ast-grep Code Search

Overview

This skill helps translate natural language queries into ast-grep rules for structural code search. ast-grep uses Abstract Syntax Tree (AST) patterns to match code based on its structure rather than just text, enabling powerful and precise code search across large codebases.

When to Use This Skill

Use this skill when users:

• Need to search for code patterns using structural matching (e.g., "find all async functions that don't have error handling")

• Want to locate specific language constructs (e.g., "find all function calls with specific parameters")

• Request searches that require understanding code structure rather than just text

• Ask to search for code with particular AST characteristics

• Need to perform complex code queries that traditional text search cannot handle

General Workflow

Follow this process to help users write effective ast-grep rules:

Step 1: Understand the Query

Clearly understand what the user wants to find. Ask clarifying questions if needed:

• What specific code pattern or structure are they looking for?

• Which programming language?

• Are there specific edge cases or variations to consider?

• What should be included or excluded from matches?

Step 2: Create Example Code

Write a simple code snippet that represents what the user wants to match. Save this to a temporary file for testing.

Example: If searching for "async functions that use await", create a test file:

// test_example.js async function example() { const result = await fetchData() return result }

Step 3: Write the ast-grep Rule

Translate the pattern into an ast-grep rule. Start simple and add complexity as needed.

Key principles:

• Always use stopBy: end for relational rules (inside , has ) to ensure search goes to the end of the direction

• Use pattern for simple structures

• Use kind with has /inside for complex structures

• Break complex queries into smaller sub-rules using all , any , or not

Example rule file (test_rule.yml):

id: async-with-await language: javascript rule: kind: function_declaration has: pattern: await $EXPR stopBy: end

See references/rule_reference.md for comprehensive rule documentation.

Step 4: Test the Rule

Use ast-grep CLI to verify the rule matches the example code. There are two main approaches:

Option A: Test with inline rules (for quick iterations)

echo "async function test() { await fetch(); }" | ast-grep scan --inline-rules "id: test language: javascript rule: kind: function_declaration has: pattern: await $EXPR stopBy: end" --stdin

Option B: Test with rule files (recommended for complex rules)

ast-grep scan --rule test_rule.yml test_example.js

Debugging if no matches:

• Simplify the rule (remove sub-rules)

• Add stopBy: end to relational rules if not present

• Use --debug-query to understand the AST structure (see below)

• Check if kind values are correct for the language

Step 5: Search the Codebase

Once the rule matches the example code correctly, search the actual codebase:

For simple pattern searches:

ast-grep run --pattern 'console.log($ARG)' --lang javascript /path/to/project

For complex rule-based searches:

ast-grep scan --rule my_rule.yml /path/to/project

For inline rules (without creating files):

ast-grep scan --inline-rules "id: my-rule language: javascript rule: pattern: $PATTERN" /path/to/project

Rewriting Code with ast-grep

ast-grep is a powerful AST-based tool that can search for code patterns and transform them into new code. It works like a syntax-aware sed/grep that understands code structure rather than just text.

Method 1: Command Line with --rewrite

The simplest approach is using the --rewrite (or -r ) flag directly in your terminal:

ast-grep run --pattern 'foo' --rewrite 'bar' --lang python

This finds all occurrences of foo and replaces them with bar . A practical example:

Convert old-style property checks to optional chaining

ast-grep -p '$PROP && $PROP()' --rewrite '$PROP?.()' --interactive -l ts ./src

Key flags:

• --interactive or -i : Review each change before applying

• --update-all or -U : Apply all changes without confirmation

Method 2: YAML Rules with fix

For more complex transformations, use YAML rule files with the fix field:

id: change_def language: Python rule: pattern: | def foo($X): $$$S fix: |- def baz($X): $$$S

Run with: ast-grep scan -r rule.yml ./src

Meta-Variables

Meta-variables are the key to powerful rewrites. They act like capture groups in regex:

Meta-variable Matches

$NAME

Any single AST node (expression, identifier, etc.)

$$$ITEMS

Multiple nodes (like function arguments)

Example — Swapping assignment sides:

rule: pattern: $X = $Y fix: $Y = $X

Transforms a = b into b = a .

Indentation Sensitivity

ast-grep preserves indentation in rewrites. If your fix template has indentation, it's maintained relative to the original code position:

rule: pattern: '$B = lambda: $R' fix: |- def $B(): return $R

Expanding the Match Range with FixConfig

Sometimes you need to delete surrounding characters (like commas). Use FixConfig with expandStart and expandEnd :

rule: kind: pair has: field: key regex: Remove fix: template: '' expandEnd: { regex: ',' } # Also deletes trailing comma

This removes the matched node plus any trailing comma.

Advanced Features: Rewriters

For complex multi-node transformations, use rewriters to process lists of matched nodes:

id: barrel-to-single language: JavaScript rule: pattern: import {$$$IDENTS} from './module' rewriters:

• id: rewrite-identifier rule: pattern: $IDENT kind: identifier transform: LIB: { convert: { source: $IDENT, toCase: lowerCase } } fix: import $IDENT from './module/$LIB' transform: IMPORTS: rewrite: rewriters: [rewrite-identifier] source: $$$IDENTS joinBy: "\n" fix: $IMPORTS

This converts barrel imports like import { A, B } from './module' into individual imports.

