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:
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: endfor relational rules (inside,has) to ensure search goes to the end of the direction - Use
patternfor simple structures - Use
kindwithhas/insidefor complex structures - Break complex queries into smaller sub-rules using
all,any, ornot
Example rule file (test_rule.yml):
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)
Option B: Test with rule files (recommended for complex rules)
Debugging if no matches:
- Simplify the rule (remove sub-rules)
- Add
stopBy: endto relational rules if not present - Use
--debug-queryto understand the AST structure (see below) - Check if
kindvalues are correct for the language - For zero matches from
run --pattern(not rules), see the "Zero Matches?" tip below
Step 5: Search the Codebase
Once the rule matches the example code correctly, search the actual codebase:
For simple pattern searches:
For complex rule-based searches:
For inline rules (without creating files):
ast-grep CLI Commands
Inspect Code Structure (--debug-query)
Dump the AST structure to understand how code is parsed:
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
kindvalues for nodes - Understand the structure of code you want to match
- Debug why patterns aren't matching
Example:
Test Rules (scan with --stdin)
Test a rule against code snippet without creating files:
Add --json for structured output:
Search with Patterns (run)
Simple pattern-based search for single AST node matches:
When to use:
- Simple, single-node matches
- Quick searches without complex logic
- When you don't need relational rules (inside/has)
Reading --json Output
--json prints a bare JSON array of matches (no matches wrapper). For pattern foo($ARG, $$$REST):
scan --json uses the same schema.
(Each match also includes lines and language.) range.start.line is 0-based. Named metavariables ($ARG) land in single, list metavariables ($$$REST) in multi as a list (empty if nothing captured). Extract with jq:
Search with Rules (scan)
YAML rule-based search for complex structural queries:
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:
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
patternfirst - If that doesn't work, try
kindto 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($ARG)) - Kind + Relational: For complex structures (e.g., "function containing await")
- Composite: For logical combinations (e.g., "function with await but not in try-catch")
Debug with AST Inspection
When rules don't match:
- Use
--debug-query=cstto see the actual AST structure - Check if metavariables are being detected correctly
- Verify the node
kindmatches what you expect - Ensure relational rules are searching in the right direction
Zero Matches? Patterns Match Whole AST Nodes
run --pattern matches complete AST nodes, not text substrings, so zero matches can mean "code absent" or "pattern has the wrong node shape":
- Qualified paths are whole nodes:
env::var($ENV)does NOT matchstd::env::var("X"). Try both bare and fully-qualified forms, or use$$$to absorb extra intermediate nodes. - To tell them apart: test the pattern on a snippet known to contain the code, and inspect how ast-grep parsed it with
--debug-query=pattern(works forrun, not justscan/rules). For zero matches from rules instead, follow the Step 4 debugging checklist.
Escaping in Inline Rules
When using --inline-rules, escape metavariables in shell commands:
- Use
\$VARinstead of$VAR(shell interprets$as variable) - Or use single quotes:
'$VAR'works in most shells
Example:
Common Use Cases
Find Functions with Specific Content
Find async functions that use await:
Find Code Inside Specific Contexts
Find console.log inside class methods:
Find Code Missing Expected Patterns
Find async functions without try-catch:
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.


