Skip to main content
Glama
Sign In
intent-engineering

intent-engineering

by seanwinslow28
OverviewSchemaSourceRelated ServersDiscussionsAdmin
TypeScript
Local

Assess Retrofit Level

assess_retrofit_level

Recommends the retrofit level for an existing prompt or SKILL.md using the intent-engineering framework's blast-radius, complexity, and autonomy criteria.

Instructions

Look at an existing prompt or SKILL.md and recommend the right retrofit level (L1-mvr / L2-structured / L3-full) with reasoning grounded in the intent-engineering skill's blast-radius / complexity / autonomy framework. Provide either skill_text (raw text) OR file_path (absolute path to an existing SKILL.md or prompt file).

Tool call template

This tool declares no required parameters. Add optional parameters from the input schema as needed.

{
  "id": 1,
  "jsonrpc": "2.0",
  "method": "tools/call",
  "params": {
    "arguments": {},
    "name": "assess_retrofit_level"
  }
}

Input Schema

NameRequiredDescriptionDefault
file_pathNoAbsolute path to an existing SKILL.md or prompt file.
skill_textNoThe existing prompt or SKILL.md text. Provide this OR file_path, not both.

Schema Changelog

Changes observed during successful MCP inspections.

  1. First observedv0.2.0

TDQS

A3.9/5.0
Behavior3/5

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

No annotations are provided, so the description carries the full burden. It explains the tool's action (recommend with reasoning) but does not detail potential side effects, error behavior, or whether it modifies anything. Given the read-only nature implied, this is adequate but not fully transparent.

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 two sentences long, front-loads the purpose, and contains no extraneous information. Every part 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?

While the tool has no output schema and no annotations, the description adequately covers the input requirements and purpose. However, it lacks detail on the output format or example reasoning, which would improve completeness.

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?

The schema already describes both parameters clearly, including the mutual exclusivity. The description adds minimal new information beyond what the schema provides, so the baseline score of 3 is appropriate.

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?

The description clearly states the verb 'recommend' and the resource 'retrofit level', distinguishing it from sibling tools 'audit_intent_spec' and 'generate_intent_spec_scaffold' which serve different purposes.

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

Usage Guidelines4/5

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

The description specifies that either skill_text or file_path must be provided (not both) and grounds the reasoning in a framework. However, it does not explicitly state when to use this tool versus siblings or when not to use it.

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

Deploy Server

Other Tools