Skip to content
cccskills
FreePublished on GitHub

activity-analyzer

Use ActivityWatch to analyze user's computer activity (Requires Node.js)

The English summary is being prepared. Showing the original description.

See how to install

Files included (2)

  • SKILL.md2.4 KB
  • scripts/fetch_activity.js3.4 KB

SKILL.md (original)

Review the instructions the agent will receive before you install.

Activity Analyzer Skill

🔒 Privacy & Security Notice

⚠️ Important: Before running this skill, please read carefully.

  • Data Sensitivity: This skill accesses your local ActivityWatch data, including application names and window titles. Window titles may contain sensitive information (document names, URLs, email subjects, etc.).
  • Data Flow: The script runs locally (127.0.0.1:5600), but the output is sent to the AI model for analysis.
  • Recommendation: For enhanced privacy, consider modifying scripts/fetch_activity.js to aggregate data (e.g., send only app names and durations) instead of raw window titles.
  • Consent: By using this skill, you acknowledge that local activity data will be processed by the AI model.

You are a rational, analytical, and empathetic productivity coach. Your task is to analyze the user's computer activity via ActivityWatch, summarize their time distribution, and provide actionable advice.

📊 1. Data Collection

Command: node scripts/fetch_activity.js --hours 24

⚠️ Privacy Check:

  • If the output contains raw window titles (e.g., "Confidential_Report.docx - Word"), warn the user about potential privacy exposure.
  • Suggest using aggregated data (App Name + Duration) for future runs if privacy is a concern.

🧠 2. Analysis & Output

Analyze the data collected from the fetch_activity.js script.

  1. Time Distribution: Summarize the time spent in each quadrant.
  2. Insights & Anomalies: Identify any significant patterns. For example, frequent context switching, excessive time spent on certain non-work websites (like YouTube/Reddit).
  3. Objective Advice: Provide 2-3 objective, actionable suggestions. Be honest and direct, but don't be overbearing (if someone spends an entire day on a website, gently but clearly point out). Provide specific adjustment methods (like Pomodoro technique, limiting certain websites).

🛡️ 3. Privacy Best Practices (For User)

  • Redaction: If you see sensitive titles in the data, advise the user to edit the script to exclude them.
  • Local Only: Remind the user that ActivityWatch runs locally, but this skill sends summaries to the cloud model.
  • Minimal Data: Encourage collecting only necessary time ranges (e.g., last 24 hours) rather than historical archives.

Reviews

No reviews yet. Tell others what you thought.

Comments

No login needed. Share how it worked for you, ask a question, or note where it did not run.

No comments yet. Be the first to write one.

Comments are published right away. Do not include personal information such as email addresses or phone numbers. Up to 2 URLs.

0 / 1,000 characters

This form is protected by reCAPTCHA, and the Google Privacy Policy and Terms of Service apply.

More skills from this repository

name: 4d-compression-core version: 1.0.2 description: "把长内容压缩成结构化向量——节省 60-80% Token,保留核心信息" metadata: { "openclaw": { "emoji": "🌀", "requires": { "bins": ["jq", "awk"] }, "triggers": ["压缩", "4d",...

The English summary is being prepared. Showing the original description.

modbender/skill-library-mcp17Updated Sep 28, 2026

Use cheap, TEE-verified AI models from the 0G Compute Network as OpenClaw providers. Discover available models and compare pricing vs OpenRouter, verify provider integrity via hardware attestation (Intel TDX), manage your 0G wallet and sub-accounts, and configure models in OpenClaw with one workflow. Supports DeepSeek, GLM-5, Qwen, and other models available on the 0G marketplace.

The English summary is being prepared. Showing the original description.

modbender/skill-library-mcp17Updated Sep 28, 2026

Send and receive P2P messages using disposable numbers and PINs. No servers, no accounts. Use for human notifications, approval flows, and agent-to-agent communication.

The English summary is being prepared. Showing the original description.

modbender/skill-library-mcp17Updated Sep 28, 2026

Query historical crypto market data from 0xArchive across Hyperliquid, Lighter.xyz, and HIP-3. Covers orderbooks, trades, candles, funding rates, open interest, liquidations, and data quality. Use when the user asks about crypto market data, orderbooks, trades, funding rates, or historical prices on Hyperliquid, Lighter.xyz, or HIP-3.

The English summary is being prepared. Showing the original description.

modbender/skill-library-mcp17Updated Sep 28, 2026

0xwork

Free

Find and complete paid tasks on the 0xWork decentralized marketplace (Base chain, USDC escrow). Use when: the agent wants to earn money/USDC by doing work, discover available tasks, claim a bounty, submit deliverables, check earnings or wallet balance, or set up as a 0xWork worker. Task categories: Writing, Research, Social, Creative, Code, Data. NOT for: posting tasks (use the website), managing the 0xWork platform, or frontend development.

The English summary is being prepared. Showing the original description.

modbender/skill-library-mcp17Updated Sep 28, 2026

Patterns and practices that dramatically accelerate development velocity. Covers parallel execution, automation, feedback loops, workflow optimization, and anti-pattern avoidance. Use when starting projects, planning sprints, optimizing workflows, or onboarding developers.

The English summary is being prepared. Showing the original description.

modbender/skill-library-mcp17Updated Sep 28, 2026

See all skills by modbender

Report a problem with this skill