Intent-Align is a sophisticated orchestration framework that keeps AI agent teams focused on user goals through structured quality gates and drift detection.
Install & Download
1. ClawHub CLI
The fastest way to install a skill directly from the registry.
npx clawhub@latest install intent-align
2. Manual Installation
Copy the skill folder to one of these locations
~/.openclaw/skills/ <project>/skills/ Priority: Workspace > Local > Bundled
3. Prompt Installation
Copy this prompt to OpenClaw to install it automatically.
Help me install intent-align using Clawhub. If Clawhub is not installed, install it first (npm i -g clawhub).
Prefer to download?
Get the raw skill files in a ZIP archive.
What is Intent-Align Orchestrator?
Intent-Align is a technical framework designed to bridge the gap between high-level user intentions and the autonomous execution of AI agent teams. By utilizing a centralized alignment hub and a suite of verification gates, this skill ensures that complex workflows remains anchored to original project goals even as technical requirements evolve. It is a vital component for developers using Openclaw Skills who need to manage multi-phase deliveries, cross-repository coordination, and structured re-alignment loops without sacrificing agent efficiency.
The framework operates on a contract-based model where every action is validated against an intent snapshot. This approach allows for flexible execution in diverse host environments while maintaining a rigorous audit trail of decisions and deviations. Whether managing a single coding task or a swarm of agents, Intent-Align provides the necessary scaffolding to prevent project drift and ensure high-fidelity outcomes.
Intent-Align Orchestrator Use Cases
- Orchestrating multi-agent teams across different repositories to ensure consistent progress toward a single user goal.
- Managing complex software delivery phases where each checkpoint requires a mandatory alignment verification.
- Handling evolving project requirements by applying intent deltas and re-planning only the impacted workflow phases.
- Maintaining strict adherence to project constraints in high-risk environments using Openclaw Skills adapters.
How Intent-Align Orchestrator Works
- Initialize the process by creating an intent snapshot and running a linting tool to identify potential ambiguities.
- Resolve the effective strictness level based on a hierarchy that prioritizes task-specific overrides over project defaults.
- Generate a comprehensive phase plan, including a Mermaid dependency diagram, to visualize the path to completion.
- Bind environment-specific adapters (such as GitHub or local filesystem) through a capability matrix to satisfy technical requirements.
- Execute the plan phase-by-phase, triggering Pre-Execution Clarification Gates to resolve any remaining uncertainty.
- Monitor execution for drift evidence and perform a final verification at each phase end before proceeding.
- Produce a final alignment report that details the completed work and any remaining open ambiguities.
Intent-Align Orchestrator Setup
To integrate this framework into your Openclaw Skills workflow, follow these setup steps:
# Initialize your project by copying the hub template
cp references/alignment-hub-template.md alignment-hub.md
# Review the core workflow contract to understand alignment rules
cat references/core-contract.md
# Identify and select the required adapters for your environment
ls references/adapters/
Intent-Align Orchestrator Data Schema & Taxonomy
The framework maintains a structured taxonomy to track progress and alignment across the lifecycle. The following artifacts are key to the Openclaw Skills data organization:
| Component | Description |
|---|---|
| intent_snapshot | A point-in-time capture of user goals and technical constraints. |
| capability_matrix | A registry mapping required skills to active environment adapters. |
| drift_evidence | A log of deviations from the original intent detected during execution. |
| phase_plan | A structured graph of tasks, dependencies, and verification gates. |
| intent_delta | A record of specific changes applied to the intent to trigger re-planning. |
Intent-Align Orchestrator Advanced Features
- Multi-level autonomy settings ranging from Strict (user confirmation required) to Exploratory (log-only check-ins).
- Ad-hoc adapter generation using a standardized template for unsupported toolsets or environments.
- Automated strictness resolution that enforces high-risk ambiguity gates regardless of the baseline autonomy level.
- Provenance metadata tracking for all custom-generated tools to ensure security and environment compatibility.
- Multi-repo dependency graphing to maintain a single source of truth for complex team swarms.
SKILL.md
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