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promptfolio-summarize

Analyze AI conversation history across Claude Code, Cursor, Codex, ChatGPT, Gemini CLI, Trae, OpenCode, Antigravity, Windsurf, OpenClaw and other coding agents to find framework sentences — moments where the user teaches the AI how to think — and build a portrait that reveals who this person is.

skill-install — Terminal

Install via CLI (Recommended)

clawhub install openclaw/skills/skills/billc8128/promptfolio-summarize
Or

What This Skill Does

The promptfolio-summarize skill is designed to transform raw AI interaction logs into a personal psychological portrait. Unlike traditional summarization tools that focus on project outcomes, this skill scans your interaction history with AI coding agents (such as Claude Code, Cursor, Windsurf, and others) over the last 30 days to identify 'framework sentences.' These are the moments where you explicitly define how an AI should reason, prioritize, or interpret problems. By analyzing these pedagogical moments, promptfolio-summarize paints a vivid picture of your cognitive style, engineering philosophy, and unique problem-solving approach.

Installation

To install this skill, run the following command in your terminal: clawhub install openclaw/skills/skills/billc8128/promptfolio-summarize

After installation, ensure you have the necessary permissions for the agent to access your local configuration folders. The skill will automatically trigger an update check to verify that you are using the latest version of the analyzer.

Use Cases

  • Professional Self-Reflection: Gain insight into your own communication patterns when working with complex systems and AI teammates.
  • Personal Branding: Export your 'framework sentences' to showcase your architectural and philosophical thinking to the promptfolio community.
  • Collaborative Optimization: Understand how your specific way of 'teaching' the AI influences project outcomes, allowing you to iterate on your collaboration style for future sprints.

Example Prompts

  1. 'Run promptfolio-summarize and draft a new portrait based on my coding sessions from the last three weeks.'
  2. 'Check for updates and then analyze my recent interaction history to identify my recurring framework sentences.'
  3. 'Generate my promptfolio profile and highlight how my approach to architecture has evolved in the last month.'

Tips & Limitations

  • Focus on Teaching: The skill is most effective when you engage in 'meta-cognition' with your AI—explaining why a solution should be implemented in a specific way rather than just requesting code snippets.
  • Authentication: The skill requires an active session with the promptfolio platform. If your token expires, run the provided device authorization script via your agent console.
  • Privacy: Note that this skill reads local chat logs; ensure your environment variables and logs do not contain sensitive credentials before executing the analysis.

Metadata

Author@billc8128
Stars4473
Views1
Updated2026-05-01
View Author Profile
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Add to Configuration

Paste this into your clawhub.json to enable this plugin.

{
  "plugins": {
    "official-billc8128-promptfolio-summarize": {
      "enabled": true,
      "auto_update": true
    }
  }
}

Tags(AI)

#personality#reflection#coding-agent#analytics#prompt-engineering
Safety Score: 4/5

Flags: file-read, data-collection, external-api