LetsFG — Flights & Hotels
Search and book flights and hotels: hundreds of airlines, plus bookable hotel rates.
Local architecture maps and caller impact analysis with directory clustering and utility folding.
쓰고 있는 AI 앱을 고른 다음 설정을 복사하세요.
검사 3/3 통과 · 내 컴퓨터에서 실행돼요 · ✓ 명령 확인 2026년 11월 13일
먼저: 어떤 AI를 쓰시나요?
쓰는 앱을 고르면 아래에 단계가 나옵니다.
Claude에 연결할 수 있지만 먼저 준비가 필요해요
먼저 컴퓨터에 Node.js를 설치하세요 (한 번만) · 컴퓨터용 Claude 앱(Windows 또는 Mac)에서만 되고 웹이나 모바일은 안 돼요
SettingsDeveloperEdit Config
{
"mcpServers": {
"repograph": {
"command": "npx",
"args": [
"-y",
"repograph-cli",
"mcp"
]
}
}
}Repograph을 써서 나에게 무엇을 해 줄 수 있는지 알려 주고, 하나 해 봐✓ Claude가 Repograph을 쓰고 있다고 하거나 답에 Repograph 도구 이름이 나오면 연결된 거예요
메뉴 이름은 2026년 11월 11일에 Anthropic 도움말에서 확인 · 앱 버전에 따라 화면이 조금 다를 수 있어요
ChatGPT는 아직 Repograph에 연결할 수 없어요
Repograph는 내 컴퓨터에 설치해서 쓰지만 ChatGPT는 웹에서 도는 서버만 연결할 수 있어요
A · Repograph에 연결되는 앱 쓰기
B · 여행, 지도 및 날씨에서 ChatGPT에 연결되는 다른 서버
같은 분류에서 많이 쓰는 것 중 키 없이 주소만으로 연결되는 것을 골랐어요
Claude Code에 연결할 수 있지만 먼저 준비가 필요해요
먼저 컴퓨터에 Node.js를 설치하세요 (한 번만)
Mac: Command+스페이스를 누르고 Terminal 입력 · Windows: PowerShell 열기
claude mcp add --scope user repograph -- npx -y repograph-cli mcpRepograph이 목록에 있고 연결됨으로 보이면 돼요
Repograph을 써서 나에게 무엇을 해 줄 수 있는지 알려 주고, 하나 해 봐✓ Claude Code가 Repograph을 쓰고 있다고 하거나 답에 Repograph 도구 이름이 나오면 연결된 거예요
메뉴 이름은 2026년 11월 11일에 Anthropic 도움말에서 확인 · 앱 버전에 따라 화면이 조금 다를 수 있어요
Cursor에 연결할 수 있지만 먼저 준비가 필요해요
먼저 컴퓨터에 Node.js를 설치하세요 (한 번만)
Repograph을 써서 나에게 무엇을 해 줄 수 있는지 알려 주고, 하나 해 봐✓ Cursor가 Repograph을 쓰고 있다고 하거나 답에 Repograph 도구 이름이 나오면 연결된 거예요
메뉴 이름은 2026년 11월 11일에 Cursor 도움말에서 확인 · 앱 버전에 따라 화면이 조금 다를 수 있어요
VS Code에 연결할 수 있지만 먼저 준비가 필요해요
먼저 컴퓨터에 Node.js를 설치하세요 (한 번만)
Repograph을 써서 나에게 무엇을 해 줄 수 있는지 알려 주고, 하나 해 봐✓ VS Code가 Repograph을 쓰고 있다고 하거나 답에 Repograph 도구 이름이 나오면 연결된 거예요
메뉴 이름은 2026년 11월 11일에 VS Code 도움말에서 확인 · 앱 버전에 따라 화면이 조금 다를 수 있어요
Claude Code
claude mcp add --scope user repograph -- npx -y repograph-cli mcpClaude Desktop (claude_desktop_config.json)
{
"mcpServers": {
"repograph": {
"command": "npx",
"args": [
"-y",
"repograph-cli",
"mcp"
]
}
}
}Cursor (~/.cursor/mcp.json)
{
"mcpServers": {
"repograph": {
"command": "npx",
"args": [
"-y",
"repograph-cli",
"mcp"
]
}
}
}VS Code (mcp.json)
{
"servers": {
"repograph": {
"type": "stdio",
"command": "npx",
"args": [
"-y",
"repograph-cli",
"mcp"
]
}
}
}이 설정은 제작자의 레지스트리 정보로 만들었어요. README와 다르면 README를 따르세요.
