Skip to main content
Glama

Shortlist endpoints for a capability

recommend_capability_offers
Read-only

A ranked shortlist of endpoints that do this job, under criteria you choose and the response echoes back. Every term is something the endpoint publishes about itself — its listed price against the going rate, and its own reported demand. Roundhouse does not endorse any provider, and there is no cross-capability ranking. Only confident matches are ever recommended.

Wraps GET /v0/unified/{slug}/recommend. Access: no API key required.

Returns:

  • capability: The registry entry for the job being shortlisted.

  • criteria: Your criteria, echoed — a recommendation whose basis is invisible is an opinion.

  • price: The capability's going rate, so each candidate's index has context.

  • candidates: Ranked endpoints, each with reasons for where it placed.

  • considered: How many confident offers were ranked before filters.

  • excluded: How many were dropped, by which filter.

  • truncated: True when the candidate read hit its cap.

  • note: What the ranking is and is not — Roundhouse endorses no provider.

Input Schema

NameRequiredDescriptionDefault
liveNoOnly endpoints answering when last probed.
slugYesCapability slug, from `/v0/unified`.
limitNoRows to return. Clamped to 25; values outside the range are clamped, not rejected.
modelNoRequire the endpoint to name this model family (inference capabilities only).
preferNoWhat to weight: cheapest, most-used, or an even split.balanced
max_priceNoHard ceiling in USDC per call. Endpoints with no published price are excluded when set.

Schema Changelog

Changes observed during successful MCP inspections.

  1. First observed

TDQS

A3.8/5.0
Behavior4/5

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

Annotations already declare readOnlyHint, openWorldHint, and destructiveHint=false, so the description's job is to add context beyond that, which it does: no API key required, no provider endorsement, only confident matches recommended, plus truncation and exclusion counts. Missing only rate-limit or freshness details.

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?

The purpose sentence leads, followed by endpoint and access details, then a bulleted return contract. Most of it earns its place, though the first sentence is wordy and the returns list is long without an output schema to offload that detail.

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

Completeness5/5

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

With no output schema, the description compensates by documenting every returned field (candidates, considered, excluded, truncated, note). Combined with access notes and the no-endorsement caveat, an agent has enough to call and interpret this open-world recommendation tool correctly.

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 all six parameters, including the prefer enum and the max_price ceiling behavior, are already documented in the schema. The description adds no parameter-specific meaning beyond implying that criteria are echoed back in the response.

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?

The opening sentence states a specific verb and resource: a ranked shortlist of endpoints for a capability. It is clearly distinct from siblings such as get_capability (one entry) and list_capabilities (a catalog), though it never names an alternative directly.

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?

The description explains the ranking philosophy ('under criteria you choose', 'Only confident matches') but gives no explicit when-to-use or when-not-to-use guidance. It never says when to reach for this versus run_sql or get_capability directly.

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.

Resources