How do I install the Code Intelligence skill?

Run npx skillmds@latest add winsorllc/code-intelligence in your terminal (requires Node.js), paste this page's agent-chat prompt into Claude, Cursor, or any MCP-connected agent, or download the SKILL.md file and copy it into your agent's skills directory.

Is Code Intelligence safe to use?

This skill has not completed SkillMD's automated safety review yet. SkillMD never runs a skill's scripts for you; review the SKILL.md before installing.

Which AI agents work with Code Intelligence?

This skill is tagged as working with Claude Code, Claude.ai, OpenAI Codex. SKILL.md is an open format, so most agents that read a skills directory can load it too.

Is Code Intelligence free to use?

Yes. Installing skills from SkillMD is free, and the skill stays under its author's original license.

Who published Code Intelligence?

winsorllc (@winsorllc) published this skill. Their other Agent Skills are listed on their SkillMD profile.

Code Intelligence by winsorllc — Agent Skill

Name: Code Intelligence
Author: winsorllc

File contents

Code Intelligence Skill

Advanced codebase analysis and search tools inspired by hybrid memory systems. This skill enables the agent to understand code relationships, search semantically, and analyze the impact of changes.

Setup

cd /job/.pi/skills/code-intelligence
npm install

Tools

Index Codebase

Build a searchable index of the codebase:

node index.js --scan /path/to/project

This creates:

Symbol table (functions, classes, exports)
Import/dependency graph
File metadata index

Semantic Search

Search for code by meaning, not just text:

# Find code related to authentication
node search.js "authentication middleware"

# Find where database connections are established
node search.js "database connection setup"

# Search with filters
node search.js "user validation" --type function --ext js,ts

Relationship Analysis

Understand code dependencies:

# What depends on this file?
node deps.js --dependents src/utils/api.js

# What does this file import?
node deps.js --imports src/utils/api.js

# Show full dependency chain
node deps.js --chain src/app.js

Impact Analysis

Predict what might break with changes:

# Analyze impact of modifying a function
node impact.js src/utils/auth.js --function verifyToken

# Check impact of file changes
node impact.js src/config/database.js

Code Q&A

Ask questions about the codebase:

node ask.js "Where is the JWT secret configured?"
node ask.js "How does error handling work in this project?"
node ask.js "What functions use the database connection?"

Architecture

The skill uses a layered approach:

Parser Layer: Tree-sitter for AST parsing
Index Layer: SQLite for fast lookups + JSON for graph data
Search Layer: Hybrid keyword + semantic matching
Analysis Layer: Graph algorithms for relationship mapping

Output Format

All tools output JSON for programmatic use or formatted text for readability:

# JSON output (for piping to other tools)
node search.js "auth" --json

# Formatted text (default)
node search.js "auth"

When to Use

Understanding large or unfamiliar codebases
Finding all usages of a function or variable
Assessing risk before making changes
Discovering patterns across the codebase
Answering "where is X?" questions
Code review preparation
Refactoring planning

Requirements

Node.js ≥18
Tree-sitter parsers for supported languages (auto-installed)

Supported Languages

JavaScript/TypeScript
Python
Rust
Go
Java
Ruby
And more via tree-sitter

Data Storage

Index files are stored in .code-intelligence/:

index.db - SQLite database
graph.json - Dependency graph
cache/ - Parsed AST cache

Add .code-intelligence/ to your .gitignore.

---name: code-intelligencedescription: Semantic code search, relationship mapping, and codebase intelligence. Provides deep code analysis including symbol search, dependency tracking, change impact analysis, and codebase Q&A.---# Code Intelligence SkillAdvanced codebase analysis and search tools inspired by hybrid memory systems. This skill enables the agent to understand code relationships, search semantically, and analyze the impact of changes.## Setup```bashcd /job/.pi/skills/code-intelligencenpm install```## Tools### Index CodebaseBuild a searchable index of the codebase:```bashnode index.js --scan /path/to/project```This creates:- Symbol table (functions, classes, exports)- Import/dependency graph- File metadata index### Semantic SearchSearch for code by meaning, not just text:```bash# Find code related to authenticationnode search.js "authentication middleware"# Find where database connections are establishednode search.js "database connection setup"# Search with filtersnode search.js "user validation" --type function --ext js,ts```### Relationship AnalysisUnderstand code dependencies:```bash# What depends on this file?node deps.js --dependents src/utils/api.js# What does this file import?node deps.js --imports src/utils/api.js# Show full dependency chainnode deps.js --chain src/app.js```### Impact AnalysisPredict what might break with changes:```bash# Analyze impact of modifying a functionnode impact.js src/utils/auth.js --function verifyToken# Check impact of file changesnode impact.js src/config/database.js```### Code Q&AAsk questions about the codebase:```bashnode ask.js "Where is the JWT secret configured?"node ask.js "How does error handling work in this project?"node ask.js "What functions use the database connection?"```## ArchitectureThe skill uses a layered approach:1. **Parser Layer**: Tree-sitter for AST parsing2. **Index Layer**: SQLite for fast lookups + JSON for graph data3. **Search Layer**: Hybrid keyword + semantic matching4. **Analysis Layer**: Graph algorithms for relationship mapping## Output FormatAll tools output JSON for programmatic use or formatted text for readability:```bash# JSON output (for piping to other tools)node search.js "auth" --json# Formatted text (default)node search.js "auth"```## When to Use- Understanding large or unfamiliar codebases- Finding all usages of a function or variable- Assessing risk before making changes- Discovering patterns across the codebase- Answering "where is X?" questions- Code review preparation- Refactoring planning## Requirements- Node.js ≥18- Tree-sitter parsers for supported languages (auto-installed)## Supported Languages- JavaScript/TypeScript- Python- Rust- Go- Java- Ruby- And more via tree-sitter## Data StorageIndex files are stored in `.code-intelligence/`:- `index.db` - SQLite database- `graph.json` - Dependency graph- `cache/` - Parsed AST cacheAdd `.code-intelligence/` to your `.gitignore`.

Frequently asked questions

Code Intelligence