Browser Use
Browser agents and stealth cloud browsers for AI: run web tasks, fill forms, extract data.
제작자가 쓴 설명(영어 원문)
Static and dynamic call tracing MCP server backed by a SQLite property graph of your codebase
이 세 가지는 절대 하나의 점수로 합치지 않아요. 의견, 측정, 인기는 서로 다른 것이니까요.
이 서버는 아직 쉬운 말로 된 요약을 쓰지 못했어요. 아래는 레지스트리에서 읽어 온 사실이에요.
쓰고 있는 AI 앱을 고른 다음 설정을 복사하세요.
CODECRAWLER_DB, CODECRAWLER_EXCLUDE_DIRS, CODECRAWLER_DEFAULT_LIMIT, CODECRAWLER_MAX_DEPTH, CODECRAWLER_HELPFUL_ERRORS필요한 것
어떤 앱을 쓰세요?
위에서 앱을 고르세요. 기억해 두었다가 다음부터는 버튼에 “…에 설치”라고 표시해요.
Claude Desktop → Settings → Developer → Edit Config를 열고 claude_desktop_config.json에 이 내용을 붙여 넣으세요
{
"mcpServers": {
"code-crawler": {
"command": "npx",
"args": [
"-y",
"@nithin554/code-crawler"
],
"env": {
"CODECRAWLER_DB": "your-value",
"CODECRAWLER_EXCLUDE_DIRS": "your-value",
"CODECRAWLER_DEFAULT_LIMIT": "your-value",
"CODECRAWLER_MAX_DEPTH": "your-value",
"CODECRAWLER_HELPFUL_ERRORS": "your-value"
}
}
}
}터미널에서 이 명령어를 실행하세요
claude mcp add code-crawler --env CODECRAWLER_DB=your-value --env CODECRAWLER_EXCLUDE_DIRS=your-value --env CODECRAWLER_DEFAULT_LIMIT=your-value --env CODECRAWLER_MAX_DEPTH=your-value --env CODECRAWLER_HELPFUL_ERRORS=your-value -- npx -y @nithin554/code-crawler실행하기 전에 빈 값을 채워 주세요.
프로젝트의 .cursor/mcp.json 또는 ~/.cursor/mcp.json에 붙여 넣으세요
{
"mcpServers": {
"code-crawler": {
"command": "npx",
"args": [
"-y",
"@nithin554/code-crawler"
],
"env": {
"CODECRAWLER_DB": "your-value",
"CODECRAWLER_EXCLUDE_DIRS": "your-value",
"CODECRAWLER_DEFAULT_LIMIT": "your-value",
"CODECRAWLER_MAX_DEPTH": "your-value",
"CODECRAWLER_HELPFUL_ERRORS": "your-value"
}
}
}
}브라우저가 앱을 열지 물어본 다음, 앱이 설정을 보여 주고 확인을 요청해요. 키 값은 비워 두니 직접 입력하세요.
프로젝트의 .vscode/mcp.json에 붙여 넣으세요
{
"servers": {
"code-crawler": {
"type": "stdio",
"command": "npx",
"args": [
"-y",
"@nithin554/code-crawler"
],
"env": {
"CODECRAWLER_DB": "your-value",
"CODECRAWLER_EXCLUDE_DIRS": "your-value",
"CODECRAWLER_DEFAULT_LIMIT": "your-value",
"CODECRAWLER_MAX_DEPTH": "your-value",
"CODECRAWLER_HELPFUL_ERRORS": "your-value"
}
}
}
}브라우저가 앱을 열지 물어본 다음, 앱이 설정을 보여 주고 확인을 요청해요. 키 값은 비워 두니 직접 입력하세요.
이 서버는 내 컴퓨터에서 실행되는데, ChatGPT는 인터넷에 있는 서버에만 연결할 수 있어요. 다른 앱을 고르세요.
선택한 앱은 이 기기의 쿠키에만 저장돼요. 계정은 필요 없어요.
CODECRAWLER_DB envCODECRAWLER_EXCLUDE_DIRS envCODECRAWLER_DEFAULT_LIMIT envCODECRAWLER_MAX_DEPTH envCODECRAWLER_HELPFUL_ERRORS env이 설정은 제작자의 레지스트리 정보로 만들었어요. README와 다르면 README를 따르세요.
내 컴퓨터에서 실행돼요. 설치하면 AI 앱에 도구 목록이 나타나요.
누구나 볼 수 있는 정보를 점검했고, 코드는 읽지 않았어요. 해당하지 않는 항목은 개수에서 뺐어요. · 2026년 11월 6일 점검
레지스트리 이름이 GitHub 계정 nithin554 기준으로 확인되었고, 이 계정이 저장소를 소유하고 있어요
아직 GitHub에서 이 저장소를 읽어 오지 않았어요
아직 GitHub에서 이 저장소를 읽어 오지 않았어요
내 컴퓨터에서 실행되는 서버라 인터넷 엔드포인트가 없어요
내 컴퓨터에서 실행되며, 대신 로컬 설정을 사용해요
내 컴퓨터에서 실행돼요. 도구 목록은 인터넷 엔드포인트가 있는 서버에서만 읽을 수 있어요
레지스트리에서 이 카테고리의 활성 서버 전체와 비교했어요. 스타는 게시자가 저장소를 소유한 경우에만 세요.
