Skip to main content
Glama

pabandi_recommend_slots

Recommend the best upcoming slots for a guest at a business: each candidate scored by predictedCompletion, lightly load-balanced away from peak hours. Returns top 3 slots with predicted completion + demand. Owner-gated. This MCP tool makes a real HTTP call to the canonical Pabandi endpoint and returns the actual platform response.

Input Schema

NameRequiredDescriptionDefault
daysAheadYesrange to evaluate (default 7)
businessIdYesbusiness id
customerIdYesguest user id (optional)

Schema Changelog

Changes observed during successful MCP inspections.

  1. First observed

TDQS

A3.7/5.0
Behavior4/5

Does the description disclose side effects, auth requirements, rate limits, or destructive behavior?

With no annotations, the description carries the load and does reasonably well: it discloses the access control ('Owner-gated'), the ranking/load-balancing behavior that shapes results, the result cardinality (top 3), and that a real HTTP call to the canonical endpoint is made. It stops short of stating that the call is read-only and non-mutating, which is the main remaining gap.

Agents need to know what a tool does to the world before calling it. Descriptions should go beyond structured annotations to explain consequences.

Conciseness4/5

Is the description appropriately sized, front-loaded, and free of redundancy?

Front-loads the purpose and scoring logic before the access and transport notes. The final sentence is somewhat boilerplate ('real HTTP call ... actual platform response') and partly restates itself, but it does convey genuine behavioral information.

Shorter descriptions cost fewer tokens and are easier for agents to parse. Every sentence should earn its place.

Completeness4/5

Given the tool's complexity, does the description cover enough for an agent to succeed on first attempt?

With no output schema, the description usefully spells out the return shape (top 3 slots with predicted completion and demand), so an agent knows what comes back. For a three-required-parameter tool it is nearly complete, missing only error/empty-result behavior and confirmation that the operation does not mutate state.

Complex tools with many parameters or behaviors need more documentation. Simple tools need less. This dimension scales expectations accordingly.

Parameters3/5

Does the description clarify parameter syntax, constraints, interactions, or defaults beyond what the schema provides?

Schema coverage is 100%, so the schema already documents all three parameters, making 3 the baseline. The description adds only 'for a guest,' which loosely maps customerId to a guest user, and nothing about daysAhead's format or what happens when the guest id is absent.

Input schemas describe structure but not intent. Descriptions should explain non-obvious parameter relationships and valid value ranges.

Purpose4/5

Does the description clearly state what the tool does and how it differs from similar tools?

Names a specific verb+resource ('Recommend the best upcoming slots for a guest at a business') and adds the scoring method (predictedCompletion) and load-balancing, which separates it from siblings like pabandi_predict_demand. It never names an alternative tool explicitly, so sibling differentiation is implied rather than stated.

Agents choose between tools based on descriptions. A clear purpose with a specific verb and resource helps agents select the right tool.

Usage Guidelines3/5

Does the description explain when to use this tool, when not to, or what alternatives exist?

'Owner-gated' signals a prerequisite, and 'for a guest at a business' implies the post-discovery booking flow, but nothing states when to prefer this over pabandi_predict_booking or pabandi_predict_demand, nor that pabandi_book_stay is the natural follow-up. Usage is inferable rather than instructed.

Agents often have multiple tools that could apply. Explicit usage guidance like "use X instead of Y when Z" prevents misuse.

Try in Browser

Glama MCP Gateway

Add one secure layer between your agents and this server.