7%
Renovation Company5.7%
Packaging Factory5.7%
Motorcycle Repair3.8%
Woodworking Shop2.6%
Sewing Factory1.9%
Sign Shop1.9%
Indoor Workspace1.9%
Industries (6)
Construction and Hardware44.7%
Automotive and Transport38.1%
Industrial Manufacturing7.7%
Healthcare and Pharmacy5.7%
Clothing and Fashion1.9%
Printing and Design1.9%
Concrete gripper operations in this family
Seat a gasket on one fixtured housing
Fit a reachable weatherstrip section
Place a large seal in a visible channel
Align a bounded flexible molding section
Remove an accessible local trim strip
Verified task clips across environments
8.0s verified clip · 10 fps
Auto RepairAligning and seating a flexible perimeter gasket into a removed engine valve coverReviewed source window: 118.8–126.8 sView source ↗
8s verified clip · 10 fps
Window-frame Factory / Gasket WorkcellPressing a black rubber gasket into the perimeter groove of a white window frameReviewed source window: 24–32 s of delivered clipView source ↗
What the footage actually shows
Auto Repair
Handling exposed car-door components and fitting a rubber weatherstrip along the vehicle door opening.
Fitting seal and gasket components around an exposed drivetrain housing shaft
Aligning and seating a flexible perimeter gasket into a removed engine valve cover
Fitting and pressing a black trim or weatherstrip piece along a car door opening.
Construction Site
Fitting and sealing wall-mounted cable conduit or cover pieces beside an exposed electrical wall box
Fitting curved metal-and-glass enclosure panels and applying sealant along their joints.
Aligning and fitting curved metal rails and trim strips onto a large circular framework.
Positioning a curved black-framed transparent-panel assembly and sealing its edge with a silicone caulk gun
Construction Company
Fitting a black flexible sealing strip into the channel of a curved metal-and-glass frame assembly.
Fitting and pressing a flexible white trim strip along the base of curved wall panels.
Aligning and pressing white trim/molding pieces along the staircase wall and step edges.
Measuring and fitting baseboard molding along the room walls
Pharmacy
Packing assorted boxed goods and bottles into a cardboard carton, placing a foam insert, then closing and tape
Renovation Company
Installing and sealing large framed glossy panel sections in an indoor built-in structure
Cutting and fitting white trim molding along staircase wall-side edges and corners.
Packaging Factory
Bagging rigid gray components in clear plastic bags and positioning the bags at a tabletop heat-sealing machin
Loading gray molded-looking components into clear plastic bags and placing the bags beside a tabletop sealing
Bagging gray components in clear plastic bags and positioning the bags at a tabletop heat sealer.
Fixed-wash-cell hose rinsing
SINGLEGripper-held item
29Low
Car Wash 19% · Car Detailing 12% · Commercial Kitchen 12% (19 types)
Why this score
The fixed-base arm holds an ordinary hose or low-pressure nozzle inside a bounded wash cell. The target, drain, and hose holder must all be reachable without base motion; vehicle walk-arounds and room-scale cleaning are excluded.
Fragment-only evidenceMost evidence is vehicle room or large-bin washing that requires coverage beyond one base pose; local rinsing excerpts are insufficient.
