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AI Opportunity Radar — Discover What In Your Life Should Be Automated

Name: AI Opportunity Radar — Discover What In Your Life Should Be Automated
Author: itsukikuchiki

by itsukikuchiki · GitHub ↗ · v2.0.1 · MIT-0

cross-platform ✓ Security Clean

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Install in OpenClaw

/install ai-opportunity-radar

Description

Discover what in your life could be automated through casual daily conversations.

README (SKILL.md)

AI Opportunity Radar

An AI lifestyle observer that helps you discover what in your life could be automated.

Instead of tracking tasks or filling out forms, you simply talk about your day.

Over time, the AI observes patterns and surfaces opportunities for automation.

Quick Pitch

AI Opportunity Radar helps you answer one simple question:

What in my life should be automated?

Through casual conversations, it gradually detects:

• repetitive tasks
• frustrating workflows
• hidden time sinks
• structured manual processes

Key Features

1. Conversational Check-ins

Light daily check-ins that feel like chatting, not reporting.

2. Smart Pattern Detection

The AI observes repeated behaviors and identifies patterns in your workflow.

3. Friction Awareness

It notices where you get stuck — whether it's time, information, or decision-related.

4. Daily Best Action

Each day, you receive one small, practical action that helps move things forward.

5. Weekly Human-like Insight

Weekly reflections highlight meaningful patterns in a natural, human tone.

6. Automation Opportunities

When patterns are strong, the AI suggests possible automation ideas or agents.

Easy Setup

Install in your chat and schedule:

12:00 / 18:00 / 24:00 → check-ins
08:00 → daily reflection
Monday 08:00 → weekly reflection

Example:

Install AI Opportunity Radar in this chat.
Ask me check-ins at 12:00, 18:00, 24:00.
Send daily reflection at 08:00 and weekly on Monday 08:00.

How It Works

Conversation → Memory → Insight

You talk → AI observes → patterns emerge → insights appear.

Design Philosophy

Conversation first, analysis second.

No pressure. No rigid structure.
Just natural interaction that gradually becomes insight.

Use Cases

• discovering automation opportunities
• improving workflows
• reflecting on daily routines
• building an AI-aware lifestyle

Final Goal

Help you naturally discover what in your life should be automated.

Usage Guidance

This skill is coherent with its description but it intentionally collects and stores conversational patterns over time. Before installing, consider: where does the agent store 'memory' (retention period and who can access it), avoid sharing sensitive account credentials or personal identifiers in check-ins, review how to disable or clear the skill's memory and how to pause immediate/unscheduled responses. If you need tighter privacy, ask the platform how memory is stored and whether you can limit or opt out of persistent storage.

Capability Analysis

Type: OpenClaw Skill Name: ai-opportunity-radar Version: 2.0.1 The 'ai-opportunity-radar' skill is a conversational assistant designed to identify automation opportunities in a user's daily routine through dialogue. Analysis of the core logic in prompt.md and SKILL.md reveals no evidence of data exfiltration, unauthorized system access, or malicious instructions; the agent's behavior is limited to conversational reflection and pattern detection based on user-provided input.

Capability Assessment

✓ Purpose & Capability

Name and description match the runtime instructions: casual conversation, pattern detection, and suggestions. The skill requests no binaries, credentials, or installs that would be disproportionate to its stated purpose.

ℹ Instruction Scope

The SKILL.md and prompt direct the agent to continuously collect and store 'Radar Memory' (repeated tasks, workflows, intentions) and to always respond immediately to user messages rather than only at scheduled check-ins. This behavior aligns with the stated goal but implies ongoing data collection and immediate responsiveness that have privacy and UX implications. The instructions do not ask the agent to read unrelated files, access external endpoints, or exfiltrate secrets.

✓ Install Mechanism

No install spec and no code files — instruction-only — so nothing is written to disk and no external packages are fetched.

✓ Credentials

The skill requires no environment variables, credentials, or config paths. All requested data (conversation and derived patterns) is proportional to the skill's stated purpose.

ℹ Persistence & Privilege

The skill asks the agent to store conversational 'Radar Memory' over time, which is consistent with its goal. It is not set to always:true and does not request special system-wide privileges, but persistent memory use has privacy implications that users should review in the host agent's settings.

