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Provides autonomous project pattern learning by analyzing the codebase to discover development conventions, architectural patterns, and coding standards, then generates project rule files in .claude/rules/. Use when user asks to "learn from project", "extract project rules",

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developer-kit
369116 skills44 agents35 commands2 MCP

Claude Code

$ npx -y skills add giuseppe-trisciuoglio/developer-kit --skill learn --agent claude-code

SKILL.md

learn.SKILL.md
name: learn
description: Provides autonomous project pattern learning by analyzing the codebase to discover development conventions, architectural patterns, and coding standards, then generates project rule files in .claude/rules/. Use when user asks to "learn from project", "extract project rules", "analyze codebase conventions", "discover project patterns", or wants to auto-generate Claude Code rules for the current project.
allowed-tools: Read, Write, Edit, Bash, Glob, Grep, Task, AskUserQuestion

Learn

Autonomously analyzes a project's codebase to discover development patterns, conventions, and architectural decisions, then generates project rule files in `.claude/rules/` for Claude Code to follow.

Overview

This skill acts as the **Orchestrator** in a two-agent architecture. It coordinates the overall workflow: gathering project context, delegating deep analysis to the `learn-analyst` sub-agent, filtering and ranking results, presenting findings to the user, and persisting approved rules to `.claude/rules/`.

The separation of concerns ensures the analyst operates with a focused forensic prompt while the orchestrator manages user interaction and file persistence.

When to Use

Use this skill when:

  • User asks to "learn from this project" or "understand project conventions"
  • User wants to auto-generate `.claude/rules/` files from the existing codebase
  • User asks to "extract project rules" or "discover patterns"
  • User wants Claude Code to learn the project's coding standards
  • After joining a new project and wanting to codify existing conventions
  • Before starting a large feature to ensure Claude follows project patterns

**Trigger phrases:** "learn from project", "extract rules", "analyze conventions", "discover patterns", "generate project rules", "learn codebase", "auto-generate rules"

Instructions

Phase 1: Project Context Assessment

Before delegating to the analyst, gather high-level project context:

1. **Verify project root**: Confirm the current working directory is a project root (has `package.json`, `pom.xml`, `pyproject.toml`, `go.mod`, `.git/`, or similar markers)

2. **Check existing rules**: Scan for pre-existing rule files to understand what is already documented:

# Check for existing rules
ls -la .claude/rules/ 2>/dev/null || echo "No .claude/rules/ directory found"
cat CLAUDE.md 2>/dev/null || echo "No CLAUDE.md found"
cat AGENTS.md 2>/dev/null || echo "No AGENTS.md found"
ls -la .cursorrules 2>/dev/null || echo "No .cursorrules found"

3. **Assess project size**: Get a quick overview of the project scope:

# Quick project overview
find . -maxdepth 1 -type f -name "*.json" -o -name "*.toml" -o -name "*.xml" -o -name "*.gradle*" -o -name "Makefile" -o -name "*.yaml" -o -name "*.yml" | head -20
find . -type f -name "*.ts" -o -name "*.js" -o -name "*.java" -o -name "*.py" -o -name "*.go" -o -name "*.php" | wc -l

4. **Inform the user**: Briefly tell the user what you found and that you are about to start analysis:

  • "I found a [TypeScript/NestJS] project with [N] source files and [M] existing rules. Starting deep analysis..."

Phase 2: Delegate to Analyst Sub-Agent

Invoke the `learn-analyst` sub-agent to perform the deep codebase analysis.

Use the **Task tool** to delegate analysis to the `learn-analyst` agent:

  • **Agent**: `learn-analyst`
  • **Prompt**: "Analyze the codebase in the current working directory. Follow your full process: discovery, pattern extraction, classification, and prioritization. Return your findings as a JSON report."
  • **Mode**: Run synchronously to receive the JSON report directly

The analyst will return a structured JSON report with classified findings.

Phase 3: Review and Filter Results

Process the analyst's report:

1. **Parse the JSON report** returned by the analyst 2. **Validate findings**: Ensure each finding has:

  • A clear title
  • Evidence from at least 2 files
  • Impact score ≥ 4 (discard low-impact findings)
  • Well-formed markdown content

3. **Deduplicate against existing rules**: Compare each finding title and content against existing `.claude/rules/` files. Skip findings that duplicate existing rules. 4. **Select top 3**: From the remaining findings, select the top 3 by impact score. If fewer than 3 remain after filtering, present whatever is left. 5. **If zero findings remain**: Inform the user that the project is already well-documented or no significant undocumented patterns were found.

Phase 4: Present to User

Present the filtered findings to the user in a clear, structured format:

I analyzed your codebase and found N patterns worth documenting as project rules:

1. **[RULE]** <Title> (Impact: X/10)
   <One-line explanation>

2. **[RULE]** <Title> (Impact: X/10)
   <One-line explanation>

3. **[RULE]** <Title> (Impact: X/10)
   <One-line explanation>

Then ask the user for confirmation using **AskUserQuestion**:

  • Present choices: "Save all N rules", "Let me choose which ones to save", "Cancel — don't save anything"
  • If the user wants to select individually, present each rule one by one with "Save / Skip" options
  • **Never save automatically** — always require explicit user approval

Phase 5: Persist Approved Rules

For each approved rule:

1. **Ensure directory exists**:

mkdir -p .claude/rules

2. **Generate the file name**: Use the finding's `title` field converted to kebab-case:

  • Example: `"API Response Envelope Convention"` → `api-response-envelope-convention.md`
  • Avoid generic names like `rule-1.md` or `learned-pattern.md`

3. **Check for conflicts**: Before writing, check if a file with the same name already exists:

  • If it exists, present a diff to the user and ask whether to replace, merge, or skip

4. **Write the rule file**: Create the file in `.claude/rules/` with the analyst's pre-formatted content

5. **Confirm to user**: After saving, list all created files:

✅ Rules saved successfully:
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@giuseppe-trisciuoglio
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Questions about learn.

Which coding agents can use learn?
learn installs in Claude Code, Codex, Cursor, Gemini CLI, GitHub Copilot, OpenCode and Windsurf with the skills CLI, using each agent's flag shown on this page. Flowy's auto-invocation, which fires a skill when your prompt matches, runs in Claude Code only.