Manipulation prior (0–100)
70
Stationarity multiplier
0.45
Mean label confidence
0.89
Flagged ambiguous
52%
Gripper setup
One stock two-finger gripper
Interaction
Gripper-held item
Evidence basis
cached evidence from Low-pressure hose rinsing
Environment types (19)
Car Wash18.7%
Car Detailing12.5%
Commercial Kitchen12.1%
Auto Repair11.2%
Print Shop10.8%
Pet Store5.0%
Barber Shop5.0%
Cleaning Service4.6%
Appliance Repair4.0%
Motorcycle Repair3.5%
Garden Cleanup2.7%
Bathroom2.1%
Spa2.0%
Personal Care1.0%
5 further environment types4.9%
Industries (10)
Automotive and Transport45.8%
Beauty and Personal Care13.0%
Food and Beverage12.0%
Printing and Design11.8%
Cleaning and Sanitation7.7%
Backyard / Yard3.7%
Repair Services2.0%
Construction and Hardware2.0%
Hospitality1.0%
Industrial Manufacturing1.0%
Concrete gripper operations in this family
Rinse reusable screens in a wash fixture
Wash a fixed panel section
Direct water across fixtured surfaces
Flush residue toward an in-cell drain
Return the hose to a reachable holder
Verified task clips across environments
8.0s verified clip · 10 fps
Commercial KitchenRinsing green beans with a hose in colanders and transferring the beans in a bowlReviewed source window: 114.7–122.7 sView source ↗
8.0s verified clip · 10 fps
Print ShopSpread dark ink across a framed mesh printing screen with a squeegee-like tool, then rinse and rub the screen with a hoseReviewed source window: 143.7–151.7 sView source ↗
What the footage actually shows
Car Wash
Foam-washing and hand-scrubbing the exterior of a sedan with a hose and wash mitt.
Spraying, foaming, and hand-scrubbing the exterior of a pickup truck with a wash hose and mitt.
Apply foam and pressure-rinse the exterior of a box truck using a hose-fed spray wand.
Scrubbing and hose-rinsing a pickup's exterior and wheels, then hand-sanding a gray vehicle's rear-side panel.
Car Detailing
Washing and rinsing detached vehicle wheels and the bus wheel-well area with cleaning foam, a hose, and a spon
Hand-washing and rinsing vehicle floor mats with foamy cleaner and a hose spray
Washing and rinsing a soapy car hood with a hose spray nozzle
Detailing vehicles by wiping interior seat surfaces with a cloth and washing foam-covered exteriors with a hos
Commercial Kitchen
Cleaning and rinsing large plastic bins while sweeping foamy wash water from the work area with brooms and a h
Manually washing and rinsing batches of bowls, plates, cups, and trays using sponges, sudsy basins, and a wate
Rinsing a tiled wash area and blue plastic tubs with a water hose while operating a fixed stainless rinse unit
Rinsing green beans with a hose in colanders and transferring the beans in a bowl.
Auto Repair
Hand-rubbing and tactile-checking the van's patched exterior panels, then rinsing the lower side and wheel are
Observes an open vehicle engine compartment beside a smartphone, then handles a hose/nozzle over a wet wash ba
Hand-rubbing and rinsing detached vehicle plastic trim panels with pads, a squeeze-bottle applicator, and a ho
Rinsing a detached radiator with a hose and manually placing cooling-fan components with the radiator assembly
Print Shop
Rinsing a wooden-framed mesh printing screen with a hose spray wand
Rinsing and manually cleaning a framed mesh printing screen with a hose and flat hand tool.
Rinsing and manually cleaning a framed mesh printing screen with a hose.
Spread dark ink across a framed mesh printing screen with a squeegee-like tool, then rinse and rub the screen
Pet Store
Arranging grooming shears on a worktable and handling the flexible hose at the wash fixture.
Bathing a cat in a wash basin and drying its coat with a hose-attached handheld nozzle
Painting & rolling with a gripper-held applicator
SINGLEGripper-held item
28Low
Construction Site 29% · Construction Company 9% · Paint Shop 9% (36 types)
Why this score
The stock jaws grasp a manual brush or short roller and coat only one fixture-held part inside a bounded cell. Walls, facades, vehicles, ladders, and coverage that advances beyond one base pose are excluded.
Fragment-only evidenceThe evidence is dominated by wall facade and vehicle coverage whose full coating cycle exceeds fixed reach; only fixtured-part excerpts are stationary.
