ast-grep uses tree-sitter to parse code into AST, enabling precise pattern matching. Rules are defined in YAML for linting, searching, and rewriting code. The job is not "write a pattern" — it is to ship a rule that has been validated against a positive AND a negative fixture, so it catches what it should and nothing it shouldn't.
Project Configuration
Project-level scan requires sgconfig.yml configuration file:
# sgconfig.yml (项目根目录)
ruleDirs:
- rules # 规则目录,递归加载所有 .yml 文件
Typical project structure:
my-project/
├── sgconfig.yml
├── rules/
│ ├── no-console.yml
│ └── custom/
│ └── team-rules.yml
└── src/
Run project scan:
ast-grep scan # 自动查找 sgconfig.yml
ast-grep scan --config path/to/sgconfig.yml # 指定配置
Note:
ast-grep scanThe command must havesgconfig.yml, whileast-grep run -pcan be used alone.
Rule Workflow
Lint Rule (common)
Check only, no fixes; used for CI/editor hints:
# rules/no-console-log.yml
id: no-console-log
language: JavaScript
severity: warning
message: Avoid console.log in production code
rule:
pattern: console.log($$$ARGS)
Validation:
ast-grep scan -r rules/no-console-log.yml src/
Rewrite Rule (optional)
To auto-fix, add ONE fix: line to the lint rule above — nothing else changes:
# ... same rule as above, plus:
fix: logger.log($$$ARGS)
Apply the fix (note the --update-all flag — scan without it only reports):
ast-grep scan -r rules/no-console-log.yml --update-all src/
Development workflow (canonical workflow — follow these steps)
- Explore the pattern via CLI before writing YAML:
ast-grep -p 'console.log($ARG)' src/. Inspect node types with--debug-query astwhen the pattern won't match:ast-grep -p 'console.log($ARG)' --debug-query ast - Write the rule file (
.yml) — start with the lint form (pattern + message + severity). - Validate against a POSITIVE fixture — code that should match:
ast-grep scan -r rule.yml fixtures/. Confirm it matches. - Validate against a NEGATIVE fixture — code that looks similar but should NOT match. If it matches, you have a false positive: add
constraints,not,inside, orhasto narrow the rule, then re-run both fixtures. - Add
fix:only if a mechanical rewrite is wanted, then dry-run before--update-all. - Deliver using the deliverable shape below (and
references/output-template.md) — never hand back a bare YAML block.
Essential Syntax
Cheat sheet for fast in-context lookup. Full syntax in references/rule-syntax.md.
| Element | Syntax | Example |
|---|---|---|
| Single node | $VAR |
console.log($MSG) |
| Multiple nodes | $$$ARGS |
fn($$$ARGS) |
| Same content | Use same name | $A == $A |
| Non-capturing | $_VAR |
$_FN($_FN) |
| Capture unnamed | $$VAR |
async function $$NAME() {} |
Core Rules Quick Reference
Cheat sheet. Full atomic / composite / relational rules in references/rule-syntax.md.
| Type | Purpose | Example |
|---|---|---|
pattern |
Match code structure | pattern: if ($COND) {} |
kind |
Match AST node type | kind: function_declaration |
all |
Match ALL conditions | all: [pattern: X, kind: Y] |
any |
Match ANY condition | any: [pattern: var $A, pattern: let $A] |
not |
Exclude matches | not: {pattern: safe_call()} |
has |
Must have child | has: {kind: return_statement} |
inside |
Must be in ancestor | inside: {kind: class_body} |
Deliverable Shape
Hand back the rule in this shape — not a bare YAML block. These are the five headers from references/output-template.md; read that file for the full template before finalizing.
- Goal — what code pattern this finds or rewrites.
- Rule — the
.yml(id, language, rule, message, severity). - Fix, if applicable — the added
fix:line. - Validation — positive fixture (should match), negative fixture (should NOT match), the exact command run (
ast-grep scan --rule <file>or-r <file> src/), and the result. - Notes — false positives avoided (how), and known limits (cases intentionally not covered).
Detailed References
Complete syntax guide: See references/rule-syntax.md
- Atomic rules (pattern, kind, regex, nthChild, range)
- Composite rules (all, any, not, matches)
- Relational rules (has, inside, follows, precedes)
- Transform and fixConfig
Language-specific patterns: See references/common-patterns.md
- JavaScript/TypeScript examples
- Python examples
- Go and Rust examples
Output template: See references/output-template.md — the full, copy-pasteable version of the Deliverable Shape above (positive/negative fixtures, exact validation command, known-limits field).
Supported Languages
Bash, C, Cpp, CSharp, Css, Elixir, Go, Haskell, Hcl, Html, Java, JavaScript, Json, Kotlin, Lua, Nix, Php, Python, Ruby, Rust, Scala, Solidity, Swift, Tsx, TypeScript, Yaml
Use a Different Skill When
ast-grep is the right hammer only for structural, AST-level pattern matching plus mechanical rewrite across many files. Route elsewhere when:
- Plain text or regex find-and-replace with no syntax-tree shape (rename a string literal, swap a URL) — just do a normal edit /
sed; an AST rule is overkill. - One-off edit in a single file — edit it directly; a rule only pays off across many call sites.
- Type-aware or semantic refactor (driven by what a value's type is, not its syntax — e.g. eliminate
any) — usets-type-safety-reviewer. ast-grep matches syntax, not types. - Subjective code-quality review ("is this clean / well-named / over-engineered", code smells) — use
clean-code-reviewer; for a behavior-preserving cleanup pass usecode-simplifier. - Pure formatting / whitespace / import order — that is a formatter's job (Prettier, Biome, gofmt), not a structural rule.