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Programscape

Compare programs across providers

compare_programs
Read-onlyIdempotent

Returns families of programs that serve the same goal across providers, side by side, with no winner and no score.

Input Schema

TableJSON Schema
NameRequiredDescriptionDefault
goalNoLimit to programs serving one goal, e.g. "build" or "save". Leave empty for every goal.
stageNoLimit to programs for one stage, e.g. "seed". Leave empty for every stage.

Schema Changelog

Changes observed during successful MCP inspections.

  1. First observed

TDQS

B3.4/5.0
Behavior3/5

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

Annotations already declare the safe read-only, idempotent, non-destructive, closed-world profile. The description adds useful behavioral context that results are grouped as families and deliberately present no winner or score, but it omits return format and any pagination behavior.

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?

The description is a single, front-loaded sentence with zero waste. It efficiently conveys the output structure and the neutral comparison stance.

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?

Given the low complexity (two optional enum parameters, no output schema) and rich annotations, the description is nearly complete. It could better explain what a 'family' of programs entails or what the side-by-side output actually looks like, since no output schema is provided.

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 description coverage is 100%, so the two optional enum parameters are fully documented in the schema. The description adds no syntax or format details beyond what the schema provides, making the baseline 3 appropriate.

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?

States a specific verb ('Returns'), resource ('families of programs'), and scope ('across providers, side by side'), which distinguishes it from search_programs and get_program. However, it does not explicitly name the sibling tools it differs from, leaving some inference to the agent.

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

Usage Guidelines2/5

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

There is no explicit when-to-use or when-not-to-use guidance. The description implies a comparison use case but never mentions alternatives like search_programs for listing or get_program for details, so an agent must infer context.

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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