Manipulation prior (0–100)
66
Stationarity multiplier
0.45
Mean label confidence
0.89
Flagged ambiguous
40%
Gripper setup
One stock two-finger gripper
Interaction
Gripper-held item
Evidence basis
cached evidence from Painting & rolling coatings
Environment types (36)
Construction Site28.6%
Construction Company8.9%
Paint Shop8.6%
Egg Processing Facility6.0%
Car Detailing4.9%
Print Shop4.9%
Woodworking Shop4.8%
Barber Shop3.9%
Renovation Company3.7%
Manufacturing Factory3.0%
Auto Repair2.6%
Laundry Shop2.6%
Home2.5%
Shoe Manufacturing2.3%
22 further environment types12.8%
Industries (17)
Construction and Hardware48.9%
Automotive and Transport15.7%
Industrial Manufacturing7.6%
Food and Beverage6.2%
Printing and Design6.2%
Beauty and Personal Care5.6%
Agriculture and Farming2.9%
Repair Services1.5%
Home1.2%
Clothing and Fashion1.1%
Concrete gripper operations in this family
Roll coating on a fixtured panel
Brush-paint one reachable part
Apply finish in short straight passes
Coat a bounded planar workpiece
Move an applicator between an in-cell tray and fixture
Verified task clips across environments
8.0s verified clip · 10 fps
Manufacturing Factory / Application AreaBrush-applying pale coating compound to black curved components and placing them on the circular work surfaceReviewed source window: 87.2–95.2 sView source ↗
8s verified clip · 10 fps
Handicraft Studio / Pot-painting TableBrush-painting the inside of a small clay pot red while holding it over a craft tableReviewed source window: 4–12 s of delivered clipView source ↗
What the footage actually shows
Construction Site
Applying white wall coating with a paint roller on an extension pole.
Applying and smoothing white plaster compound on unfinished wall and grille-adjacent edges with a trowel and p
Applying and smoothing a gray mortar or plaster-like wall coating around a circular opening from a temporary p
Smoothing white wall coating along balcony walls and edges using a flat hand float/trowel
Construction Company
Applying light-colored paint to a curved exterior wall with a roller and edge applicator.
Painting exterior balcony walls with a brush and paint roller.
Applying white paint to exterior balcony walls and the soffit with a roller
Applying white wall coating with a paint roller on an exterior building facade.
Paint Shop
Spray-painting masked vehicle body panels with a hose-fed gravity-feed paint gun.
Applying masking tape and protective plastic sheeting along a curved painted boundary on a vehicle exterior.
Applying blue coating material to a truck cab exterior with a flat applicator.
Preparing a small coating-material sample with a wide metal scraper/panel and small containers
Egg Processing Facility
Manually loading eggs into molded trays at a roller conveyor
Manually transfer and arrange whole eggs between a roller bed and molded plastic tray cells.
Manually loading brown eggs from a roller conveyor into molded plastic egg trays
Manually sorting and transferring eggs between a multi-lane roller surface and molded plastic trays.
Car Detailing
Polishing the black sedan's exterior panels with a corded round-pad polisher and wiping the painted surfaces w
Rotary-polishing the sedan's exterior paint panels with a foam-pad electric polisher.
Machine-polishing the painted exterior panels of a black sedan with a rotary buffer.
Wiping the exterior painted panels and roof of a hatchback with a red cloth.
Print Shop
Manually cleaning or inspecting the inked roller assembly inside an opened commercial printing press.
Open the access hood and operate the controls of a large roller-based printing/finishing machine.
Aligning and feeding a large white sheet through a fixed roller machine over a staged printed graphic sheet.
Manually adjusts components in the exposed inked roller assembly of a large printing press.
Manual measuring, leveling & layout
DUALGripper-held item
28Low
Construction Site 40% · Woodworking Shop 12% · Manufacturing Factory 11% (16 types)
Why this score
Two stock grippers can hold a measuring-tape case and endpoint or place a rigid bubble level. Laser and digital instruments, unsupported long spans, and simultaneous fine marking are excluded.
Fragment-only evidenceSource evidence is dominated by facade room and large-structure layout; a single local measurement is not a stationary repeatable task.
