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Code Crawler

by nithin554version 0.1.81i★ –iRuns on your computer
Registry nameio.github.nithin554/code-crawler

Install

Overview

Description from the maker (original English)

Static and dynamic call tracing MCP server backed by a SQLite property graph of your codebase

PopNx MCP’s three pillars

These three are never merged into one score: opinions, measurements and popularity are different things.

What you can do with it

We have not written a plain-language summary for this one yet. Below are the facts we read from the registry.

  • Connection: Runs on your computer
  • Transport: stdio
  • Category: Web & browsers

Install

Pick the AI app you use, then copy the settings.

Before you install

  • Basic checks: 1 of 1 passed
  • Runs on your computer with your user’s permissions (files, network, apps).
  • You fill in yourself: CODECRAWLER_DB, CODECRAWLER_EXCLUDE_DIRS, CODECRAWLER_DEFAULT_LIMIT, CODECRAWLER_MAX_DEPTH, CODECRAWLER_HELPFUL_ERRORS

You need

  • npmNode.js installed (for the npx command)

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-crawler

Fill in the empty values before running it.

Open in Cursor

Or copy the settings yourself

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.

Open in VS Code

Or copy the settings yourself

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.

Values you fill in

  • CODECRAWLER_DB env
    Path to the SQLite graph database (default ~/.code-crawler/index.db)
  • CODECRAWLER_EXCLUDE_DIRS env
    Comma-separated directories to skip during crawl
  • CODECRAWLER_DEFAULT_LIMIT env
    Default result cap for list queries (default 50)
  • CODECRAWLER_MAX_DEPTH env
    Traversal depth cap (default 10)
  • CODECRAWLER_HELPFUL_ERRORS env
    Fuzzy suggestions on unknown symbols (default true)

These settings are generated from the maker’s registry entry. If the README says otherwise, follow the README.

What it can do

Runs on your computer; the tool list appears in your AI app after you install it.

Basic checksi

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

  • ✓ Pass

    Maker matches the repo

    The registry name was verified with the GitHub account nithin554, which owns the repo

  • … Not checked yet

    Still maintained

    We have not read this repo from GitHub yet

  • … Not checked yet

    Has a licence

    We have not read this repo from GitHub yet

  • – Not applicable

    Endpoint responds

    This one runs on your computer; there is no internet endpoint

  • – Not applicable

    Sign-in with OAuth

    Runs on your computer and uses local settings instead

  • … Not checked yet

    No hidden instructions in tool descriptions

    Runs on your computer; we can only read tool lists from internet endpoints

Compared with others in Web & browsersi

  • More stars than 0% of the other 876 servers in this category
  • Published to the registry more recently than 95% of the other 876 servers in this category
  • Basic checks equal to or better than 100% of the other 876 servers in this category

Compared with every active server in this category in the registry. Stars count only when the publisher owns the repo.

Common questions

Is Code Crawler safe?

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.

What keys or codes does it need?

The registry does not list a required key, though some servers ask you to sign in on first use.

Does it run on my computer or in the cloud?

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).

Is it still maintained?

The GitHub repo last changed –, and the latest version (0.1.81) reached the registry yesterday.

Which apps can use it?

Apps that support MCP, such as Claude Desktop, Claude Code, Cursor and VS Code. You also need Node.js on your computer.

What can I use instead?

In the same category: Browser Use, Chrome DevTools MCP, MCP Server Browser

Alternatives

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

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by 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.

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by ChromeDevTools

Lets AI use Chrome’s developer tools to inspect pages, find what makes them slow and spot errors. Made by the Chrome DevTools team.

Runs on your computer★ 54,821Apache-2.0Updated 15 days ago
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MCP Server Browser

by bytedance

MCP server for browser use access

Runs on your computer★ 39,550Apache-2.0Updated 14 months ago
Install

README from the maker

Open the README

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.

Code-Crawler

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) │ └─────────────────────────────────────────────┘

Why a graph?

Plain-text grep can't answer questions like:

  • *"Who transitively calls OrderRepository#create?"*
  • *"Is there a static path from Main#main to Tracking#dispatch?"*
  • *"What is the impact radius of changing OrderService#place?"*

These need graph traversal. Code-Crawler builds the graph once (idempotently, file-by-file) and answers them with bounded recursive SQL queries.

Features

  • Four languages, one graph: Java (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 tracing on a static 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).
  • Run-time indirection is named, not lost — Java reflection/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.
  • Framework wiring — dependency injection (@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.
  • Control flow on call edges — every 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 dependencies are explicit — third-party imports and runtime globals become package-level external_symbol nodes with REFERENCES edges and a find_external_dependencies summary, distinct from project code.
  • Annotations as first-class nodes — @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.
  • Call resolution heuristics that go beyond naive string matching: receiver types inferred from locals, parameters, 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.
  • Incremental, file-scoped indexing — each crawl records a per-file manifest (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.
  • FTS5-backed symbol search — symbol lookup runs against an external-content FTS5 index with BM25 ranking and exact/prefix boosting, falling back to a LIKE scan only when FTS finds nothing. Search does not degrade as the graph grows.
  • Versioned schema with automatic migration — the database carries a schema version and upgrades itself in place on open. A database written by a newer build is rejected with a clear message instead of being read as if the shape were known.
  • A database per project — the index lives in /.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.
  • Analytics — hotspots (fan-in/fan-out/advice counts) and dead-code candidates.
  • Self-contained: single SQLite file, no external services.
  • LLM-friendly: every tool returns structured JSON, unknown symbols come back with fuzzy search suggestions.

Install & build

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

CLI

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:

VariableDefaultPurpose
CODECRAWLER_DB /.code-crawler/index.dbDatabase 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_LIMIT50Default result cap
CODECRAWLER_MAX_DEPTH10Traversal depth cap (1–100)
CODECRAWLER_MAX_FILE_BYTES1000000Files larger than this are skipped, not parsed
CODECRAWLER_RESPECT_GITIGNOREtrueHonor the project's .gitignore during discovery
CODECRAWLER_HELPFUL_ERRORStrueFuzzy suggestions on symbol misses
CODECRAWLER_PLUGINunsetPlugin mode: resolve one database per project at call time instead of opening one file at startup
CODECRAWLER_PLUGIN_ROOTunsetPlugin install directory, never indexed as a project
CODECRAWLER_PLUGIN_DATAtemp dirWritable 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.

What gets indexed

crawl walks the project and skips .git, node_modules, build output, and other CODECRAWLER_EXCLUDE_DIRS entries. On top of that:

  • the project's `.gitignore` is honored (disable with CODECRAWLER_RESPECT_GITIGNORE=false),
  • an optional `.crawlerrc` in the project root can narrow or widen discovery with gitignore-style globs, and relocate where module ids start:
  {

"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.

  • files above CODECRAWLER_MAX_FILE_BYTES and files that look binary are skipped; crawl_project reports them in skippedFiles with a reason.
  • per-file parse failures never abort the crawl; they are reported in parseErrors.

Only the root .gitignore is read — nested .gitignore files are not yet supported.

Incremental crawls

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:

FieldMeaning
filesAddedFirst seen by this crawl
filesUpdatedContent changed, re-parsed
filesUnchangedReplayed from the parse cache
filesRemovedDisappeared 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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