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developer-growth-analysis

Analyzes your recent Claude Code chat history to identify coding patterns, development gaps, and areas for improvement, curates relevant learning resources from HackerNews, and automatically sends a personalized growth report to your Slack DMs.

Install / Use

npx skills add ComposioHQ/awesome-claude-skills --skill developer-growth-analysis

Installs into whichever agent you are using.

About this skill
📄

SKILL.md

Installable skill definition

Quality Score

100/100

Category

Automation

Supported Platforms

Claude Code
Zed

Our assessment of developer-growth-analysis

developer-growth-analysis scores 100/100 on our quality scale, 5th of 860 Automation skills we index (top 1%).

Its SKILL.md is 15 KB long, well organised into 22 sections with 4 code examples: a thorough specification that gives an agent plenty to work with.

With 75,586 GitHub stars, it is one of the more widely adopted skills in the catalogue.

Substance
30/30
Structure
20/20
Description
15/15
Adoption
20/20
Freshness
15/15

Maintenance, license and trust

  • The repository was last updated 6 days ago, so developer-growth-analysis is actively maintained.
  • No license is declared. By default that means all rights are reserved: you can read it, but reusing or redistributing it is not clearly permitted. Ask the author before building on it commercially.
  • Its trust signals score 88/100, with 1 caution from licensing, adoption, age or documentation. These come from repository metadata, not a code audit — read the skill file before letting an agent act on it.

Safety scan

No issues found

Our scan of the whole file found no instruction hijacking, hidden characters, credential access, data exfiltration or destructive commands.

Automated pattern scan on 2026-09-24. It catches known dangerous patterns, not every risk — read a skill before letting an agent act on it.

developer-growth-analysis compared with similar skills

developer-growth-analysis has the highest quality score among these 4 similar skills, though 3 alternatives have been updated more recently.

SkillScoreStarsUpdatedFormat
developer-growth-analysis (this skill)by ComposioHQ10075.6k6d agoSKILL.md
Agent-Reachby Panniantong10085.3k9d agoCLAUDE.md
rufloby ruvnet10073.2ktodayCLAUDE.md
Scraplingby D4Vinci10083.4ktodayMCP Server
algorithmic-artby anthropics100177.9k2d agoSKILL.md

Frequently asked questions

How do I install developer-growth-analysis?
Run npx skills add ComposioHQ/awesome-claude-skills --skill developer-growth-analysis. The install tabs above show the steps for each supported agent.
Which AI agents does developer-growth-analysis work with?
It is written for Claude Code and Zed, as a SKILL.md file. Other agents that read the same format can often use it too.
Is developer-growth-analysis safe to use?
Our scan of the whole file found no instruction hijacking, hidden characters, credential access, data exfiltration or destructive commands. It declares no license and scores 88/100 on trust signals. Skills are instructions an agent will follow, so read the file before installing it and do not approve commands you do not understand.
Is developer-growth-analysis still maintained?
The repository was last updated 6 days ago, so developer-growth-analysis is actively maintained.

name: developer-growth-analysis description: Analyzes your recent Claude Code chat history to identify coding patterns, development gaps, and areas for improvement, curates relevant learning resources from HackerNews, and automatically sends a personalized growth report to your Slack DMs.

Developer Growth Analysis

This skill provides personalized feedback on your recent coding work by analyzing your Claude Code chat interactions and identifying patterns that reveal strengths and areas for growth.

When to Use This Skill

Use this skill when you want to:

  • Understand your development patterns and habits from recent work
  • Identify specific technical gaps or recurring challenges
  • Discover which topics would benefit from deeper study
  • Get curated learning resources tailored to your actual work patterns
  • Track improvement areas across your recent projects
  • Find high-quality articles that directly address the skills you're developing

This skill is ideal for developers who want structured feedback on their growth without waiting for code reviews, and who prefer data-driven insights from their own work history.

What This Skill Does

This skill performs a six-step analysis of your development work:

  1. Reads Your Chat History: Accesses your local Claude Code chat history from the past 24-48 hours to understand what you've been working on.

  2. Identifies Development Patterns: Analyzes the types of problems you're solving, technologies you're using, challenges you encounter, and how you approach different kinds of tasks.

  3. Detects Improvement Areas: Recognizes patterns that suggest skill gaps, repeated struggles, inefficient approaches, or areas where you might benefit from deeper knowledge.