Manipulation prior (0–100)
68
Stationarity multiplier
0.45
Mean label confidence
0.85
Flagged ambiguous
64%
Gripper setup
Two stock two-finger grippers
Interaction
Gripper-held item
Evidence basis
cached evidence from Manual measuring, leveling & layout
Environment types (16)
Construction Site39.8%
Woodworking Shop11.7%
Manufacturing Factory11.2%
Metal Fabrication7.8%
Construction Company7.4%
Home Workshop6.0%
Sewing Factory3.1%
Supermarket2.3%
Renovation Company2.3%
Indoor Workspace2.3%
Sign Shop1.8%
Wrap Shop1.1%
Hardware Store0.8%
Small Shop0.8%
2 further environment types1.6%
Industries (7)
Construction and Hardware66.6%
Industrial Manufacturing19.0%
Home4.5%
Clothing and Fashion3.9%
Printing and Design2.6%
Retail and Consumer Goods2.3%
Automotive and Transport1.1%
Concrete gripper operations in this family
Measure rigid boards
Hold tape across short spans
Place a bubble level
Check coarse alignment
Position a straightedge for layout
Verified task clips across environments
8.0s verified clip · 10 fps
Woodworking ShopMeasuring a large white laminated board panel on a workbench with a tape measureReviewed source window: 87.2–95.2 sView source ↗
8s verified clip · 10 fps
Metalworking Studio / Measurement TableMeasuring the inner width and length of a rectangular metal frame with a tape measureReviewed source window: 0–8 s of delivered clipView source ↗
What the footage actually shows
Construction Site
Measuring exterior facade and window-opening dimensions with a tape measure while consulting a smartphone.
Measuring dimensions along an unfinished exterior wall opening with a tape measure.
Measuring exterior wall sections and white linear construction pieces with a tape measure.
Clearing loose masonry debris at an unfinished wall base and checking wall layout with a tape measure and gree
Woodworking Shop
Measure a white laminated panel with a tape measure and pencil at a workbench.
Measuring boards and a large curved white sheet panel with a tape measure while positioning the panel on a wor
Positioning a plywood panel and measuring it for layout with a tape measure and long straightedge.
Assembling white laminated cabinet components by fitting panels into an open carcass and measuring another pan
Manufacturing Factory
Measuring dimensions along a large metal component with a tape measure and recording the measurements on paper
Measuring and checking the dimensions of a steel reinforcing grid inside a metal form with a tape measure.
Measuring positions on a large steel form or frame fixture with a marked ruler while referencing a technical d
Measuring the underside/interior span of a large curved white panel or cabinet-like component with a tape meas
Metal Fabrication
Measuring the inner span of a large curved steel assembly with a tape measure
Positioning and measuring large steel sheet panels with a pendant controller and tape measure
Reviewing a technical drawing and measuring a large steel fixture with a tape measure
Measuring and adjusting clamped steel fixture sections on a large fabrication table using a tape measure and h
Construction Company
Measuring and positioning a large glossy wall panel with a tape measure.
Measuring and positioning a large white equipment unit beside an exterior wall using a tape measure.
Measuring and aligning a large curved glass-like panel into a metal-framed enclosure using a tape measure and
Measuring and marking a large dark reflective pane with a tape measure, marker, and straightedge-like rail
Home Workshop
Aligning and measuring wooden boards laid out on the floor with a tape measure.
Measuring and arranging wooden boards with a tape measure.
Measuring and aligning wooden boards with a graduated rule and straightedge.
Measuring and aligning wooden boards and narrow strips with a tape measure.
Two stock grippers place a pre-cut sheet, liner, film, or mat onto one bounded fixture. Vehicle wrapping, bed making, floor coverage, and any sheet whose corners exceed the fixed reachable envelope are excluded.
Fragment-only evidenceEvidence includes vehicle wrapping bed making and large-surface work; a local sheet-placement excerpt does not prove the full cycle fits fixed reach.
