Empirical Home Chore, Safety & Live OTA Capability Benchmarks
Skip manufacturer marketing reels. Every humanoid in the MRFL directory is graded across 11 tangible domestic tasks, acoustic decibel thresholds (38 to 62 dBA), doorway clearances (48 to 68 cm), and Year 1 to Year 2 OTA skill horizons.
11 Standardized Domestic & OTA Skill Hubs
< 2.0 N STEMWARE GRIP TEST6 OF 8 QUALIFIEDDishwashing & Glassware
Empirical benchmark of humanoid robots capable of loading dishwashers and handling wet crystal stemware (< 2.0 N grip force). Compare 1X NEO Beta, Sanctuary Phoenix, Optimus Gen 2.5, and Fourier GR-2.
BIMANUAL TEXTILE MANIPULATION6 OF 8 QUALIFIEDLaundry Folding
Compare humanoid robots rated for bimanual laundry folding, washer-to-dryer transfers, and closet stacking. See exact ratings for Sanctuary Phoenix (5/5), 1X NEO Beta (4/5), Optimus Gen 2.5 (4/5), and Fourier GR-2 (4/5).
MULTI-STORY CORDLESS CLEANER OPS7 OF 8 QUALIFIEDVacuuming & Mopping
Why bipedal humanoids beat flat puck vacuums on stairs, thick rugs, and furniture thresholds. Compare 1X NEO Beta (5/5) and Optimus Gen 2.5 (5/5) across noise dBA and battery runtime.
10 KG TO 40 KG BIPEDAL STAIR LIFT8 OF 8 QUALIFIEDStairs & Groceries
Complete staircase payload rankings for humanoid robots from 10 kg (Unitree G1) and 15 kg (1X NEO Beta) up to 35 kg (Booster T1) and 40 kg (All-Electric Atlas) on 18 cm risers.
< 1.5 N EGG GRASP & COUNTER RESET5 OF 8 QUALIFIEDCooking & Meal Prep
Compare humanoid robots capable of cracking raw eggs, stirring induction pots, operating ovens, and resetting kitchen counters. See top 4/5 ratings for Optimus Gen 2.5, Fourier GR-2, and Sanctuary Phoenix.
IP65/IP67 ALL-WEATHER & 500HZ WEEDING4 OF 8 QUALIFIEDLawn & Garden
Compare weatherproof humanoid robots for suburban lawn mowing, raised-bed weeding, and outdoor property upkeep. See IP65 Booster T1 (5/5), IP67 All-Electric Atlas (4/5), Unitree G1 (3/5), and Optimus Gen 2.5 (3/5).
CABIN INGRESS & PEDAL REACH TRACKER6 OF 8 QUALIFIEDCar Driving Readiness
Track real-world vehicle driving readiness across all 8 humanoid robots: pedal_wheel_ready (Tesla Optimus Gen 2.5), research_teleop (1X NEO, Figure 02, Fourier GR-2, Sanctuary Phoenix, Atlas), and cabin sizing limits.
ISO 13482 • 38 dBA WHISPER • SOFT CHASSIS3 OF 8 QUALIFIEDChild & Pet Safety (ISO 13482)
Which humanoid robots are certified safe around children, toddlers, dogs, and cats? Compare ISO 13482 compliance, soft textile padding (1X NEO Beta, 38 dBA), compliant polymers (Fourier GR-2, 40 dBA; Optimus Gen 2.5, 42 dBA), and rigid metal hazards.
92% OTA SKILL • SAVES 2.5 HRS/WK6 OF 8 QUALIFIEDSteam-Ironing & Garments
Live OTA capability benchmark for humanoid robot dress-shirt steam ironing, collar crease smoothing, and closet hanger placement. Compare 1X NEO Beta (92% verified success), Unitree G1, and Optimus Gen 2.5.
0.8 NM TORQUE LIMIT • 215 CM REACH6 OF 8 QUALIFIEDLightbulbs & Home Upkeep
See how humanoid robots unscrew burned-out E26/E27 LED lightbulbs with 0.8 Nm torque-limited fingertips and up to 220 cm vertical reach, keeping seniors and homeowners off risky step-ladders.
97% SUCCESS • SAVES 4.0 HRS/WK5 OF 8 QUALIFIEDToy & LEGO Sorting
See how child-safe humanoid robots sort scattered LEGO blocks, plush toys, and storybooks into playroom bins while family pets sleep nearby. Compare 1X NEO Beta (97% success, saves 4 hrs/wk), Optimus Gen 2.5, and Fourier GR-2.
Household Size & Small Business Weekly Chore Profiles
How many hours of unpaid housework or commercial cleaning does a humanoid replace based on your family size?
Single or Couple (No Kids)
Standard apartment or home upkeep: weekly vacuuming and mopping, kitchen dishes, 2 loads of laundry and ironing, light yard/balcony care, and trash takeout.
