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Browse all offerings

discover_offerings
Read-onlyIdempotent

Browse every published offering in the Agent Company Index (B2B software and services, sourced facts, explicit limitations), in stable alphabetical order. Prefer search_offerings when the user describes a need; use this to page through the whole index.

Input Schema

TableJSON Schema
NameRequiredDescriptionDefault
limitNo
cursorNo
schema_versionYes

Schema Changelog

Changes observed during successful MCP inspections.

  1. First observed

TDQS

A4.2/5.0
Behavior4/5

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

Annotations already cover the safety profile (readOnlyHint, idempotentHint, non-destructive, closed-world), so the bar is lower. The description adds a real behavioral trait beyond structured data: stable alphabetical ordering, which tells the agent pagination is deterministic. It doesn't address rate limits or page-size behavior, keeping it short of a 5.

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

Conciseness5/5

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

Two sentences, zero filler, with the scope statement front-loaded and the alternative-routing sentence last. Every clause earns its place.

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

Completeness3/5

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

No output schema exists, so the description could have described the return shape (items plus next cursor) but does not. Combined with 0% parameter coverage, an agent knows what the tool is for but not how to iterate pages correctly. Adequate but with clear gaps.

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

Parameters2/5

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

Schema description coverage is 0%, so the description must compensate for undocumented parameters and does not. It never explains limit bounds, how cursor is obtained/advanced for the next page, or the meaning of the required schema_version constant, even though 'page through the whole index' implies pagination.

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

Purpose5/5

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

States a specific verb (browse) and resource (every published offering in the Agent Company Index), plus the data scope (B2B software/services, sourced facts, explicit limitations). An agent can immediately distinguish it from sibling search_offerings and get_offering.

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

Usage Guidelines5/5

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

Explicitly routes the agent: 'Prefer search_offerings when the user describes a need; use this to page through the whole index.' Names the alternative and the condition selecting each, leaving nothing to inference.

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

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