Manipulation prior (0–100)
66
Stationarity multiplier
0.45
Mean label confidence
0.84
Flagged ambiguous
64%
Gripper setup
Two stock two-finger grippers
Interaction
Direct workpiece grasp
Evidence basis
cached evidence from Flexible sheet & liner placement
Environment types (63)
Wrap Shop12.2%
Print Shop11.6%
Manufacturing Factory9.7%
Sewing Factory5.9%
Indoor Workspace5.1%
Hotel4.0%
Woodworking Shop3.5%
Car Detailing3.3%
Sign Shop3.1%
Office3.0%
Home2.8%
Textile Soft Goods Manufacturing2.8%
Construction Site2.6%
Furniture Reupholstery2.5%
49 further environment types27.9%
Industries (21)
Industrial Manufacturing20.5%
Automotive and Transport18.0%
Printing and Design14.8%
Clothing and Fashion8.1%
Construction and Hardware7.4%
Childcare and Caregiving4.8%
Creative Workshops4.5%
Hospitality4.0%
Repair Services3.6%
Retail and Consumer Goods2.6%
Concrete gripper operations in this family
Spread a pre-cut protective liner in a fixture
Lay a paper sheet over a locally presented product
Place a bounded flexible mat
Unfold pre-cut film inside one cell
Smooth a reachable sheet onto a fixed surface
Verified task clips across environments
8.0s verified clip · 10 fps
Wrap ShopApplying, smoothing, and edge-trimming a dark window-film sheet on the pickup's rear cab windowReviewed source window: 854.7–862.7 sView source ↗
8s verified clip · 10 fps
Upholstery Workshop / Sheet-laying TableUnfolding and smoothing a large black flexible sheet flat across a blue work tableReviewed source window: 11–19 s of delivered clipView source ↗
What the footage actually shows
Wrap Shop
Preparing, positioning, and smoothing a large printed vinyl film sheet onto a car exterior panel.
Heat, stretch, smooth, and trim pink vinyl-like film while fitting it over a vehicle's exterior body panels.
Heat-smoothing and edge-finishing a thin film layer on the vehicle's front bumper and adjacent body panels.
Applying, heating, smoothing, and trimming white adhesive vinyl film on a vehicle exterior panel.
Print Shop
Aligning printed sheets in a creasing-and-cutting press and moving the press assembly between sheets
Aligning a graphic-printed paper sheet on the bed of a platen-style press.
Manually folding and aligning small paperboard-like blanks at a worktable.
Loading, aligning, and inspecting printed sheets at a creasing and cutting machine.
Manufacturing Factory
Float-smoothing the surface of wet cement-like material in large slab molds using a rectangular hand float.
Hand-troweling and smoothing wet cementitious material inside a large curved form.
Manually repositioning a thin cutout sheet on a blue plastic tray.
Repeatedly positioning small brown material pieces beneath the central die of a fixed press.
Sewing Factory
Laying out paper garment patterns on black fabric and cutting the fabric along the pattern edges with large sh
Laying out and aligning paper garment-pattern pieces on navy fabric, then positioning shears along the pattern
Laying out and aligning white paper pattern pieces on navy fabric using pins and a straightedge.
Aligning black textile material at the metal guide of a fixed thread-fed textile machine
Indoor Workspace
Manually handling and repositioning a plastic infant doll on a padded mat.
Repositions a plastic infant mannequin on a padded mat and dresses it by positioning a diaper-like item and a
Manually supporting and repositioning a reclining person's leg on a floor mat
Manually sorting and repositioning small blue rectangular pieces and white paper-like pieces on a worktable.
Hotel
Remove bedding from a bed and spread a white sheet across it
Changing and making a bed by fitting, smoothing, and tucking white sheets and arranging bedding.
Fitting and smoothing white bed sheets over mattresses
Remove bedding and spread a white sheet or linen across the bed.
Manual hammer & mallet operation
DUALGripper-held item
25Low
Construction Site 37% · Metal Fabrication 13% · Auto Repair 10% (20 types)
Why this score
One stock gripper grasps a manual hammer or mallet while the other stabilizes a coarse workpiece in a fixed bench fixture. Flooring, walls, vehicles, construction routes, small nails, punches, and powered striking tools are excluded.