이 서버의 연결 방식과 각 앱의 공식 문서를 바탕으로 했어요. 2026년 11월 10일 확인.
내 컴퓨터에서 실행하는 앱
ClaudeGooseLM StudioMsty StudioCherry StudioCursorVS Code + GitHub CopilotVisual StudioWindsurf (Devin Desktop)ZedKiroClineContinueJetBrains AI AssistantClaude CodeCodex CLIGemini CLIOpenCodenodecodeWarpLibreChatRaycast
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 15일 점검
레지스트리 이름이 GitHub 계정 Karry1123 기준으로 확인되었고, 이 계정이 저장소를 소유하고 있어요
코드 마지막 변경: 20일 전
MIT 사용
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
질문하고, 팁을 나누고, 안 되는 점을 알려 주세요. "도움이 됨"이 많은 순서예요.
아직 리뷰가 없어요
레지스트리에서 이 카테고리의 활성 서버 전체와 비교했어요. 스타는 게시자가 저장소를 소유한 경우에만 세요.
해당하는 기본 점검 3개 중 3개를 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 20일 전 변경됐고, 최신 버전(0.1.1)은 20일 전 레지스트리에 올라왔어요.
Claude Desktop, Claude Code, Cursor, VS Code처럼 MCP를 지원하는 앱에서 쓸 수 있어요. 내 컴퓨터에 Node.js도 있어야 해요.
같은 카테고리에는: LetsFG — Flights & Hotels, Google Maps MCP Server, Mu
같은 카테고리에서 다른 제작자가 만든 서버예요. 스타 순으로 정렬했어요.
카드 보는 법:↓ 주간 다운로드i★ GitHub 스타i세 기둥: 리뷰 · 점검 · 사용 정도i업데이트 = 최신 버전을 레지스트리에 공개한 날i
Search and book flights and hotels: hundreds of airlines, plus bookable hotel rates.
18 Google Maps tools for AI agents — geocode, search, directions, weather, and more.
News, web search, mail, markets, weather, places, files, calendar, contacts. 67 tools, one endpoint.
제작자의 저장소에서 쓰인 그대로 가져왔어요. PopNx MCP가 검토하거나 보증한 내용이 아니에요. HTML, 이미지, 스크립트는 제거했어요. 링크를 누르면 이 사이트를 벗어나요.
Turn any codebase into an interactive architecture map in 2 seconds. Zero server, full privacy, built for Claude & Claude Code.
👉 [Try the interactive live demo](https://karry1123.github.io/repograph/) (zustand's architecture, generated with one command)
Find the files that matter before changing the code. RepoGraph scans local imports, groups source files by directory and likely architectural layer, and writes an interactive HTML map. Directory clustering and utility folding help keep shared helpers from turning the view into a spiderweb. Three MCP tools let Claude inspect architecture and trace the impact of a proposed change.
“2 seconds” describes the quickstart experience, not a measured performance guarantee. Scan time and HTML size depend on the repository; a small map can be ~40 KB. No account, server, or configuration file is required.
npx repograph-cli .
Open the printed file:///.../repograph.html link. Click a file to see its incoming callers in cyan and outgoing dependencies in red. Double-click directory boxes to collapse or expand them. Press f to fit the graph to the viewport. Search matches subsequences in full file paths; the minimap lets you jump around large graphs.
