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Bulk Lot Evaluator

Point it at a lot listing; get a max bid and a walk-away price.

Tested in MuseskillDeal huntinginstructionsworkflowvaluation-method

by Muse Skills editors · Written for this directory

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Ready to copy.

What it does

Bulk Lot Evaluator is for the “200 records, $150, must take all” listings. It reads the photos and description, values what it can actually see from sold comps, discounts the total for everything it can’t verify, and hands you a max bid and a walk-away price.

The core discipline: unseen items count as $0. Only what is visible gets valued.

What it includes

  • Photo-based item identification (visible / partial / unseen)
  • Conservative per-item comps from sold data
  • The 0.6 lot discount for unsellable and uncertain items
  • Max bid at 50% of the discounted total, plus a walk-away call

Example

Input: a listing photo showing roughly 200 LPs, asking $150.

Output:

Lot: "200 vinyl records, rock lot" [link]
Ask: $150
Visible value: ~$310 (12 identifiable titles at conservative comps)
Discounted total: $186 (0.6 lot discount)
Max bid: $93
Walk-away: negotiate to $93; walk away above $120
Speculative upside: two box sets partially visible, not counted

What this one touches

Reads the listing you point it at and public sold data. Writes only the evaluation back to you. Never contacts the seller, never bids, never negotiates. Never needs a marketplace login.

Install

Copy this block and paste it into your Muse chat. Muse does the install and confirms when it's done.

Install prompt

Full source

This is the exact text Muse installs. Read it. That's the whole trust model.

SKILL.md
---
name: bulk-lot-evaluator
description: Evaluate a bulk lot listing (records, games, cameras, tools) from its photos and description: per-item value estimate, a max bid, and a walk-away price. Trigger phrases: "evaluate this lot", "what's this lot worth", "should I buy this lot".
---
# Purpose

Decide fast whether a bulk lot is worth buying, and at what price.
Built for listings where the seller doesn't know what they have:
one photo, a vague description, a single asking price.

# Workflow

1. Read the listing: photos, description, asking price, location.
2. Identify every item you can see or reasonably infer. Group
   them: clearly visible, partially visible, described-but-unseen.
3. For each clearly visible item of value, estimate a conservative
   resale value from recent sold comps (lowest of matches, never
   the average).
4. For partially visible or unseen items, assign $0 in the base
   case and note the upside only as speculation.
5. Add the conservative values. Apply the lot discount: multiply
   by 0.6 (you will not sell everything, and condition is
   uncertain).
6. Set the max bid at 50% of the discounted total. If the asking
   price exceeds the max bid, the call is "negotiate to $X" when
   the gap is small and "walk away" when it is not.
7. Report in the Output Contract shape.

# Output Contract

- Lot: listing title and link
- Ask: dollar amount
- Visible value: itemized conservative values, one line each
- Discounted total: the 0.6-adjusted sum
- Max bid: dollar amount
- Walk-away: "buy" / "negotiate to $X" / "walk away", with one line
  of reasoning
- Speculative upside: items that could add value but were not
  counted

# Operating Rules

- Never count value for items you cannot see or verify. Unseen =
  $0 in the base case.
- Never use asking prices as comps; sold data only, low end of
  the range.
- If the photos are too poor to identify anything of value, say so
  and stop.
- Report only. Never contact the seller, bid, or negotiate on the
  user's behalf.
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