Fragment-only evidenceEvidence mixes bench tapping with flooring wall and vehicle service workflows; only the visible strike may be stationary.
Manipulation prior (0–100)
62
Stationarity multiplier
0.45
Mean label confidence
0.87
Flagged ambiguous
61%
Gripper setup
Two stock two-finger grippers
Interaction
Gripper-held item
Evidence basis
cached evidence from Manual hammer & mallet operation
Environment types (20)
Construction Site37.3%
Metal Fabrication13.4%
Auto Repair10.2%
Manufacturing Factory8.4%
Jewelry Handicraft5.5%
Construction Company4.8%
Woodworking Shop4.2%
Handcraft Workshop3.6%
Hardware Factory1.8%
Shoe Repair Store1.8%
Renovation Company1.2%
Home Workshop1.2%
Home1.2%
Recycling Center1.2%
6 further environment types4.4%
Industries (7)
Construction and Hardware50.4%
Industrial Manufacturing20.6%
Creative Workshops13.1%
Automotive and Transport11.1%
Repair Services3.0%
Retail and Consumer Goods1.2%
Home0.6%
Concrete gripper operations in this family
Tap rigid parts in a bench fixture
Seat a coarse component against a stop
Adjust a locally fixtured assembly
Strike a visible fixture-held component
Set one large part presented inside the cell
Verified task clips across environments
8.0s verified clip · 10 fps
Metal FabricationPositioning small metal parts in a steel bench fixture and hammering themReviewed source window: 87.2–95.2 sView source ↗
8s verified clip · 10 fps
Fish-processing Facility / Cart WorkcellTransferring rectangular metal plates among fish trays at a fixed processing cartReviewed source window: 4–12 s of delivered clipView source ↗
What the footage actually shows
Construction Site
Positioning and hammer-fastening curved trim/molding pieces along a curved exterior wall from scaffolding.
Levering at a wooden panel with a claw hammer while stabilizing it by hand
Aligning and securing wire mesh onto a curved mortar-and-brick wall with a claw hammer
Positioning a curved wooden board or panel along an elevated concrete opening while handling a hammer
Metal Fabrication
Hammering a narrow punch against a small reflective workpiece secured in a bench fixture.
Hammering an elongated metal workpiece while stabilizing it by hand.
Hammering a metal cylindrical component while it is held at a bench vise
Positioning small metal components at a steel fixture and hammering them
Auto Repair
Servicing the exposed wheel brake and hub assembly by hammering a hub-centered component and handling a brake-
Manipulating disassembled vehicle wheel-hub and suspension components, including positioning metal parts and h
Disassembling and removing wheel hub/brake components from a raised vehicle using a hammer/punch and hand wren
Disassembling and servicing a metal yoke-like mechanical assembly using a screw-operated press/puller, pliers,
Manufacturing Factory
Positioning small metal components on a metal block or fixture and repeatedly hammering them.
Positioning small metal components in a bench fixture while working them with a hand hammer.
Repositioning long metal rails on a large steel work surface while handling a small metal piece and a claw ham
Positioning small metal components on a metal block and striking them with a hammer.
Jewelry Handicraft
Shaping a small light-colored metal-like strip on an anvil with a hammer-like tool and handling it at a hand-c
Hand-forming a small metal jewelry component with a file, pliers, and hammer.
Repeatedly striking a narrow punch- or chisel-like tool with a small hammer against a small metal item secured
Shaping small metal bangles or hoops on a tapered mandrel with a small hammer-like hand tool
Construction Company
Fitting and seating flooring planks around doorways and room edges using hand pressure, a tapping block, and a
Installing wall-floor trim by applying adhesive, fitting molding at the room edge, and hammering it in place.