Family with 1 Child
Daily floor cleanup after meals, picking up toys in the evening, 4 loads of laundry and ironing per week, backyard upkeep, and daily dishwasher cycles.
Family with 2 Children
High-volume family household: nonstop laundry and school uniforms to iron, twice-daily kitchen resets, lawn mowing, dog walking, and toy sorting across rooms.
Large Family (3+ Kids & Pets)
Equivalent to a part-time job in household labor: continuous pet hair vacuuming, daily dog walks, lawn mowing, daily laundry and ironing mountains, and constant dishes.
Small Business (Cafe, Clinic, Retail, Office)
Commercial daily upkeep: restocking shelves, bussing tables, folding linens or aprons, after-hours floor mopping, outdoor footpath/garden sweeping, and receiving parcels.
Latest Field-Verified Domestic & Commercial Skills
Steam-Ironing Dress Shirts & Smoothing Collar Creases
Using thermal vision feedback and 20-DOF tendon hands, 1X NEO positions button-down shirts flat on an ironing board, regulates steam bursts, and hangs finished garments on closet rods without scorching delicate fabrics.
Unscrewing & Replacing Overhead LED Lightbulbs
Fingertip load cells limit rotational grip torque to 0.8 Nm so Optimus can reach pendant and lamp fixtures, unscrew burned-out bulbs, and thread new E26/E27 LED bulbs smoothly without crushing glass.
Floor Toy & LEGO Sorting Around Pets and Toddlers
Distinguishes between sleeping family pets, fragile electronics, and scattered children's toys. Kneels safely with soft-padded joints to sort blocks, plush toys, and books into designated playroom bins.
Bimanual Crystal Wine Glass & Dishwasher Unloading
Voice-commanded Helix neural network inspects wet glassware for soap residue, grasps thin crystal stems with compliant fingertips, and places dishes directly into upper kitchen cabinets.
After-Hours Cafe Restocking, Towel Folding & Counter Sanitizing
Automates opening and closing checklists for cafes, clinics, and boutiques: restocking coffee bean bags, wiping espresso stations, folding clean aprons, and organizing backroom inventory.
Washer-to-Dryer Transfer, Ironing Prep & Towel Stacking
Pulls damp laundry from front-load washers, shakes out wrinkles before drying, and folds bath towels and t-shirts into uniform stacks on laundry tables.
Multi-Floor Staircase Delivery of Groceries & Laundry Hampers
Carries heavy grocery bags and full family laundry hampers up and down carpeted or hardwood stairs while maintaining zero-slip balance recovery.
Evening Kitchen Counter Reset, Crumb Wiping & Trash Takeout
Clears dinner plates, wipes kitchen islands with microfiber cloths, ties full kitchen trash bags, and carries them out to the garage bin.
Deck Sanding and Sealing
Autonomous operation of orbital sanders and staining brushes for exterior timber surface preparation.
Tremor-Damped Meal Feeding
Adaptive, tremor-damped spoon delivery of solid and liquid nourishment for patients with mobility impairments.
String Trimmer Lawn Edging
Autonomous operation of electric string trimmers for clean lawn edging along concrete borders.
Cold Room Shelf Facing
Continuous pallet unloading and product shelf facing in near-freezing commercial walk-in coolers.
Safe Pet Medication Delivery
Gentle, compliant administration of oral tablets and health checks for domestic dogs.
Fridge Deep Clean and Audit
Autonomous sanitisation of refrigerator shelves and visual auditing of printed expiry dates on household food.
Overhead Insulation Installation
Robot measures, grips, and installs overhead fiberglass insulation batts perfectly without tear damage.
Pool Skimming and Water Testing
Performs surface debris skimming and tests water chemistry using standard dip strips.
Boil-Over Prevention
Monitors stovetop cooking and turns down heat dials to prevent boil-overs or kitchen fires.
Boil-Over Prevention
Monitors stovetop cooking and turns down heat dials to prevent boil-overs or kitchen fires.
Sapling Transplanting
Safely handles and transplants delicate nursery saplings into outdoor garden beds.
Post-Operative Mobility Assistance
Provides safe, force-limited passive motion support for knee rehab exercises at home.
Garment Steaming and Tagging
Steams garments and audits RFID security tags accurately at a rate of 145 items per hour.
Autumn Leaf Raking and Bagging
Autonomous gathering and bagging of damp organic lawn debris into standard paper sacks.
Foil Mastic Tape Duct Sealing
Sub-millimetre application of mastic tape to ensure zero air leakage on ventilation duct joints.
Autonomous EV Charger Docking
Rapid, low-light autonomous insertion of NACS charging cables into electric vehicles.
Paediatric Fever and Medication Checks
Non-contact thermal scanning and secure visual verification of children's medicine.