Workflow Summary

• Find: Use patterns to match AST nodes

• Capture: Meta-variables ($VAR , $$$ARGS ) capture matched content

• Transform: Optionally process captured content (case conversion, regex replacement)

• Patch: Replace matched nodes with the fix template

Tips

• Use single quotes on command line to prevent shell expansion of $

• Non-matched meta-variables become empty strings in the fix

ast-grep CLI Commands

Inspect Code Structure (--debug-query)

Dump the AST structure to understand how code is parsed:

ast-grep run --pattern 'async function example() { await fetch(); }'
--lang javascript
--debug-query=cst

Available formats:

• cst : Concrete Syntax Tree (shows all nodes including punctuation)

• ast : Abstract Syntax Tree (shows only named nodes)

• pattern : Shows how ast-grep interprets your pattern

Use this to:

• Find the correct kind values for nodes

• Understand the structure of code you want to match

• Debug why patterns aren't matching

Example:

See the structure of your target code

ast-grep run --pattern 'class User { constructor() {} }'
--lang javascript
--debug-query=cst

See how ast-grep interprets your pattern

ast-grep run --pattern 'class $NAME { $$$BODY }'
--lang javascript
--debug-query=pattern

Test Rules (scan with --stdin)

Test a rule against code snippet without creating files:

echo "const x = await fetch();" | ast-grep scan --inline-rules "id: test language: javascript rule: pattern: await $EXPR" --stdin

Add --json for structured output:

echo "const x = await fetch();" | ast-grep scan --inline-rules "..." --stdin --json

Search with Patterns (run)

Simple pattern-based search for single AST node matches:

Basic pattern search

ast-grep run --pattern 'console.log($ARG)' --lang javascript .

Search specific files

ast-grep run --pattern 'class $NAME' --lang python /path/to/project

JSON output for programmatic use

ast-grep run --pattern 'function $NAME($$$)' --lang javascript --json .

When to use:

• Simple, single-node matches

• Quick searches without complex logic

• When you don't need relational rules (inside/has)

Search with Rules (scan)

YAML rule-based search for complex structural queries:

With rule file

ast-grep scan --rule my_rule.yml /path/to/project

With inline rules

ast-grep scan --inline-rules "id: find-async language: javascript rule: kind: function_declaration has: pattern: await $EXPR stopBy: end" /path/to/project

JSON output

ast-grep scan --rule my_rule.yml --json /path/to/project

When to use:

• Complex structural searches

• Relational rules (inside, has, precedes, follows)

• Composite logic (all, any, not)

• When you need the power of full YAML rules

Tip: For relational rules (inside/has), always add stopBy: end to ensure complete traversal.

Tips for Writing Effective Rules

Always Use stopBy: end

For relational rules, always use stopBy: end unless there's a specific reason not to:

has: pattern: await $EXPR stopBy: end

This ensures the search traverses the entire subtree rather than stopping at the first non-matching node.

Start Simple, Then Add Complexity

Begin with the simplest rule that could work:

• Try a pattern first

• If that doesn't work, try kind to match the node type

• Add relational rules (has , inside ) as needed

• Combine with composite rules (all , any , not ) for complex logic

Use the Right Rule Type

• Pattern: For simple, direct code matching (e.g., console.log($ARG) )

• Kind + Relational: For complex structures (e.g., "function containing await")

• Composite: For logical combinations (e.g., "function with await but not in try-catch")

Debug with AST Inspection

When rules don't match:

• Use --debug-query=cst to see the actual AST structure

• Check if metavariables are being detected correctly

• Verify the node kind matches what you expect

• Ensure relational rules are searching in the right direction

Escaping in Inline Rules

When using --inline-rules , escape metavariables in shell commands:

• Use $VAR instead of $VAR (shell interprets $ as variable)

• Or use single quotes: '$VAR' works in most shells

Example:

Correct: escaped $

ast-grep scan --inline-rules "rule: {pattern: 'console.log($ARG)'}" .

Or use single quotes

ast-grep scan --inline-rules 'rule: {pattern: "console.log($ARG)"}' .

Common Use Cases

Find Functions with Specific Content

Find async functions that use await:

ast-grep scan --inline-rules "id: async-await language: javascript rule: all: - kind: function_declaration - has: pattern: await $EXPR stopBy: end" /path/to/project

Find Code Inside Specific Contexts

Find console.log inside class methods:

ast-grep scan --inline-rules "id: console-in-class language: javascript rule: pattern: console.log($$$) inside: kind: method_definition stopBy: end" /path/to/project

Find Code Missing Expected Patterns

Find async functions without try-catch:

ast-grep scan --inline-rules "id: async-no-trycatch language: javascript rule: all: - kind: function_declaration - has: pattern: await $EXPR stopBy: end - not: has: pattern: try { $$$ } catch ($E) { $$$ } stopBy: end" /path/to/project

Resources

references/

Contains detailed documentation for ast-grep rule syntax:

• rule_reference.md : Comprehensive ast-grep rule documentation covering atomic rules, relational rules, composite rules, and metavariables

Load these references when detailed rule syntax information is needed.