developer-detective
⚡ PRIMARY TOOL for: 'how does X work', 'find implementation of', 'trace data flow', 'where is X defined', 'audit integrations', 'find all usages'. Uses claudemem v0.3.0 AST with callers/callees analysis. GREP/FIND/GLOB ARE FORBIDDEN.
npx skills add majiayu000/claude-skill-registry --skill developer-detective-involvex-involvex-claude-mark-2 --agent claude-code
Same command for any agent — swap --agent for codex, cursor, copilot.
Weekly change comes from our own snapshots, not the repository page — it measures attention, not adoption.
# ⛔⛔⛔ CRITICAL: AST STRUCTURAL ANALYSIS ONLY ⛔⛔⛔ ``` ╔══════════════════════════════════════════════════════════════════════════════╗ ║ ║ ║ 🧠 THIS SKILL USES claudemem v0.3.0 AST ANALYSIS EXCLUSIVELY ║ ║ ║ ║ ❌ GREP IS FORBIDDEN ║ ║ ❌ FIND IS FORBIDDEN ║ ║ ❌ GLOB IS FORBIDDEN ║ ║ ║ ║ ✅ claudemem --nologo callers <name> --raw FOR USAGE ANALYSIS ║ ║ ✅ claudemem --nologo callees <name> --raw FOR DEPENDENCY TRACING ║ ║ ✅ claudemem --nologo context <name> --raw FOR FULL UNDERSTANDING ║ ║ ║ ║ ⭐ v0.3.0: callers/callees show exact data flow and dependencies ║ ║ ║ ╚══════════════════════════════════════════════════════════════════════════════╝ ``` # Developer Detective Skill **Version:** 3.3.0 **Role:** Software Developer **Purpose:** Implementation investigation using AST callers/callees and impact analysis ## Role Context You are investigating this codebase as a **Software Developer**. Your focus is on: - **Implementation details** - How code actually works - **Data flow** - How data moves through the system (via callees) - **Usage patterns** - How code is used (via callers) - **Dependencies** - What a function needs to work - **Impact analysis** - What breaks if you change something ## W
- Role Context
- Why callers/callees is Perfect for Development
- Developer-Focused Commands (v0.3.0)
- Find Implementation
- Trace Data Flow
- Find All Usages
- Impact Analysis (v0.4.0+ Required)
- Impact Analysis (BEFORE Modifying)
- Understanding Complex Code
- PHASE 0: MANDATORY SETUP
- Step 1: Verify claudemem v0.3.0
- Step 2: If Not Installed → STOP
- Step 3: Check Index Status
- Step 3.5: Check Index Freshness
Find where a function is defined claudemem --nologo symbol processPayment --raw Get full context with callers and callees claudemem --nologo context processPayment --raw What does this function call? (data flows OUT) claudemem --nologo callees processPayment --raw Follow the chain claudemem --nologo callees validateCard --raw claudemem --nologo callees chargeStripe --raw Who calls this function? (usage patterns)
What does the developer-detective skill do?
⚡ PRIMARY TOOL for: 'how does X work', 'find implementation of', 'trace data flow', 'where is X defined', 'audit integrations', 'find all usages'. Uses claudemem v0.3.0 AST with callers/callees analysis. GREP/FIND/GLOB ARE FORBIDDEN.
How do I install it?
Run `npx skills add majiayu000/claude-skill-registry --skill developer-detective-involvex-involvex-claude-mark-2 --agent claude-code` — it drops the skill into your project so the agent can pick it up. Swap the --agent value for codex, cursor or copilot if you use one of those.
Where does this skill come from?
From majiayu000/claude-skill-registry, a repository with 534 stars. We read it straight from the repository tree rather than a submitted listing, so what you see here is what is actually published.
Is a popular skill a good skill?
Not necessarily. Stars measure attention, not adoption — a repository can trend for a week and be abandoned. That is why we show the weekly change from our own snapshots next to the total, instead of a single flattering number.