해당하는 기본 점검 1개 중 1개를 통과했어요. 코드는 읽지 않았어요. 키나 토큰을 넣기 전에 서버가 어떤 권한을 요구하는지 확인하고, 꼭 필요한 권한만 있는 키를 쓰세요.
레지스트리에 필수 키가 나와 있지 않아요. 다만 처음 쓸 때 로그인을 요구하는 서버도 있어요.
내 컴퓨터에서 실행돼요. AI 앱이 필요할 때 실행하고, 데이터는 제작자의 서버를 거치지 않아요(서버 자체가 온라인 서비스를 호출하는 경우는 제외).
GitHub 저장소는 마지막으로 – 변경됐고, 최신 버전(0.1.81)은 어제 레지스트리에 올라왔어요.
Claude Desktop, Claude Code, Cursor, VS Code처럼 MCP를 지원하는 앱에서 쓸 수 있어요. 내 컴퓨터에 Node.js도 있어야 해요.
같은 카테고리에는: Browser Use, Chrome DevTools MCP, MCP Server Browser
같은 카테고리에서 다른 제작자가 만든 서버예요. 스타 순으로 정렬했어요.
카드 보는 법:★ GitHub 스타i세 기둥: 리뷰 · 점검 · 사용 정도i업데이트 = 최신 버전을 레지스트리에 공개한 날i
Browser agents and stealth cloud browsers for AI: run web tasks, fill forms, extract data.
MCP server for Chrome DevTools
MCP server for browser use access
제작자의 저장소에서 쓰인 그대로 가져왔어요. PopNx MCP가 검토하거나 보증한 내용이 아니에요. HTML, 이미지, 스크립트는 제거했어요. 링크를 누르면 이 사이트를 벗어나요.
Static + dynamic call tracing MCP server backed by a persistent property graph of your codebase.
Code-Crawler indexes a project into a SQLite-backed property graph — files, packages, modules, classes, interfaces, methods, fields, imports, annotations/decorators, call edges, virtual dispatch, aspect advice, and the wiring frameworks add (entry points, routes, injected dependencies, reflective lookups) — then exposes that graph to LLM clients as MCP tools: find callers, trace call paths, explore neighborhoods, follow runtime dispatch, and search symbols across the whole codebase.
Supports Java, Python, TypeScript, and JavaScript projects, and can index all of them into the same graph.
📖 Documentation site: https://nithin554.github.io/code-crawler/ 📘 Task-oriented guide: USAGE.md 🗺️ Roadmap: ROADMAP.md
┌─────────────────────── MCP (stdio) ───────────────────────┐
│ crawl_project search_symbols get_callers get_callees │ │ trace_path trace_execution find_aspects get_decorators│ │ find_implementations find_hotspots find_dead_code ... │ └───────────────┬──────────────────────────────┬───────────────┘ │ │ ┌──────▼───────┐ ┌────────▼────────┐ │ crawler │ │ graph queries │ │ parse+resolve│ │ recursive CTEs │ └──────┬───────┘ └────────┬────────┘ │ │ ┌──────▼──────────────────────────────▼──────┐ │ SQLite property graph (WAL) │ │ nodes (kind, fqn, props) + edges (kind) │ └─────────────────────────────────────────────┘
Plain-text grep can't answer questions like:
OrderRepository#create?"*Main#main to Tracking#dispatch?"*OrderService#place?"*These need graph traversal. Code-Crawler builds the graph once (idempotently, file-by-file) and answers them with bounded recursive SQL queries.
tree-sitter-java), Python (tree-sitter-python), TypeScript (tree-sitter-typescript, tree-sitter-tsx), and JavaScript (tree-sitter-javascript) — all WASM, no native build step. Language is detected per file, so a polyglot repo lands in a single graph.DYNAMIC_DISPATCH edges connect interface/base calls to every override in the project, and ADVISES edges weave AspectJ/Spring AOP advice into execution traces (before, after, around, after-returning, after-throwing, named @Pointcut references, &&/||/! and execution, within, @annotation, @within, target, this, args primitives).ServiceLoader, Python getattr/importlib, and JS require/dynamic import() produce REFLECTS edges to the resolved symbol when the target is statically determinable, or to a __reflect__: marker when it is not.@Autowired, NestJS constructor injection, FastAPI Depends) becomes INJECTS edges, and HTTP routes (@GetMapping, @RequestMapping, NestJS @Controller/@Get, FastAPI/Flask/Quart decorators, Express app.get) become ROUTES edges to the handler, which is also marked as an entry point.CALLS edge records whether the call is conditional and the compact source text of its enclosing guards/loops, so an agent can tell a happy path from an error path without reading the file.external_symbol nodes with REFERENCES edges and a find_external_dependencies summary, distinct from project code.@Transactional, @Cacheable, @Async, @Retryable, Python decorators, and TS decorators become annotation nodes with ANNOTATED_WITH edges, so you can query decorators on types, methods, and fields.new T() expressions, self/this scoping, dotted paths (service.repo.find), loop-variable element types, bare/this/super calls, static/qualified calls, and superclass chains. Unresolvable calls become unknown_symbol phantom nodes with resolved:false edges, so the graph stays traversable.size, mtime, SHA-256) and replays the cached parse result for files whose content is unchanged, so a re-crawl re-parses only what actually changed. Changes are reported as filesAdded / filesUpdated / filesUnchanged / filesRemoved. Derived dynamic edges and orphan pruning are rebuilt only when something changed. A full re-crawl still removes files that disappeared, without duplicating the graph, and scoped crawls (fileFilter or a forced language) never remove files outside their scope. When a checkout, rsync -t, an mtime-preserving unzip, or clock skew restores an edit with the old size and mtime, the shortcut misses it — pass force (--force on the CLI) to re-parse everything.LIKE scan only when FTS finds nothing. Search does not degrade as the graph grows. /.code-crawler/index.db, so two repositories can never collide. Pointing a populated database at a different project fails with a clear_index hint instead of silently wiping the first index.Requires Node.js ≥ 22.12 (better-sqlite3@13 and the Vitest toolchain both need it).
