# intent-gate

> intent-gate — baixinghao-intent-gate. Use this tool when you need to ensure AI coding agents align with intended requirements before generating code, solving the problem of misaligned or inaccurate code guesses. The intent-gate tool takes in Product Requirements Documents (PRD) and outputs mechanically linted Mermaid contracts, providing a human-in-the-loop interface for intent validation. It is ideal for use cases where precise code alignment with project intent is crucial, such as in complex software development projects.

Canonical page: https://skillsregistry.net/skills/baixinghao-intent-gate  
JSON: https://api.skillsregistry.net/v1/skills/baixinghao-intent-gate

## Description

Stop AI coding agents from guessing. MCP server + Claude Code plugin that enforces intent alignment BEFORE coding: PRD → intent-confidence gate → Mermaid contracts (state machines / sequence diagrams / decision tables) → mechanical lint with zero CRITICAL → then code. Human-in-the-loop, file-persisted, zero-config.

## Trust

- **Trust score (0–1):** 0.81
- **Verification tier:** verified
- **Last scanned:** 2026-09-28

## Facts

- **Version:** 1.0.0
- **Skill type:** atomic
- **Execution layer:** container
- **Runtime environment:** vm
- **Updated:** 2026-09-28

## Source

- **Source listing:** [GitHub](https://github.com/baixinghao/intent-gate)

## Use it

Resolve this record through the SkillsRegistry MCP server (no auth, read-only):

```
claude mcp add --transport http --scope user skillsregistry https://api.skillsregistry.net/mcp
```

```json
{
  "jsonrpc": "2.0",
  "id": 1,
  "method": "tools/call",
  "params": {
    "name": "get_skill",
    "arguments": {
      "slug": "baixinghao-intent-gate"
    }
  }
}
```

REST: `GET https://api.skillsregistry.net/v1/skills/baixinghao-intent-gate` · pull for local use: `GET https://api.skillsregistry.net/v1/skills/baixinghao-intent-gate/pull`

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SkillsRegistry indexes agent skills from public registries and GitHub. Skills we have analysed are scanned with Circle-IR and scored on six dimensions; each listing states its scan coverage. More: https://skillsregistry.net/llms.txt