Browser Use
Browser agents and stealth cloud browsers for AI: run web tasks, fill forms, extract data.
Beschreibung vom Entwickler (englisches Original)
Static and dynamic call tracing MCP server backed by a SQLite property graph of your codebase
Diese drei werden nie zu einer Punktzahl zusammengefasst: Meinungen, Messungen und Beliebtheit sind verschiedene Dinge.
Für diesen Server haben wir noch keine Zusammenfassung in einfacher Sprache geschrieben. Unten stehen die Fakten, die wir aus der Registry gelesen haben.
Wähle die KI-App, die du nutzt, und kopiere die Einstellungen.
CODECRAWLER_DB, CODECRAWLER_EXCLUDE_DIRS, CODECRAWLER_DEFAULT_LIMIT, CODECRAWLER_MAX_DEPTH, CODECRAWLER_HELPFUL_ERRORSDu brauchst
Welche App nutzt du?
Wähle oben deine App. Wir merken sie uns, damit der Button beim nächsten Mal „In … installieren“ anzeigt.
Öffne Claude Desktop → Settings → Developer → Edit Config und füge dies in claude_desktop_config.json ein
{
"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"
}
}
}
}Führe das in deinem Terminal aus
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-crawlerTrag die leeren Werte ein, bevor du ihn startest.
In .cursor/mcp.json in deinem Projekt oder in ~/.cursor/mcp.json einfügen
{
"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"
}
}
}
}Dein Browser fragt, ob er die App öffnen darf, dann zeigt die App die Einstellungen und bittet dich um Bestätigung. Schlüsselwerte bleiben leer, damit du sie selbst einträgst.
In .vscode/mcp.json in deinem Projekt einfügen
{
"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"
}
}
}
}Dein Browser fragt, ob er die App öffnen darf, dann zeigt die App die Einstellungen und bittet dich um Bestätigung. Schlüsselwerte bleiben leer, damit du sie selbst einträgst.
Dieser Server läuft auf deinem Computer, und ChatGPT kann sich nur mit Servern im Internet verbinden. Wähle eine andere App.
Deine Auswahl bleibt in einem Cookie auf diesem Gerät; kein Konto nötig.
CODECRAWLER_DB envCODECRAWLER_EXCLUDE_DIRS envCODECRAWLER_DEFAULT_LIMIT envCODECRAWLER_MAX_DEPTH envCODECRAWLER_HELPFUL_ERRORS envDiese Einstellungen werden aus dem Registry-Eintrag des Entwicklers erzeugt. Wenn in der README etwas anderes steht, folge der README.
Läuft auf deinem Computer; die Tool-Liste erscheint nach der Installation in deiner KI-App.
Wir prüfen Informationen, die jeder sehen kann; den Code haben wir nicht gelesen. Checks, die nicht zutreffen, werden nicht mitgezählt. · Geprüft am 6. Nov. 2026
Der Registry-Name wurde mit dem GitHub-Konto nithin554 bestätigt, dem das Repo gehört
Dieses Repo haben wir noch nicht von GitHub gelesen
Dieses Repo haben wir noch nicht von GitHub gelesen
Dieser Server läuft auf deinem Computer; es gibt keinen Endpunkt im Internet
Läuft auf deinem Computer und nutzt stattdessen lokale Einstellungen
Läuft auf deinem Computer; Tool-Listen können wir nur von Endpunkten im Internet lesen
Verglichen mit allen aktiven Servern dieser Kategorie in der Registry. Sterne zählen nur, wenn dem Herausgeber das Repo gehört.
Er hat 1 von 1 zutreffenden Basischecks bestanden. Den Code haben wir nicht gelesen. Bevor du einen Schlüssel oder Token hinzufügst, sieh nach, welche Zugriffe der Server verlangt, und nutze einen Schlüssel, der nur die Berechtigungen hat, die du brauchst.
Die Registry nennt keinen erforderlichen Schlüssel, manche Server bitten dich aber bei der ersten Nutzung, dich anzumelden.
Er läuft auf deinem Computer. Deine KI-App startet ihn bei Bedarf, und die Daten laufen nicht über die Server des Entwicklers (außer der Server ruft selbst einen Onlinedienst auf).
Das GitHub-Repo wurde zuletzt – geändert, und die neueste Version (0.1.81) kam gestern in die Registry.
Apps, die MCP unterstützen, etwa Claude Desktop, Claude Code, Cursor und VS Code. Außerdem brauchst du Node.js auf deinem Computer.
In derselben Kategorie: Browser Use, Chrome DevTools MCP, MCP Server Browser
Server derselben Kategorie von anderen Entwicklern, sortiert nach Sternen.
So liest du eine Karte:★ GitHub-SterneiDrei Säulen: Bewertungen · Checks · NutzungiAktualisiert = neueste Version in der Registry veröffentlichti
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
Unverändert aus dem Repo des Entwicklers übernommen. PopNx MCP hat den Inhalt weder geprüft noch empfiehlt es ihn. HTML, Bilder und Skripte wurden entfernt. Links führen von dieser Website weg.
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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