npm install
npm run build # tsc → dist/ npm test # vitest (full suite; set CODECRAWLER_BENCH=1 for the scale test) npm run lint # biome check (lint + format, fails CI) npm run format # biome format --write npm run coverage # vitest run --coverage (thresholds in vitest.config.ts) npm run bench # crawl/query benchmark on a generated ~137k-line project
codecrawler crawl <path> # index a project
codecrawler crawl --force # re-parse every file, ignoring cached metadata codecrawler status # index summary codecrawler query # fuzzy-lookup a symbol codecrawler serve # start the MCP server over stdio (default)
Environment variables:
| Variable | Default | Purpose |
|---|---|---|
CODECRAWLER_DB | /.code-crawler/index.db | Database path. Resolved from the cwd upward, so each project gets its own file; falls back to ~/.code-crawler/index.db when no project encloses the cwd. The home directory is only that fallback, never an enclosing project |
CODECRAWLER_EXCLUDE_DIRS | .git,node_modules,dist,build,target,... | Dirs skipped during crawl |
CODECRAWLER_DEFAULT_LIMIT | 50 | Default result cap |
CODECRAWLER_MAX_DEPTH | 10 | Traversal depth cap (1–100) |
CODECRAWLER_MAX_FILE_BYTES | 1000000 | Files larger than this are skipped, not parsed |
CODECRAWLER_RESPECT_GITIGNORE | true | Honor the project's .gitignore during discovery |
CODECRAWLER_HELPFUL_ERRORS | true | Fuzzy suggestions on symbol misses |
CODECRAWLER_PLUGIN | unset | Plugin mode: resolve one database per project at call time instead of opening one file at startup |
CODECRAWLER_PLUGIN_ROOT | unset | Plugin install directory, never indexed as a project |
CODECRAWLER_PLUGIN_DATA | temp dir | Writable directory for the no-project fallback database |
Invalid values never crash the server: booleans fall back to their default and integers are clamped to their documented range, each with a one-line warning on stderr.
crawl walks the project and skips .git, node_modules, build output, and other CODECRAWLER_EXCLUDE_DIRS entries. On top of that:
CODECRAWLER_RESPECT_GITIGNORE=false), {
"include": ["src/", "packages/core/"], "exclude": ["**/generated/"], "moduleRoots": ["src"] }
When include is non-empty, only matching files are indexed. A malformed .crawlerrc is ignored with a warning rather than failing the crawl.
moduleRoots is opt-in: with ["src"], src/orders/service.ts becomes the module orders.service instead of src.orders.service, which is what a baseUrl-or-PYTHONPATH project actually imports. It is never inferred, because inferring it would silently renumber an existing index. TypeScript and JavaScript projects also get path aliases for free: compilerOptions.paths and baseUrl are read from tsconfig.json (or jsconfig.json), following extends within the project, so import { x } from "@app/orders/service" resolves to the real module instead of being recorded as external. Changing either setting re-parses cached files on the next crawl.
CODECRAWLER_MAX_FILE_BYTES and files that look binary are skipped; crawl_project reports them in skippedFiles with a reason.parseErrors.Only the root .gitignore is read — nested .gitignore files are not yet supported.
A crawl records a manifest row per file (size, mtime, SHA-256, language). On the next crawl a file whose size and truncated mtime both match is served from a cached parse result instead of being re-read and re-parsed; a file whose mtime changed but whose hash did not is also replayed from cache. Resolution, phantom-node creation and derived edges still run over the whole in-memory file set, so cross-file edges stay correct — only I/O, parsing and database writes are skipped.
crawl_project reports the split:
| Field | Meaning |
|---|---|
filesAdded | First seen by this crawl |
filesUpdated | Content changed, re-parsed |
filesUnchanged | Replayed from the parse cache |
filesRemoved | Disappeared from disk and were pruned |
Known limitation: because an unchanged file's edges are not rewritten, a call that becomes *newly resolvable* only because some other file changed (for example a method gained an ove
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