SkillsLib.ai

Osgrep

Find code by concept using natural language semantic search

4.4(51 reviews)
1,000+ downloads
Updated Nov 2026
Verified SafeSecurity VerifiedThis skill was analyzed by our AI security scanner for harmful content including data exfiltration, system manipulation, credential theft, and prompt injection. No threats were detected.

What You Can Do

You can locate code by describing what it does rather than searching for specific syntax. Ask questions like "where is auth validated", "how are plugins loaded", or "find the retry logic" and get back file paths with line numbers and relevant code snippets. This works across large codebases to help you understand system architecture, trace implementation details, and discover how features are built.

Features

Natural language queries

describe code behavior and get semantic matches across your codebase

Concept-based search

find code by what it does, not by exact text or variable names

File path and line numbers

pinpoint exact locations in your project structure

Code snippet previews

see up to 16-line code samples to validate matches before diving deep

Scoped searches

optionally narrow searches to specific directories or packages

Architectural discovery

map system-level patterns like authentication flows, plugin loading, or middleware chains

Multi-file pattern recognition

identify how similar logic is implemented across different parts of your codebase

Example Output

Query: osgrep "where is user authentication validated"

Results:

code
gateway/middleware/auth.js:42-58 — Validates session tokens and user roles
services/auth/validator.js:18-34 — Checks JWT signature and expiration
utils/security.js:105-120 — Core validation logic with permission checks

Query: osgrep "how are plugins loaded and initialized"

Results:

code
plugins/loader.js:1-16 — Plugin discovery and registration
core/plugin-registry.js:45-62 — Initialization sequence
config/plugin-config.json:1-30 — Plugin configuration structure

What's Included

  • SKILL.md: Complete osgrep reference with query strategies and best practices
  • Query Strategy Framework: Guidance for architectural vs. targeted implementation searches
  • Output Interpretation Guide: How to read results and when to drill deeper into full files
  • Real-World Query Examples: Authentication, plugin systems, middleware, configuration patterns

Who It's For

  • Backend engineers navigating unfamiliar codebases or microservices architectures
  • Full-stack developers learning how features are implemented across layers
  • DevOps engineers tracing logging, monitoring, or deployment logic
  • Tech leads conducting code reviews and understanding system design decisions
  • Onboarding developers discovering where core functionality lives

Best For

  • Finding where specific features or business logic are implemented
  • Understanding authentication, authorization, and security flows
  • Tracing how configuration is loaded and applied
  • Discovering plugin architectures and middleware chains
  • Mapping error handling and retry patterns across codebases
  • Locating database queries, API endpoints, or service integrations

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