mcpdirectory.dev
9,129 servers · updated 23 Sept

Intent Engineering MCP server

community Active last commit 24 d 
{
  "mcpServers": {
    "intent-engineering": {
      "command": "npx",
      "args": [
        "-y",
        "@swins/intent-engineering-mcp@latest"
      ]
    }
  }
}
file .mcp.json (in your project root)install npx -y @swins/intent-engineering-mcpversion 0.2.0

What it does

This MCP server exposes tools to audit, scaffold, and triage agent intent specifications against a 9-section template. It helps development teams identify underspecified agent intent before deployment by scoring specs against a 25-item rubric and recommending improvements.

  • Audit an existing agent intent specification to identify gaps in clarity, stop rules, or outcome definition before the agent runs in production.
  • Generate a new intent spec scaffold for a blank spec or existing prompt to ensure consistent structure and completeness from the start.
  • Assess how much refactoring an older prompt or document would need to meet the full intent-engineering standard.

Tools this server exposes

ToolDoes
audit_intent_specGrades a specification against a 25-item rubric, returns per-section findings, detects anti-patterns, and recommends top 3 improvements.
generate_intent_spec_scaffoldGenerates a paste-ready YAML scaffold for a new intent spec, optionally tailored by kind (blank, level-1-mvr, or full-9-section).
assess_retrofit_levelEvaluates an existing prompt or document and recommends a retrofit level (L1, L2, or L3) with reasoning on blast radius, complexity, and autonomy impact.

Before you enable it

An MCP server runs with whatever access you give it. Start with a development account rather than production, and check which tools the server exposes before you let an agent call them unattended.