Node.js 18 or newer is required. Scanning stays on your machine. The HTML embeds your file paths and graph data, so treat it as repository information when sharing. Opening the interactive map downloads pinned Cytoscape/layout scripts from public CDNs; no source or graph data is sent by RepoGraph. The CDN scripts must be reachable on first opening. SVG, JSON, and Mermaid exports need no browser CDN scripts.
repograph [path] [options]
repograph mcp
Options: -o, --output Write to a file --theme dark | light | matrix (default: dark) --max-depth Maximum directory nesting (default: 6) --no-collapse-utils Show utility candidates immediately --format html | json | mermaid | svg (default: html) -V, --version Show version -h, --help Show help
The path defaults to .. HTML defaults to ./repograph.html in your current working directory and prints its absolute file URL after writing. Other formats print to stdout unless --output is supplied. Output directories are created automatically. --max-depth 0 scans only root files.
npx repograph-cli ./my-app --output ./architecture.html --theme matrix
npx repograph-cli . --format json > graph.json npx repograph-cli . --format mermaid --output architecture.mmd npx repograph-cli . --format svg --output architecture.svg npx repograph-cli . --max-depth 10 --no-collapse-utils
The static SVG arranges files in entry → business → unknown → data → util columns. Mermaid exports preserve nested directory subgraphs. Both include utility candidates; HTML initially hides folded utilities and their edges.
RepoGraph is listed on the official MCP Registry as io.github.Karry1123/repograph. Registry-aware clients can install it by that name; the manual Claude setup below also works.
Add this entry to claude_desktop_config.json, merging it with existing servers:
{
"mcpServers": { "repograph": { "command": "npx", "args": ["-y", "repograph-cli", "mcp"] } } }
Restart Claude Desktop, then ask: “Scan my repository at /absolute/path/to/project and show the impact of changing src/core/graph.ts.” Use an absolute repository path; the MCP server may start with a different working directory. Windows paths work too, for example F:\\RepoGraph in JSON.
claude mcp add repograph -- npx -y repograph-cli mcp
Ask Claude to generate an architecture map before a refactor, or find all transitive callers of a module before editing it. MCP mode uses stdio for the protocol and writes errors only to stderr.
| Tool | Arguments | Result |
|---|---|---|
scan_repository_graph | path (absolute repo root), maxDepth (int, default 6), collapseUtils (bool, default true) | Full ArchitectureGraph JSON: nodes, edges, nested clusters, metrics. Use for structure and hub files. |
generate_architecture_html | path, outputPath (default ./repograph.html, relative to path), theme (dark / light / matrix) | Writes a self-contained interactive map; returns { success, filePath, nodeCount }. Use when a person wants a visual. |
query_impact_path | path, changedFile (repo-relative, e.g. src/core/graph.ts) | Direct and transitive callers with BFS depth, affected clusters, blast radius. Use before editing or deleting a file. |
Each tool performs its own fresh static scan of path on every call, so no prior scan is needed. Tools are annotated readOnlyHint: true except generate_architecture_html, which writes one file.
For HTML generation, a relative outputPath is resolved against the repository path. An absolute output path is used directly. The tools use a utility fan-in threshold of 15. Missing changed files return an error with the closest matching IDs. transitiveDependents includes direct callers at depth 1; blastRadius counts unique affected files and excludes the changed file itself.
Each source file becomes a node with a forward-slash relative ID. Local imports become directed edges from importer to dependency. JavaScript and TypeScript use Babel, with a regex fallback for unsupported syntax. Repeated references of the same type are combined with an edge weight. External packages are dropped. Class inheritance through an imported binding gets an inheritance edge; import() gets a dynamic edge.
RepoGraph tries source extensions, directory index files, NodeNext .js → .ts equivalents, and a heuristic @/ → src/ alias. It does not execute code or load project-specific compiler plugins. Computed imports and custom aliases can be missed.
| Layer | File or directory clues | Colour |
|---|---|---|
| Entry | controller, route, router, handler, api, endpoint, cli, app, server, main; root index | Cyan |
| Business | service, usecase, core, domain, logic, manager | Magenta |
| Data | repo, repository, model, schema, entity, store, db, dao, migration | Amber |
| Util | util, utils, helpers, common, shared, lib, constants, types, config; high fan-in | Slate |
| Unknown | Everything else | Indigo |
Classification checks entry, business, data, then utility clues. It is an explainable filename heuristic, not a semantic judgement about your design. Clusters reflect the first two directory levels and retain nested parents.