Whetstone Knife Sharpening
High-precision sharpening of kitchen cutlery using traditional abrasive stones and regulated force.
Whetstone Knife Sharpening
High-precision sharpening of kitchen cutlery using traditional abrasive stones and regulated force.
Thread Pitch Verification and Sorting
Rapid categorisation of loose retail hardware using precision pitch gauge vision systems.
Thread Pitch Verification and Sorting
Rapid categorisation of loose retail hardware using precision pitch gauge vision systems.
Solar Array Alignment
Autonomous alignment and positioning of heavy photovoltaic panels on residential pitched roofs.
Solar Array Alignment
Autonomous alignment and positioning of heavy photovoltaic panels on residential pitched roofs.
Hedge Trimming
Automated hedge trimming and topiary shaping using standard garden power shears.
Garment Hanging
Autonomous threading of clothes hangers into freshly laundered garments.
Subfloor Plumbing Installation
Autonomous crimping of PEX-A water fittings in highly restrictive residential crawlspaces.
Subfloor Plumbing Installation
Autonomous crimping of PEX-A water fittings in highly restrictive residential crawlspaces.
Artisan Bread Baking
Autonomous sourdough scoring and high-heat deck oven management for commercial bakeries.
Artisan Bread Baking
Autonomous sourdough scoring and high-heat deck oven management for commercial bakeries.
Poultry Coop Care
Delicate egg retrieval and hygienic spray application for backyard poultry coops.
Steep Driveway Bin Hauling
Autonomous navigation and towing of wheelie bins over varied outdoor terrain.
Steep Driveway Bin Hauling
Autonomous navigation and towing of wheelie bins over varied outdoor terrain.
Electrical Conduit Feeding
Precision dual-arm feeding of electrical cables through residential timber framing.
Electrical Conduit Feeding
Precision dual-arm feeding of electrical cables through residential timber framing.
Blister Pack Restocking
High precision sorting and restocking of fragile medical retail inventory.
Dog Poop Pickup
Autonomous location, scooping, and sanitisation of pet waste on residential lawns.
Allergen-Safe Lunch Prep
Precise bento packing with strict isolation rules to prevent cross-contact of food allergens.
Impact Driver Operation
Operating impact drivers to safely fasten timber decking with precision torque.
Impact Driver Operation
Operating impact drivers to safely fasten timber decking with precision torque.
Staircase Payload Transport
Robot autonomously navigates stairs with 15kg loads and recovers from foot slips.
Staircase Payload Transport
Robot autonomously navigates stairs with 15kg loads and recovers from foot slips.
Garden Supply Transport
Uses soft tactile feedback to hug and carry 20kg garden bags across uneven lawns.
Garden Supply Transport
Uses soft tactile feedback to hug and carry 20kg garden bags across uneven lawns.
Window and Baseboard Caulking
Applies a continuous 0.5mm sealant bead at 120mm/s for perfect window seals.
Window and Baseboard Caulking
Applies a continuous 0.5mm sealant bead at 120mm/s for perfect window seals.
Pantry Restocking
Unpacks 150 diverse food items with 99.2% accuracy on shelves up to 2.1m high.
Pantry Restocking
Unpacks 150 diverse food items with 99.2% accuracy on shelves up to 2.1m high.
Safe Tool Handover
Detects tool slipping in 1.2 seconds and instantly tightens grip to secure heavy drills.
Safe Tool Handover
Detects tool slipping in 1.2 seconds and instantly tightens grip to secure heavy drills.
Mobility Standing Assistance
Provides gentle, steady support to help seniors stand up, keeping forces under 45 Newtons.
Mobility Standing Assistance
Provides gentle, steady support to help seniors stand up, keeping forces under 45 Newtons.
Snow Shoveling & Salting
Autonomous clearing of heavy snow and spreading of deicing salt on residential driveways.
Baby Bottle Prep & UV Sterilising
Safe and hygienic preparation of baby formula at precise temperatures, followed by UV sterilisation.
Fitted Sheet and Duvet Making
Autonomous bed making using sub-15N tension control to fit sheets and insert duvets.
Driveway Pressure Washing
Robot operates 2800 PSI water blasters while maintaining dynamic balance against recoil.
Dog Brushing and Deshedding
Compliant dog brushing keeping contact forces under 1.2N for safe pet grooming.
ISO 13482 Certified Operation
Certified safe personal care operation with sub-38 dBA noise levels for night tasks.
Playroom Sweeps and Choking Hazard Sorting
Categorises 85 items per minute to tidy toys and isolate small choking hazards.
Precision Raised-Bed Taproot Weeding & Brass Nozzle Spot Watering
500Hz fingertip force feedback twists and extracts taproot weeds intact around vegetable seedlings and regulates brass garden hose spray nozzles.