How to Use

Make sure OpenClaw is installed (local or Docker)
Run the install command in chat: /install ai-opportunity-radar
After installation, invoke the skill by name or use /ai-opportunity-radar
Provide required inputs per the skill's parameter spec and get structured output

Version History

v2.0.1

- Documentation streamlined for clarity and brevity. - Key features summarized with clear headings. - Setup instructions simplified for easier onboarding. - Technical architecture and detailed memory descriptions removed for a more user-friendly overview. - Focus shifted to conversational experience and practical outcomes.

v2.0.0

AI Opportunity Radar 2.0.0 — Major Update - Streamlined design for more casual, conversational daily check-ins and reflections. - Introduced a layered "Radar Memory" system for deeper signal and pattern tracking. - Enhanced architecture explanation: now outlines Conversation, Signal, Pattern, and Opportunity Memory. - Refined feedback: daily responses are now lighter and less analytical, focusing on friendly acknowledgment. - Improved weekly insights: new Automation Radar visualization and clearer Agent Suggestion examples. - Documentation and setup instructions made more concise and accessible.

v1.1.2

**Summary:** This update refines the conversational design and guidance for daily check-ins, clarifies reflection timing, and introduces a new “Automation Readiness Score” in weekly reflections. - Daily check-ins now include short, supportive feedback from the AI after each answer, focused on companionship and encouragement (no analysis or suggestions). - Clarified separation: analysis and automation suggestions only occur in Daily and Weekly Reflections, not in daily check-ins. - Added “Automation Readiness Score” to Weekly Reflection for a quick estimate of automatable activity. - Expanded and clarified examples and user guidance. - Improved plain-language explanations for setup, workflow, and expected outcomes. - Minor structural and formatting updates for improved readability.

v1.1.1

### AI Opportunity Radar 1.1.1 - Introduced "Radar Memory" to accumulate behavioral signals for deeper, long-term analysis and improved automation suggestions. - Clarified that daily check-ins are solely for conversation and data gathering—not for immediate reflection or analysis. - Added support for version update notifications, shown once in the next Daily Reflection after an update. - Expanded explanation and examples for Weekly Reflections, Weekly Opportunity Radar, and Agent Suggestions. - Improved documentation of workflow, responsibilities, and user experience for daily check-ins and reflections.

v1.1.0

- Added an "Easy Setup" section explaining how to install and activate the skill directly from chat, with simple step-by-step instructions. - Clarified that no manual configuration or channel IDs are needed for setup. - Improved the "Language" section for clearer information about automatic language detection and response. - Minor formatting and instruction improvements throughout for better readability.

v1.0.1

- Initial release of AI Opportunity Radar as version 1.0.1. - Added core documentation files: prompt.md and skill.json.

v1.0.0

AI Opportunity Radar 1.0.0 – Initial Release - Launches a conversational skill to help users identify daily tasks that can be automated. - Engages users with three daily check-ins, focusing on reflection and pattern detection. - Provides daily and weekly AI-generated reflections, highlighting automation opportunities. - Focuses on conversation over rigid productivity tracking for a natural user experience. - Supports automatic adaptation to the user's language.

Metadata

Slug ai-opportunity-radar

Version 2.0.1

License MIT-0

All-time Installs 3

Active Installs 3

Total Versions 7

Frequently Asked Questions

What is AI Opportunity Radar — Discover What In Your Life Should Be Automated?

Discover what in your life could be automated through casual daily conversations. It is an AI Agent Skill for Claude Code / OpenClaw, with 487 downloads so far.

How do I install AI Opportunity Radar — Discover What In Your Life Should Be Automated?

Run "/install ai-opportunity-radar" in the OpenClaw or Claude Code chat to install it in one step — no extra setup required.

Is AI Opportunity Radar — Discover What In Your Life Should Be Automated free?

Yes, AI Opportunity Radar — Discover What In Your Life Should Be Automated is completely free, licensed under MIT-0. You can download, install and use it at no cost.

Which platforms does AI Opportunity Radar — Discover What In Your Life Should Be Automated support?

AI Opportunity Radar — Discover What In Your Life Should Be Automated is cross-platform and runs anywhere OpenClaw / Claude Code is available (cross-platform).

Who created AI Opportunity Radar — Discover What In Your Life Should Be Automated?

It is built and maintained by itsukikuchiki (@itsukikuchiki); the current version is v2.0.1.

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