Code Structural Search
Use ast-grep for AST-based code pattern matching.
When to Use
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Find code by structure, not keywords
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"Find all functions with 3 arguments"
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"Find all classes that extend X"
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"Find all database queries"
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"Find all error handling patterns"
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Precise code refactoring (change exact patterns)
Interface
Skill({ skill: 'code-structural-search', args: 'pattern-here --lang ts' });
Language Support
ast-grep supports 20+ languages via tree-sitter:
Language Flag File Extensions
JavaScript --lang js
.js, .jsx
TypeScript --lang ts
.ts, .tsx
Python --lang py
.py, .pyi
Go --lang go
.go
Rust --lang rs
.rs
Java --lang java
.java
C --lang c
.c, .h
C++ --lang cpp
.cpp, .cc, .hpp, .hh
C# --lang cs
.cs
Kotlin --lang kt
.kt, .kts
Swift --lang swift
.swift
PHP --lang php
.php
Ruby --lang rb
.rb
Lua --lang lua
.lua
Elixir --lang ex
.ex, .exs
HTML --lang html
.html, .htm
CSS --lang css
.css
JSON --lang json
.json
Bash --lang bash
.sh, .bash
Thrift --lang thrift
.thrift
Pattern Examples
JavaScript/TypeScript
Find all functions:
function $NAME($ARGS) { $$ }
Find functions with exactly 2 arguments:
function $NAME($A, $B) { $$ }
Find async functions:
async function $NAME($ARGS) { $$ }
Find class methods:
class $NAME { $METHOD($ARGS) { $$ } }
Find arrow functions:
const $NAME = ($ARGS) => { $$ }
Find console.log statements:
console.log($$$)
Find try-catch blocks:
try { $$ } catch ($ERR) { $$ }
Python
Find all functions:
def $NAME($ARGS): $$$
Find class definitions:
class $NAME: $$$
Find async functions:
async def $NAME($ARGS): $$$
Find imports:
import $MODULE
Find from imports:
from $MODULE import $$$
Go
Find all functions:
func $NAME($ARGS) $RETURN { $$ }
Find struct definitions:
type $NAME struct { $$$ }
Find interface definitions:
type $NAME interface { $$$ }
Rust
Find all functions:
fn $NAME($ARGS) -> $RETURN { $$ }
Find impl blocks:
impl $NAME { $$$ }
Find pub functions:
pub fn $NAME($ARGS) -> $RETURN { $$ }
Java
Find all methods:
public $RETURN $NAME($ARGS) { $$ }
Find class definitions:
public class $NAME { $$$ }
Find interface definitions:
public interface $NAME { $$$ }
Pattern Syntax
Symbol Meaning Example
$NAME
Single node/identifier function $NAME() {}
$$$
Zero or more statements/nodes class $NAME { $$$ }
$$
Zero or more statements (block) if ($COND) { $$ }
$_
Anonymous wildcard (discard) console.log($_)
Performance
-
Speed: <50ms per search (typical)
-
Best combined with semantic search (Phase 1)
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Use ripgrep first for initial file discovery
vs Other Tools
vs Ripgrep (grep):
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Ripgrep: Fast text search, finds keywords
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ast-grep: Structural search, finds exact code patterns
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Use ripgrep first → then ast-grep to refine
vs Semantic Search (Phase 1):
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Semantic: Understands code meaning
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ast-grep: Understands code structure
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Combined: Best results (Phase 2)
Usage Workflow
Broad search with ripgrep:
Skill({ skill: 'ripgrep', args: 'authenticate --type ts' })
Structural refinement with ast-grep:
Skill({ skill: 'code-structural-search', args: 'function authenticate($$$) { $$ } --lang ts' })
Semantic understanding with Phase 1:
Skill({ skill: 'code-semantic-search', args: 'authentication logic' })
Common Use Cases
Security Patterns
Find unvalidated inputs:
router.post($PATH, ($REQ, $RES) => { $$ })
Find SQL queries (potential injection):
db.query(SELECT * FROM ${$VAR})
Find eval usage:
eval($$$)
Code Quality Patterns
Find deeply nested functions:
function $NAME($ARGS) { if ($COND) { if ($COND2) { if ($COND3) { $$ } } } }
Find long parameter lists (>5 params):
function $NAME($A, $B, $C, $D, $E, $F, $$$) { $$ }
Find unused variables:
const $NAME = $VALUE;
Refactoring Patterns
Find old API usage:
oldAPI.deprecatedMethod($$$)
Find callback patterns (convert to async/await):
$FUNC($ARGS, ($ERR, $DATA) => { $$ })
Find React class components (convert to hooks):
class $NAME extends React.Component { $$$ }
Iron Laws
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ALWAYS specify the language with --lang flag — without a language flag, ast-grep applies heuristics that produce false positives; specify --lang ts , --lang py , etc. for accurate AST parsing.
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ALWAYS use ripgrep/keyword search first to narrow the target set — structural search over the whole codebase is slow; use ripgrep to find candidate files first, then apply ast-grep for precise matching.
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NEVER use regex for structural code patterns — regex breaks on formatting differences, nested structures, and multi-line code; AST patterns are format-independent and semantically precise.
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ALWAYS test patterns on a known match before running project-wide — patterns with incorrect syntax silently match nothing; verify the pattern finds at least one known example before broad application.
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ALWAYS use $$$ for variable argument lists, not * or . — ast-grep uses metavariable syntax ($NAME , $$$ , $$ ); regex or glob syntax in patterns produces silent failures.
Anti-Patterns
Anti-Pattern Why It Fails Correct Approach
No --lang flag Wrong parser applied; produces false positives and misses Always specify --lang ts , --lang py , etc.
Running project-wide without ripgrep pre-filter Slow on large codebases; many irrelevant results Use ripgrep to identify candidate files first
Regex for structural matching Breaks on multi-line, whitespace variations, nesting Use ast-grep AST patterns ($NAME , $$$ , etc.)
Untested pattern on full codebase Incorrect patterns silently return nothing Test on one known match first
Using * or . for wildcards Not valid ast-grep syntax; ignored or errors Use $NAME for single node, $$$ for sequences
Memory Protocol (MANDATORY)
Before starting: Read .claude/context/memory/learnings.md
After completing:
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New pattern → .claude/context/memory/learnings.md
-
Issue found → .claude/context/memory/issues.md
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Decision made → .claude/context/memory/decisions.md
ASSUME INTERRUPTION: If it's not in memory, it didn't happen.