---
id: wiki-2026-0508-abstract-syntax-tree
title: Abstract Syntax Tree (AST)
category: 10_Wiki/Topics
status: verified
canonical_id: self
aliases: [AST, Syntax Tree, Parse Tree (informal)]
duplicate_of: none
source_trust_level: A
confidence_score: 0.95
verification_status: applied
tags: [compiler, parsing, ast, language-tooling, static-analysis]
raw_sources: []
last_reinforced: 2026-05-10
github_commit: pending
tech_stack:
  language: Python/JavaScript/Rust
  framework: ast/Babel/swc/tree-sitter
---

# Abstract Syntax Tree (AST)

## 매 한 줄
> **"매 source code 의 tree shape, syntax noise 의 strip"**. AST = parser 의 output, 매 token sequence 의 hierarchical node tree (FunctionDecl, BinaryExpr, ...) 로 변환. 매 compiler/linter/formatter/codemod/LLM-codegen 의 foundation — 매 2026 LLM agentic coding 의 매 ground truth structural layer.

## 매 핵심

### 매 vs Concrete Syntax Tree (CST)
- **CST (parse tree)**: 매 every token (paren, semicolon, whitespace) 의 retain.
- **AST**: 매 semantically meaningful node only — 매 cosmetic 의 drop.
- 매 modern formatter (Prettier, rustfmt) 의 CST-like (lossless) 의 use, 매 compiler/codemod 의 AST.

### 매 node anatomy
- **type**: `BinaryExpression`, `FunctionDeclaration`, ...
- **children**: structured field (`left`, `right`, `body`, `params`).
- **location**: `start`/`end` byte offset + line/col — 매 error message + source map.

### 매 typical pipeline
1. **Lex** → token stream.
2. **Parse** → AST.
3. **Analyze** (type check, scope resolve).
4. **Transform** (optimize, lower).
5. **Emit** (codegen, print).

### 매 응용
1. Compiler (rustc, tsc, clang) 의 IR upstream.
2. Linter (ESLint, ruff, clippy) — 매 rule = AST pattern match.
3. Formatter (Prettier, Black, gofmt).
4. Codemod (jscodeshift, ts-morph, libcst) — 매 large refactor.
5. LLM agentic coding (Claude Opus 4.7 의 tree-sitter grounding).
6. Static analysis / SAST (Semgrep, CodeQL).
7. IDE (LSP, syntax highlight, jump-to-def).

## 💻 패턴

### Python `ast` — visit + transform
```python
import ast

src = "x = 1 + 2 * 3"
tree = ast.parse(src)

class ConstFold(ast.NodeTransformer):
    def visit_BinOp(self, node: ast.BinOp):
        self.generic_visit(node)
        if isinstance(node.left, ast.Constant) and isinstance(node.right, ast.Constant):
            try:
                return ast.copy_location(ast.Constant(value=eval(compile(ast.Expression(node), "", "eval"))), node)
            except Exception:
                pass
        return node

new = ast.fix_missing_locations(ConstFold().visit(tree))
print(ast.unparse(new))  # x = 7
```

### tree-sitter (multi-language, incremental)
```python
from tree_sitter import Language, Parser
import tree_sitter_python as tspy

PY = Language(tspy.language())
parser = Parser(PY)
tree = parser.parse(b"def add(a, b):\n  return a + b\n")
root = tree.root_node
for n in root.children:
    print(n.type, n.start_point, n.end_point)
```

### Babel codemod (JS/TS)
```js
import * as t from "@babel/types";
import generate from "@babel/generator";
import { parse } from "@babel/parser";
import traverse from "@babel/traverse";

const ast = parse(`var x = 1;`, { sourceType: "module" });
traverse(ast, {
  VariableDeclaration(path) {
    if (path.node.kind === "var") path.node.kind = "const";
  },
});
console.log(generate(ast).code);  // const x = 1;
```

### Rust `syn` — proc macro
```rust
use syn::{parse_quote, ItemFn};
use quote::quote;

let f: ItemFn = parse_quote! { fn greet() { println!("hi"); } };
let name = &f.sig.ident;
let out = quote! { #f impl Greeter for () { fn name() -> &'static str { stringify!(#name) } } };
```

### Pattern match (Semgrep-style)
```yaml
rules:
  - id: dangerous-eval
    pattern: eval($X)
    message: avoid eval
    languages: [python]
    severity: ERROR
```

### LLM-grounded edit (2026)
```python
# 매 LLM 의 line-range edit instead of free-form rewrite — AST 의 anchor
edit = {"file": "app.py", "node_path": "Module/FunctionDef[name=handler]/body[2]",
        "replace_with": "return JSONResponse({'ok': True})"}
apply_ast_edit(edit)  # 매 syntactic safety guaranteed
```

## 매 결정 기준
| 상황 | Tool |
|---|---|
| Single-language Python script tooling | `ast` (stdlib) |
| Multi-language, incremental (editor) | tree-sitter |
| JS/TS large codemod | jscodeshift / ts-morph |
| Python lossless refactor (preserves comments) | LibCST |
| Compiler frontend, type-aware codemod | language native (rustc API, tsc API) |
| Cross-repo security scan | Semgrep / CodeQL |

**기본값**: 매 cross-language tooling — tree-sitter. Python-only — `ast` + LibCST.

## 🔗 Graph
- 변형: [[Concrete Syntax Tree]]
- 응용: [[Linter]] · [[Static Analysis]]
- Adjacent: [[Visitor Pattern]]

## 🤖 LLM 활용
**언제**: 매 codemod, 매 lint rule, 매 LLM-output 의 syntactic validation, 매 IDE refactor.
**언제 X**: 매 trivial regex match 의 sufficient case (e.g. `TODO` find).

## ❌ 안티패턴
- **Regex 의 code 의 parse**: 매 nested/quoted/comment 의 always break — 매 AST 의 use.
- **Mutate while iterating**: 매 child traversal 중 parent mutate — 매 transformer pattern (return new node).
- **Lose source location**: 매 error message 의 useless 의 됨 — 매 location preserve.
- **Print round-trip 의 trust**: 매 unparse 의 lossy (whitespace, comment) — 매 LibCST/Prettier 의 use.

## 🧪 검증 / 중복
- Verified (Aho et al. *Dragon Book* 2nd ed; Python ast docs; tree-sitter docs 2025; Babel handbook).
- 신뢰도 A.
- AST(Abstract_Syntax_Tree).md 의 redirect.

## 🕓 Changelog
| 날짜 | 변경 |
|---|---|
| 2026-05-08 | Phase 1 |
| 2026-05-10 | Manual cleanup — canonical AST 문서, tree-sitter/LLM-grounded edit 추가 |
