shauryagangrade

Intent Drift Skill — AI skill for Claude Code

AI community

Detects intent drift in AI-assisted development by comparing original goals against current execution plans using the Intent Alignment Engine.

How to install Intent Drift Skill

This entry records only its repository, not the path inside it, so there is no exact command to give. Open shauryagangrade/intent-drift-skill and copy the folder into ~/.claude/skills/, or the file into ~/.claude/agents/.

What Intent Drift Skill does

Detects intent drift in AI-assisted development by comparing original goals against current execution plans using the Intent Alignment Engine. Features 9 evidence providers and exportable reports (text/markdown/json).

Alternatives in AI

  • Paca — AI-native, free, open-source alternative to Jira, Trello, ClickUp & Monday 1.8k ★
  • Wmux — The original Windows terminal multiplexer for AI agents 353 ★
  • Oc Claw — A desktop pet that monitors your AI coding agents (OpenClaw, Claude Code, Codex, Cursor, Gemini CLI, opencode 352 ★

README

intent-drift

[![npm](https://img.shields.io/npm/v/intent-drift)](https://www.npmjs.com/package/intent-drift) [![CI](https://github.com/shauryagangrade/intent-drift-skill/actions/workflows/ci.yml/badge.svg)](https://github.com/shauryagangrade/intent-drift-skill/actions/workflows/ci.yml) [![Security](https://github.com/shauryagangrade/intent-drift-skill/actions/workflows/security.yml/badge.svg)](https://github.com/shauryagangrade/intent-drift-skill/actions/workflows/security.yml) [![License](https://img.shields.io/github/license/shauryagangrade/intent-drift-skill)](LICENSE) [![Python](https://img.shields.io/badge/python-3.10%20%7C%203.11%20%7C%203.12-blue)](setup.py) [![Stars](https://img.shields.io/github/stars/shauryagangrade/intent-drift-skill?style=social)](https://github.com/shauryagangrade/intent-drift-skill)

intent-drift demo

A skill that uses the Intent Alignment Engine to analyze intent drift in AI-assisted development.

🎯 Purpose

Detects when AI coding agents begin solving a different problem than originally requested by monitoring alignment between:

  • Original goals
  • Current execution plans
  • File changes and behavior

What the skill is for (and is not)

  • Evidence over prose: drift assessments are grounded in real repo state (git diff, edited files, file changes — and shell history only when you opt in with --include-shell-history), not just what a plan claims.
  • Explainable: every score traces back to evidence lines a human can verify.
  • A maintainer tool, not a replacement: it produces a pause-and-confirm call, never an autonomous decision.
  • Privacy-safe by default: auto-collected context is scrubbed of secret-like content unless scrubbing is explicitly disabled.

The project's direction of record lives in [ROADMAP.md](ROADMAP.md); every merged change is recorded in [CH