Apply mortar and install white mosaic tile sheets on a curved wall, then tap the sheets into alignment with a
Installing and aligning mosaic tile sheets on a curved mortared wall using trowels, a rubber mallet, and a tap
Controlled cutting with a gripper-held manual cutter
The stock gripper grasps the handle of an unpowered cutter; the cutter is not an end-effector. Only constrained, guarded cuts with modest force are in scope because handle slip and blade safety dominate risk.
Fragment-only evidenceBroad source matches mix hair food construction and packaging workflows; short cutting moments do not establish a complete bounded guarded cycle.
Manipulation prior (0–100)
55
Stationarity multiplier
0.45
Mean label confidence
0.88
Flagged ambiguous
50%
Gripper setup
One stock two-finger gripper
Interaction
Gripper-held item
Evidence basis
cached evidence from Cutting with knife or box cutter
Environment types (93)
Barber Shop12.8%
Restaurant8.9%
Commercial Kitchen8.0%
Sewing Factory6.9%
Home Kitchen4.4%
Construction Site4.3%
Home4.2%
Manufacturing Factory4.0%
Sign Shop3.2%
Auto Repair2.9%
Packaging Factory2.7%
Food Preparation Area2.6%
Print Shop2.6%
Construction Company1.9%
79 further environment types30.6%
Industries (21)
Food and Beverage28.5%
Beauty and Personal Care15.2%
Industrial Manufacturing11.1%
Construction and Hardware8.8%
Clothing and Fashion7.8%
Automotive and Transport7.5%
Printing and Design6.3%
Home4.0%
Creative Workshops2.4%
Backyard / Yard1.9%
Concrete gripper operations in this family
Open taped cartons
Score thin sheet material
Make straight guided cuts
Trim soft material in a fixture
Cut packaging along a guarded path
Verified task clips across environments
8.0s verified clip · 10 fps
Commercial KitchenSlicing peeled food pieces into thin pieces with a cleaver on a chopping blockReviewed source window: 143.7–151.7 sView source ↗
8.0s verified clip · 10 fps
RestaurantChop a peeled pale food item with a cleaver and portion the cut pieces into small bowlsReviewed source window: 181.2–189.2 sView source ↗
What the footage actually shows
Barber Shop
Trimming a seated client's hair with electric clippers and a comb.
Trimming a seated client's hair with an electric clipper and comb.
Trimming a seated client's hair with scissors and a comb.
Cutting and shaping a client's hair with electric clippers, a comb, and scissors.
Restaurant
Chopping raw meat into small pieces with a cleaver on a cutting board.
Chopping raw meat into smaller pieces with a cleaver on a cutting board.
Cutting raw meat portions on a cutting board with a cleaver
Washing, drying, sorting, and stacking dishes, cookware, and cutlery at wash basins.
Commercial Kitchen
Chopping raw meat into smaller pieces with a cleaver on a cutting board.
Cutting small food pieces on a cutting board with a kitchen knife
Handles and arranges small food pieces on a cutting board at a commercial prep counter.
Wiping and cleaning a commercial food slicer's carriage and cutting-area surfaces with a blue cloth.
Sewing Factory
Aligning light-blue slipper-shaped textile components at an industrial sewing-machine presser foot and cutting
Holding and trimming the edge of a white fabric piece with small thread snips at an industrial sewing machine.
Marking and cutting a white garment-pattern sheet using rulers, a pen, and scissors
Sewing white inset pieces onto blue letter-shaped textile panels and trimming the panel edge
Home Kitchen
Manually trimming pale food pieces with a small kitchen knife over preparation bowls
Trimming raw chicken feet with a small knife over a sink
Scraping and trimming pale elongated food pieces with a small knife over a basin.
Cleaning and trimming poultry feet with a small knife over a bowl at the sink.
Construction Site
Measuring, marking, and positioning a curved trim component on a built-in shelving unit.
Positioning and hammer-fastening curved trim/molding pieces along a curved exterior wall from scaffolding.
Cutting black plastic strips with hand shears and sorting the pieces into floor piles and bags.
Measuring and fitting a long trim-like strip around a curved low masonry structure.
