MCP server for managing a food pantry inventory with items, quantities, and expiration tracking
The Pantry MCP server provides 4 tools with varying quality. All tools have descriptions and input schemas, but several issues reduce quality significantly: (1) descriptions lack WHEN/WHY guidance that helps LLMs decide tool selection; (2) parameter descriptions are minimal (many under 72 chars baseline); (3) output schemas are not documented; (4) no error handling guidance for destructive operations; (5) the update_pantry_item tool has optional parameters without clear defaults or side-effect documentation. Tool names follow verb_noun conventions (add_, remove_, update_, get_) which is good. Schemas are present but lack completeness, expiration_time is marked optional without explaining defaults, quantity format is vague ('could be weight/volume/number'). The remove_from_pantry tool is marked DESTRUCTIVE but has no confirmation pattern or dry-run option documented.
Add items to the pantry inventory. Args: items: List of PantryItem objects with: name, general_name, quantity, reciept_name, expiration_time (optional) Returns: Confirmation message with added items
Get the entire pantry inventory. Use this tool if you need to find a specific item, or a group of items. Returns: JSON string of all pantry items
Remove items from the pantry inventory. Args: items: List of general_names to remove Returns: Confirmation message with removed items
Update quantity or details of an existing pantry item. Args: general_name: The general name of the item to update quantity: New quantity (optional) name: New name (optional) Returns: Confirmation with updated item details
No output schemas documented for any tool. LLMs cannot predict response structure and cannot chain tools effectively. E.g., get_pantry returns 'JSON string' without field definitions; add_to_pantry returns 'Confirmation message' without structure.
Destructive tool (remove_from_pantry) lacks confirmation pattern, dry-run option, or error handling guidance. No indication this is irreversible or how to recover if called by mistake.
Parameter descriptions are minimal and lack format/constraint clarity. E.g., quantity accepts 'weight/volume/number' as examples, not as formal enum. LLMs may pass invalid formats like '2' without unit or '1-2lbs' (range). No validation rules in descriptions.
| Scored | Grade | Overall | Spec posture | Rubric |
|---|---|---|---|---|
| 2026-09-22 | F | 49 | 2026-07-28+ | v2 |
| 2026-03-09 | F | 40 | - | v1 |
Descriptions lack 'WHEN to use' guidance. Tool selection requires LLMs to infer from vague text. E.g., 'Add items to the pantry inventory' does not explain when to call it vs. update_pantry_item, or that it expects receipt context.
Optional parameters in update_pantry_item lack defaults. If LLM omits 'quantity' and 'name', tool behavior is undefined (does nothing? error?). No idempotency guarantee documented.
No pagination, result limits, or batching guidance. get_pantry returns entire inventory as 'JSON string', if pantry has 1000 items, response bloats context window. No pagination parameters or cursor support.
Error responses not documented. No guidance on what happens if item not found (remove_from_pantry), item already exists (add_to_pantry), or invalid quantity format. No recovery steps in error descriptions.