  4. Generates a Personalized Report: Creates a comprehensive report showing your work summary, identified improvement areas, and specific recommendations for growth.

  5. Finds Learning Resources: Uses HackerNews to curate high-quality articles and discussions directly relevant to your improvement areas, providing you with a reading list tailored to your actual development work.

  6. Sends to Your Slack DMs: Automatically delivers the complete report to your own Slack direct messages so you can reference it anytime, anywhere.

How to Use

Ask Claude to analyze your recent coding work:

Analyze my developer growth from my recent chats

Or be more specific about which time period:

Analyze my work from today and suggest areas for improvement

The skill will generate a formatted report with:

  • Overview of your recent work
  • Key improvement areas identified
  • Specific recommendations for each area
  • Curated learning resources from HackerNews
  • Action items you can focus on

Instructions

When a user requests analysis of their developer growth or coding patterns from recent work:

  1. Access Chat History

    Read the chat history from ~/.claude/history.jsonl. This file is a JSONL format where each line contains:

    • display: The user's message/request
    • project: The project being worked on
    • timestamp: Unix timestamp (in milliseconds)
    • pastedContents: Any code or content pasted

    Filter for entries from the past 24-48 hours based on the current timestamp.

  2. Analyze Work Patterns

    Extract and analyze the following from the filtered chats:

    • Projects and Domains: What types of projects was the user working on? (e.g., backend, frontend, DevOps, data, etc.)
    • Technologies Used: What languages, frameworks, and tools appear in the conversations?
    • Problem Types: What categories of problems are being solved? (e.g., performance optimization, debugging, feature implementation, refactoring, setup/configuration)
    • Challenges Encountered: What problems did the user struggle with? Look for:
      • Repeated questions about similar topics
      • Problems that took multiple attempts to solve
      • Questions indicating knowledge gaps
      • Complex architectural decisions
    • Approach Patterns: How does the user solve problems? (e.g., methodical, exploratory, experimental)
  3. Identify Improvement Areas

    Based on the analysis, identify 3-5 specific areas where the user could improve. These should be:

    • Specific (not vague like "improve coding skills")
    • Evidence-based (grounded in actual chat history)
    • Actionable (practical improvements that can be made)
    • Prioritized (most impactful first)

    Examples of good improvement areas:

    • "Advanced TypeScript patterns (generics, utility types, type guards) - you struggled with type safety in [specific project]"
    • "Error handling and validation - I noticed you patched several bugs related to missing null checks"
    • "Async/await patterns - your recent work shows some race conditions and timing issues"
    • "Database query optimization - you rewrote the same query multiple times"
  4. Generate Report

    Create a comprehensive report with this structure:

    # Your Developer Growth Report
    
    **Report Period**: [Yesterday / Today / [Custom Date Range]]
    **Last Updated**: [Current Date and Time]
    
    ## Work Summary
    
    [2-3 paragraphs summarizing what the user worked on, projects touched, technologies used, and overall focus areas]
    
    Example:
    "Over the past 24 hours, you focused primarily on backend development with three distinct projects. Your work involved TypeScript, React, and deployment infrastructure. You tackled a mix of feature implementation, debugging, and architectural decisions, with a particular focus on API design and database optimization."
    
    ## Improvement Areas (Prioritized)
    
    ### 1. [Area Name]
    
    **Why This Matters**: [Explanation of why this skill is important for the user's work]
    
    **What I Observed**: [Specific evidence from chat history showing this gap]
    
    **Recommendation**: [Concrete step(s) to improve in this area]
    
    **Time to Skill Up**: [Brief estimate of effort required]
    
    ---
    
    [Repeat for 2-4 additional areas]
    
    ## Strengths Observed
    
    [2-3 bullet points highlighting things you're doing well - things to continue doing]
    
    ## Action Items
    
    Priority order:
    1. [Action item derived from highest priority improvement area]
    2. [Action item from next area]
    3. [Action item from next area]
    
    ## Learning Resources
    
    [Will be populated in next step]
    
  5. Search for Learning Resources

    Use Rube MCP to search HackerNews for articles related to each improvement area:

    • For each improvement area, construct a search query targeting high-quality resources
    • Search HackerNews using RUBE_SEARCH_TOOLS with queries like:
      • "Learn [Technology/Pattern] best practices"
      • "[Technology] advanced patterns and techniques"
      • "Debugging [specific problem type] in [language]"
    • Prioritize posts with high engagement (comments, upvotes)
    • For each area, include 2-3 most relevant articles with:
      • Article title
      • Publication date
      • Brief description of why it's relevant
      • Link to the article

