xiaohongshu
xiaohongshu
ast-grep
Guide for writing ast-grep rules to perform structural code search and analysis. Use when users need to search codebases using Abstract Syntax Tree (AST) patterns, find specific code structures, or perform complex code queries that go beyond simple text search. This skill should be used when user...
Full skill instructions
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.
Use this skill when users:
Follow this process to help users write effective ast-grep rules:
Clearly understand what the user wants to find. Ask clarifying questions if needed:
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;
}
Translate the pattern into an ast-grep rule. Start simple and add complexity as needed.
Key principles:
stopBy: end for relational rules (inside, has) to ensure search goes to the end of the directionpattern for simple structureskind with has/inside for complex structuresall, any, or notExample rule file (test_rule.yml):
id: async-with-await
language: javascript
rule:
kind: function_declaration
has:
pattern: await $EXPR
stopBy: end
See rules-reference.md for comprehensive rule documentation.
Use ast-grep CLI to verify the rule matches the example code. There are two main approaches:
Option A: Test with inline rules (for quick iterations)
echo "async function test() { await fetch(); }" | ast-grep scan --inline-rules "id: test
language: javascript
rule:
kind: function_declaration
has:
pattern: await \$EXPR
stopBy: end" --stdin
Option B: Test with rule files (recommended for complex rules)
ast-grep scan --rule test_rule.yml test_example.js
Debugging if no matches:
stopBy: end to relational rules if not present--debug-query to understand the AST structure (see below)kind values are correct for the languageOnce the rule matches the example code correctly, search the actual codebase:
For simple pattern searches:
ast-grep run --pattern 'console.log($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
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 patternUse this to:
kind values for nodesExample:
# 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 { $$$BODY }' \
--lang javascript \
--debug-query=pattern
Test a rule against code snippet without creating files:
echo "const x = await fetch();" | ast-grep scan --inline-rules "id: test
language: javascript
rule:
pattern: await \$EXPR" --stdin
Add --json for structured output:
echo "const x = await fetch();" | ast-grep scan --inline-rules "..." --stdin --json
Simple pattern-based search for single AST node matches:
# Basic pattern search
ast-grep run --pattern 'console.log($ARG)' --lang javascript .
# Search specific files
ast-grep run --pattern 'class $NAME' --lang python /path/to/project
# JSON output for programmatic use
ast-grep run --pattern 'function $NAME($$$)' --lang javascript --json .
When to use:
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:
Tip: For relational rules (inside/has), always add stopBy: end to ensure complete traversal.
For relational rules, always use stopBy: end unless there's a specific reason not to:
has:
pattern: await $EXPR
stopBy: end
This ensures the search traverses the entire subtree rather than stopping at the first non-matching node.
Begin with the simplest rule that could work:
pattern firstkind to match the node typehas, inside) as neededall, any, not) for complex logicconsole.log($ARG))When rules don't match:
--debug-query=cst to see the actual AST structurekind matches what you expectWhen using --inline-rules, escape metavariables in shell commands:
\$VAR instead of $VAR (shell interprets $ as variable)'$VAR' works in most shellsExample:
# 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)"}' .
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 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 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
Contains comprehensive ast-grep rule documentation covering atomic rules, relational rules, composite rules, and metavariables. Load the reference when detailed rule syntax information is needed.
xiaohongshu
technical spec
product ux expert
database patterns
Conduct multi-agent task orchestration and workflow coordination.
Initialize project with Conductor artifacts (product definition,
Expert in web animations, transitions, and motion design using Framer Motion and CSS
Creates Mermaid and ASCII diagrams for flowcharts, architecture, ERDs, state machines, mindmaps, and more. Use when user mentions diagram, flowchart, mermaid, ASCII diagram, text diagram, terminal diagram, visualize, C4, mindmap, architecture diagram, sequence diagram, ERD, or needs visual docume...
PostgreSQL bindings for H3 hexagonal grid system. Use when working with H3 cells in Postgres, including spatial indexing, geometry/geography integration, and raster analysis.
Context-Driven Development skill for projects using Conductor. Use this skill when you detect a `conductor/` directory in the project, when working on tasks defined in a `plan.md` file, or when the user asks about tracks, specs, or plans. Automatically applies TDD workflow, tracks task completion...
Display project status, active tracks, and next actions
Official Stakpak application containerization standard operating procedure, a step-by-step guidline to properly dockerize applications. This is a rule book curated by the Stakpak Team.
Generate, edit, and beat-sync AI video with leading models in one workspace.
The world's fastest calendar for remote work
Transform Your Design with AI Designer by ImgCreator.ai
Revolutionizing Video Production with AI-Powered Creativity
Extend an image past the frame and let AI fill the new aspect ratio.
Discover your celebrity doppelgänger with StarByFace!
ChainClarity explains 700+ crypto whitepapers in plain English, with layered summaries, comparisons, research tools, alerts, and a $4.99 Pro plan.
Opus.ai: Revolutionize Your Web Experience