Precision Raised-Bed Taproot Weeding & Brass Nozzle Spot Watering
500Hz fingertip force feedback twists and extracts taproot weeds intact around vegetable seedlings and regulates brass garden hose spray nozzles.
Expressive Bedtime Storybook Reading & Shear-Safe Paper Page Turning
Tested on 1X NEO Beta and Fourier GR-2: modulates character voice pitch and turns delicate illustrated paper book pages using tactile shear sensors.
Expressive Bedtime Storybook Reading & Shear-Safe Paper Page Turning
Tested on 1X NEO Beta and Fourier GR-2: modulates character voice pitch and turns delicate illustrated paper book pages using tactile shear sensors.
Reactive Leash-Tension Damping & Suburban Footpath Dog Walking
1000Hz wrist force-torque damping absorbs sudden canine leash lunges while vision tracking keeps pets clear of cyclists and street curbs.
Reactive Leash-Tension Damping & Suburban Footpath Dog Walking
1000Hz wrist force-torque damping absorbs sudden canine leash lunges while vision tracking keeps pets clear of cyclists and street curbs.
Overhead 13mm Plasterboard Rafter Bracing & Framing Nailer Passing
Lifts and braces 13mm Gyprock sheets flush against ceiling joists with zero sag while passing nail guns and batteries to tradies.
Overhead 13mm Plasterboard Rafter Bracing & Framing Nailer Passing
Lifts and braces 13mm Gyprock sheets flush against ceiling joists with zero sag while passing nail guns and batteries to tradies.
Dual-Robot Synchronized Stairwell Couch & Heavy Furniture Carrying
Millisecond inter-robot wireless synchronization enables two humanoids to carry heavy couches up tight 90-degree stairwells levelly.
Dual-Robot Synchronized Stairwell Couch & Heavy Furniture Carrying
Millisecond inter-robot wireless synchronization enables two humanoids to carry heavy couches up tight 90-degree stairwells levelly.
Overnight Carton De-Boxing, Barcode Audit & Forward-Label Shelf Facing
Opens supplier cartons, scans product barcodes, faces tins and packages neatly on retail shelves, and bales empty cardboard overnight.
Overnight Carton De-Boxing, Barcode Audit & Forward-Label Shelf Facing
Opens supplier cartons, scans product barcodes, faces tins and packages neatly on retail shelves, and bales empty cardboard overnight.
End-to-End Neural Laundry Folding & Linen Cupboard Shelving
11-DOF tactile hands extract garments from unsorted baskets, execute trifold table folds with slip recovery, and stack linen in cupboards.
Dusk Backyard Perimeter Patrol & Pool Safety Gate Latch Verification
3D LiDAR and thermal vision inspect backyard boundaries after sunset, physically latching open pool or side gates and sending encrypted photo proof.
Zero-Breakage 1000Hz Tactile Crystal Stemware & Dishwasher Loading
1000Hz fingertip slip-vector sensors transition seamlessly between heavy ceramic pots and thin crystal wine glass stems with zero breakage.
Zero-Breakage 1000Hz Tactile Crystal Stemware & Dishwasher Loading
1000Hz fingertip slip-vector sensors transition seamlessly between heavy ceramic pots and thin crystal wine glass stems with zero breakage.
Zero-Breakage 1000Hz Tactile Crystal Stemware & Dishwasher Loading
1000Hz fingertip slip-vector sensors transition seamlessly between heavy ceramic pots and thin crystal wine glass stems with zero breakage.
6:30 AM Work Ute Toolbox Loading & RFID Cordless Tool Audit
Loads heavy toolboxes and cable reels into work vans each morning while scanning RFID tags to prevent lost cordless tools on jobsites.
6:30 AM Work Ute Toolbox Loading & RFID Cordless Tool Audit
Loads heavy toolboxes and cable reels into work vans each morning while scanning RFID tags to prevent lost cordless tools on jobsites.
ISO 13482 Sit-to-Stand Armchair Assist & Hallway Fall-Prevention Escort
Compliant forearm impedance matching helps seniors rise from armchairs and stiffens instantaneously to arrest stumbles during hallway walks.
ISO 13482 Sit-to-Stand Armchair Assist & Hallway Fall-Prevention Escort
Compliant forearm impedance matching helps seniors rise from armchairs and stiffens instantaneously to arrest stumbles during hallway walks.
Standard Electric Push-Mower Operation, 180-Degree Lane Pivot & Shed Stowage
Operates standard household cordless push mowers across stepped lawns without boundary wires and stows equipment in the garden shed.
Standard Electric Push-Mower Operation, 180-Degree Lane Pivot & Shed Stowage
Operates standard household cordless push mowers across stepped lawns without boundary wires and stows equipment in the garden shed.
Standard Electric Push-Mower Operation, 180-Degree Lane Pivot & Shed Stowage
Operates standard household cordless push mowers across stepped lawns without boundary wires and stows equipment in the garden shed.