    Add this section to the report:

    ## Curated Learning Resources
    
    ### For: [Improvement Area]
    
    1. **[Article Title]** - [Date]
       [Description of what it covers and why it's relevant to your improvement area]
       [Link]
    
    2. **[Article Title]** - [Date]
       [Description]
       [Link]
    
    [Repeat for other improvement areas]
    
  6. Present the Complete Report

    Deliver the report in a clean, readable format that the user can:

    • Quickly scan for key takeaways
    • Use for focused learning planning
    • Reference over the next week as they work on improvements
    • Share with mentors if they want external feedback
  7. Send Report to Slack DMs

    Use Rube MCP to send the complete report to the user's own Slack DMs:

    • Check if Slack connection is active via RUBE_SEARCH_TOOLS
    • If not connected, use RUBE_MANAGE_CONNECTIONS to initiate Slack auth
    • Use RUBE_MULTI_EXECUTE_TOOL to send the report as a formatted message:
      • Send the report title and period as the first message
      • Break the report into logical sections (Summary, Improvements, Strengths, Actions, Resources)
      • Format each section as a well-structured Slack message with proper markdown
      • Include clickable links for the learning resources
    • Confirm delivery in the CLI output

    This ensures the user has the report in a place they check regularly and can reference it throughout the week.

Example Usage

Input

Analyze my developer growth from my recent chats

Output

# Your Developer Growth Report

**Report Period**: November 9-10, 2024
**Last Updated**: November 10, 2024, 9:15 PM UTC

## Work Summary

Over the past two days, you focused on backend infrastructure and API development. Your primary project was an open-source showcase application, where you made significant progress on connections management, UI improvements, and deployment configuration. You worked with TypeScript, React, and Node.js, tackling challenges ranging from data security to responsive design. Your work shows a balance between implementing features and addressing technical debt.

## Improvement Areas (Prioritized)

### 1. Advanced TypeScript Patterns and Type Safety

**Why This Matters**: TypeScript is central to your work, but leveraging its advanced features (generics, utility types, conditional types, type guards) can significantly improve code reliability and reduce runtime errors. Better type safety catches bugs at compile time rather than in production.

**What I Observed**: In your recent chats, you were working with connection data structures and struggled a few times with typing auth configurations properly. You also had to iterate on union types for different connection states. There's an opportunity to use discriminated unions and type guards more effectively.

**Recommendation**: Study TypeScript's advanced type system, particularly utility types (Omit, Pick, Record), conditional types, and discriminated unions. Apply these patterns to your connection configuration handling and auth state management.

**Time to Skill Up**: 5-8 hours of focused learning and practice

### 2. Secure Data Handling and Information Hiding in UI

**Why This Matters**: You identified and fixed a security concern where sensitive connection data was being displayed in your console. Preventing information leakage is critical for applications handling user credentials and API keys. Good practices here prevent security incidents and user trust violations.

**What I Observed**: You caught that your "Your Apps" page was showing full connection data including auth configs. This shows good security instincts, and the next step is building this into your default thinking when handling sensitive information.

**Recommendation**: Review security best practices for handling sensitive data in frontend applications. Create reusable patterns for filtering/masking sensitive information before displaying it. Consider implementing a secure data layer that explicitly whitelist what can be shown in the UI.

**Time to Skill Up**: 3-4 hours

### 3. Component Architecture and Responsive UI Patterns

**Why This Matters**: You're designing UIs that need to work across different screen sizes and user interactions. Strong component architecture makes it easier to build complex UIs without bugs and improves maintainability.

**What I Observed**: You worked on the "Marketplace" UI (formerly Browse Tools), recreating it from a design image. You also identified and fixed scrolling issues where content was overflowing containers. There's an opportunity to strengthen your understanding of layout containment and responsive design patterns.

**Recommendation**: Study React component composition patterns and CSS layout best practices (especially flexbox and grid). Focus on container queries and responsi

Truncated for display — read the full file on GitHub.

Related Skills

View on GitHub
GitHub Stars75.6k
CategoryAutomation
Updated6d ago
Forks8.8k

Languages

Python

Trust signals

88/100

From repository metadata: license, adoption, age and documentation. Not a code audit — see the Safety scan above for what the skill file itself contains.

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