Browser Use
Lets AI do web tasks for you, such as filling forms, searching and extracting data, in the maker’s cloud browsers or on your computer.
Description from the maker (original English)
Static and dynamic call tracing MCP server backed by a SQLite property graph of your codebase
These three are never merged into one score: opinions, measurements and popularity are different things.
We have not written a plain-language summary for this one yet. Below are the facts we read from the registry.
Pick the AI app you use, then copy the settings.
CODECRAWLER_DB, CODECRAWLER_EXCLUDE_DIRS, CODECRAWLER_DEFAULT_LIMIT, CODECRAWLER_MAX_DEPTH, CODECRAWLER_HELPFUL_ERRORSYou need
Which app do you use?
Pick your app above. We remember it, so next time the button says “Install in …”.
Open Claude Desktop → Settings → Developer → Edit Config, and paste this into claude_desktop_config.json
{
"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"
}
}
}
}Run this in your terminal
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-crawlerFill in the empty values before running it.
Paste into .cursor/mcp.json in your project, or ~/.cursor/mcp.json
{
"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"
}
}
}
}Your browser asks to open the app, then the app shows the settings and asks you to confirm. Key values are left empty for you to fill in.
Paste into .vscode/mcp.json in your project
{
"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"
}
}
}
}Your browser asks to open the app, then the app shows the settings and asks you to confirm. Key values are left empty for you to fill in.
This one runs on your computer, and ChatGPT can only connect to servers on the internet. Pick another app.
Your choice stays on this device in a cookie; no account needed.
CODECRAWLER_DB envCODECRAWLER_EXCLUDE_DIRS envCODECRAWLER_DEFAULT_LIMIT envCODECRAWLER_MAX_DEPTH envCODECRAWLER_HELPFUL_ERRORS envThese settings are generated from the maker’s registry entry. If the README says otherwise, follow the README.
Runs on your computer; the tool list appears in your AI app after you install it.
We check information anyone can see; we have not read the code. Checks that do not apply are left out of the count. · Checked Nov 6, 2026
The registry name was verified with the GitHub account nithin554, which owns the repo
We have not read this repo from GitHub yet
We have not read this repo from GitHub yet
This one runs on your computer; there is no internet endpoint
Runs on your computer and uses local settings instead
Runs on your computer; we can only read tool lists from internet endpoints
Compared with every active server in this category in the registry. Stars count only when the publisher owns the repo.
It passed 1 of 1 applicable basic checks. We have not read the code. Before adding a key or token, see what access the server asks for and use a key with only the permissions you need.
The registry does not list a required key, though some servers ask you to sign in on first use.
It runs on your computer. Your AI app starts it when needed, and data does not pass through the maker’s servers (unless it calls an online service itself).
The GitHub repo last changed –, and the latest version (0.1.81) reached the registry yesterday.
Apps that support MCP, such as Claude Desktop, Claude Code, Cursor and VS Code. You also need Node.js on your computer.
In the same category: Browser Use, Chrome DevTools MCP, MCP Server Browser
Servers in the same category from other makers, sorted by stars.
Reading a card:★ GitHub starsiThree pillars: reviews · checks · usageiUpdated = latest version published to the registryi
Lets AI do web tasks for you, such as filling forms, searching and extracting data, in the maker’s cloud browsers or on your computer.
Lets AI use Chrome’s developer tools to inspect pages, find what makes them slow and spot errors. Made by the Chrome DevTools team.
MCP server for browser use access
Copied from the maker’s repo as written. PopNx MCP has not reviewed or endorsed it. HTML, images and scripts are removed. Links lead off this site.
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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