No task family matches this filter.
Scope and scoring
The normal repeatable cycle is classified before scoring; a short stationary excerpt from a mobile workflow is not enough.
Complete-cycle stationary gate. The robot base and workcell stay fixed, and every routine per-item input, output, reset, control, task item, and handoff fits inside one bounded reachable envelope. Inputs and outputs may be locally presented by a fixture, bin, rack, conveyor, or other material system. Human setup or bulk replenishment may happen outside the robot task, but ordinary cycle completion may not require walking, carrying between rooms or stations, moving a cart, or repositioning a mobile base.
Stationarity classes.Fixed cycle receives 1.00 when the evidence and scoped operation support a complete local cycle. Local feed required receives 0.85 when the operation is valid only with explicit in-cell presentation and removal. Fragment-only evidence receives 0.45 when footage shows a locally stationary manipulation but does not establish that the surrounding workflow is stationary; this cap keeps the family Low even with a perfect manipulation prior. Mobile cycle receives 0.00 and is omitted from the scored catalog.
End-effector gate. Every active arm must end in the same stock parallel two-finger gripper for the whole task. Powered tools, mounted utensils, custom tool heads, suction cups, dexterous hands, and replacement end-effectors are excluded.
Direct grasp versus gripper-held item. In a direct task, the jaws contact the workpiece. In a gripper-held-item task, the jaws grasp an ordinary passive item by the same handle or material a person would hold; the item is never mounted to the wrist and the gripper is never removed. These rows receive a grasp-stability penalty.
Single versus dual.Single needs one stock gripper. Dual needs two arms, each ending in the same stock gripper, for holding-open, tensioning, or opposing-pull actions.
Manipulation prior (judgment). Whether the specified stock-gripper setup can physically perform the task. Rigid objects, visible grasp faces, short transfers, and fixture-guided placement start highest. Deformable materials, fragile objects, regrasping, sustained contact force, and sub-millimetre alignment are penalized. It is a major score input after the stationarity gate and is an estimate, not a measurement.
BigQuery formula.100 × manipulation prior × stationarity multiplier × [0.78 + 0.22 × mean confidence × (1 − 0.5 × ambiguous rate)]. Weak labelling drags a score down; it cannot rescue a mechanically implausible or mobile task.
VL1 formula. VL1 records do not expose calibrated confidence or ambiguity fields, so their evidence term is the documented 0.92 factor: 100 × manipulation prior × stationarity multiplier × 0.92.
Embodiment caveat. The footage labels show that the task and environment exist in the catalog; they do not prove that the recorded human workflow fits a fixed robot envelope or that a robot gripper has executed it successfully. Each deployment still needs workcell-layout and hardware validation.
Bands. High ≥ 72, Medium 50–71, Low < 50. High is the strongest near-term fit. Medium is feasible only with the stated setup and constraints. Low should not be offered without a hardware trial.
Hard-excluded source families after the whole-cycle audit:
Wheel & tire handling at a fixed service bay. The normal service cycle spans wheel storage wheel-service equipment and multiple vehicle hubs or requires vehicle or base repositioning.
Fixed-fixture pruning with manual shears. Available evidence is landscape hedge and field pruning whose normal cycle advances across plants; it does not show repeated fixture-presented pruning.
Fixed-workcell handled-bag staging. The two matched assets show distributing prepacked bags across event tables rather than a repeated fixed-cell transfer cycle.
The catalog is intentionally split into concrete capability slices. Broad footage families such as pick-and-place or small-parts handling support several sellable gripper operations: packing, transfer, kitting, fixture loading, hardware placement, and guided insertion. Slices can overlap and can inherit evidence from the same broader source family, so asset counts and hours must never be summed across rows.
The remaining gap is geometry and reach: the labels do not measure object size, mass, friction, required jaw clearance, grip force, wrist torque, or the distance between every source and target pose. A reach-envelope check, grasp-feasibility pass, and hardware trial are required before turning a score into a deployment commitment.