The link didn't work for me. There are some really good BOB lists on the Wilderness & Survival Skills forum. Here is a list I compiled for a large PSK based on lists provided by some of the guys over at W&SS that are more "in the know" than I. Add some snacks, water, clothes, gloves, hygene essentials and maybe a few other items and you would have a stocked BOB.
Fixed Blade Knife
Multitool
S.A.K. OHT/Huntsman/Farmer/Outrider
EZLap Diamond Rod/DMT Card
Survival Instruction Sheet (example: from EquippedtoSurvive.com)
Pencil
Bic Pen
Waterproof Paper (3 pc)
Small Bic Lighter
Magnesium Firestarter
Firesteel & Striker
Spark-Lite Firestarter
Tinder-Quik / Vaseline Cotton Balls
8 hr. Candle
Photon LED / Skunklight
.020" Anealed SS Wire
"Ranger Bands"
Gorilla (Duct)Tape
550 Cord
SpiderWire
Small Fishing Kit
Signal Mirror
Howler Whistle
Compass (2)
Needles (3) & 50 ft thread
Safety Pins (3 or more)
55 Drum Liners (2)
Space Blanket
Water Purifying Straw
Water Purification Tabs (20)
First Aid Kit (scalpel blades, bandages, gauze, antibiotic oint.)
Bug Repellant
Sunscreen
Lip Balm
Immodium AD
Ibuprofin
Medications
Ziplock Freezer Bags (2)
Stainless cup / Guyot Bottle
Fresnel Lense
Money
UV Sunglasses
Bandana / Shamagh
Small Can Opener
Super Glue
Slingshot (Replacement) Kit
Wood Screws & Nails