Magic Need

Capture tool and data needs from AI agents during task execution. When an agent identifies it needs a tool, API, or data source that doesn't exist, this skil...

Capture what your AI agent wishes it had. Let your agent spec your product for you.

Overview

When an AI agent is executing a task and hits a wall because it lacks data or tools, instead of just failing or working around it, this skill lets the agent register exactly what it's missing. Over time, this builds a prioritized roadmap of integrations and features.

Inspired by Sonarly's magic_fetch concept — give the agent a "tool that does nothing" and let it tell you what it actually needs.

Usage

As an Agent (During Task Execution)

When you realize you need something you don't have:

# Option 1: Use the CLI directly
node ~/.openclaw/skills/magic-need/scripts/cli.js "API for recent deploys of service X"

# Option 2: Use via shell exec
exec({
  command: 'node ~/.openclaw/skills/magic-need/scripts/cli.js "CPU metrics for upstream service"'
})

The CLI will:

1. Save the need to ~/.magic-need/needs.json
2. Auto-categorize it (integration, observability, devops, auth, database, storage)
3. Return a confirmation with the need ID

As a Human (Reviewing Needs)

# List all needs
node scripts/cli.js list

# Generate a report (grouped by category)
node scripts/cli.js report

# Archive resolved needs
node scripts/cli.js clear

Auto-Categorization

Needs are automatically categorized based on description keywords:

Category	Keywords	Example Need
integration	api, endpoint	"API for fetching user data"
observability	metric, log, monitor	"Error logs from last hour"
devops	deploy, pipeline, ci	"Recent deployments of service X"
auth	user, auth, login, permission	"Auth tokens for service Y"
database	database, db, query, schema	"Query to get active users"
storage	file, storage, upload, s3	"Upload files to cloud storage"
general	(default)	Other needs

Data Format

Needs are stored as JSON in ~/.magic-need/needs.json:

[
  {
    "id": "j8ldlr",
    "description": "API for recent deploys",
    "createdAt": "2026-03-07T18:09:18.123Z",
    "status": "pending",
    "category": "integration"
  }
]

Report Format

The report command outputs a formatted summary:

🪄 **Magic Need Report** — 4 pending

🔌 **INTEGRATION** (2)
  • API for recent deploys of auth-service
  • Feature flags toggled recently

📊 **OBSERVABILITY** (1)
  • CPU metrics for upstream database

📝 **GENERAL** (1)
  • Tool to visualize data flow

Best Practices

Good Need Descriptions

Be specific about what you need:

• ✅ "API endpoint for deploys in the last 2 hours, filtered by service name"
• ✅ "CPU and memory metrics for upstream auth-service pods"
• ✅ "Feature flags that changed in the last 24h for api-gateway"
• ✅ "Sentry errors grouped by affected user segment"

Bad Need Descriptions

Avoid vague descriptions:

• ❌ "need more data"
• ❌ "can't do this without tools"
• ❌ "would be nice to have logs"

Integration Roadmap

Periodically review the generated reports to:

1. Identify patterns (which categories have the most needs?)
2. Prioritize integrations (which needs block the most tasks?)
3. Build the most impactful tools first

CLI Reference

See scripts/cli.js for the full implementation.

Commands

Command	Description
cli.js "description"	Register a new need
cli.js list	List all needs
cli.js report	Generate formatted report
cli.js clear	Archive pending needs

Cron Integration

To receive daily reports, set up a cronjob:

# Daily at 10 PM
0 22 * * * node ~/.openclaw/skills/magic-need/scripts/cli.js report | your-notification-script

Or use OpenClaw's cron system to send reports to a Discord channel.