Files with more than 12 incoming callers and at most two outgoing dependencies, or utility-like names, are folding candidates. CLI/API default to 12; MCP defaults to 15. Folded nodes and their edges stay in the graph data and impact analysis but disappear from the initial HTML view. “Show utilities” reveals them. Degree counts use unique neighboring files, not repeated imports.
Impact analysis performs a breadth-first search over reverse edges. It handles cycles, visits each file once, and records the shortest caller depth. The inspector lists direct callers and dependencies; the highlight traces both full transitive chains. If a cycle belongs to both chains, the dependency highlight takes precedence.
Dead-code warnings count files with no incoming local edges that do not look like entry points. Treat these as review hints: frameworks, reflection, external consumers, and dynamic loading can all create valid files with no static callers. Coupling factor is average unique out-degree; density is edges divided by n * (n - 1) (zero for fewer than two files). LOC counts nonblank source lines, including comments.
| Language | Resolution |
|---|---|
| JavaScript / TypeScript | ESM imports/re-exports, require(), dynamic imports, imported superclass bindings; JS/JSX/MJS/CJS/TS/TSX/MTS/CTS |
| Python | import a.b, absolute and relative from imports, .py modules and __init__.py packages |
| Go | Single imports and import blocks; paths under the root go.mod module resolve to every scanned .go file in the target directory |
| Rust | mod x; resolves to x.rs or x/mod.rs; use crate::... resolves modules under src/ |
Root and nested .gitignore rules are respected. RepoGraph skips dependency, build, cache, and editor directories, including node_modules, .git, dist, build, out, coverage, __pycache__, .venv, venv, .next, .nuxt, target, vendor, .idea, .vscode, and .cache. Symlinks are skipped to prevent cycles. Files larger than 1.5 MB and *.min.js are excluded. Test/spec files are excluded from the main graph, with their count retained as metrics.excludedTestFiles.
Python, Go, and Rust resolution is intentionally static and heuristic: workspace manifests, build tags, Python import hooks, Rust macros, and non-root Go modules are not evaluated. Only files included in the scan can become nodes or targets.
This table describes the tools' focus rather than a feature-completeness or performance benchmark. Check each project's current documentation for its full capabilities.
| RepoGraph | Madge | CodeSee | Gitingest | |
|---|---|---|---|---|
| Primary output | Local interactive HTML architecture map | Module dependency graphs | Code exploration and mapping platform | Repository text context |
| Workflow | CLI + three MCP tools | Dependency analysis CLI/API | Platform workflow | Ingest code for LLM context |
| Main emphasis | Layers, utility folding, caller impact | Module relationships and cycles | Collaborative code understanding | Shareable code context |
| RepoGraph's approach | No server; embedded graph snapshot | Complementary dependency tooling | Different platform model | Complementary text-first tooling |
import { analyzeRepository } from 'repograph-cli/dist/src/api.js';
import { impactPath } from 'repograph-cli/dist/src/core/graph.js'; import { renderToHtml } from 'repograph-cli/dist/src/renderer/htmlTemplate.js';
const graph = await analyzeRepository('.', { maxDepth: 6, collapseUtils: true, utilThreshold: 12, }); const impact = impactPath(graph, 'src/api.ts'); const html = renderToHtml(graph, { theme: 'dark' });
createServer() and startMcpServer() are exported from dist/src/index.js; importing the module does not start a transport. The graph data model lives in src/types.ts and ships with generated TypeScript declarations.
npm install
npm run build node dist/bin/cli.js . --output demo/self.html node dist/bin/cli.js . --format json node dist/bin/cli.js . --format mermaid
During development, use npm run dev -- .. On Windows PowerShell installations that block npm.ps1, use npm.cmd. Keep path IDs portable, avoid executing scanned code, and test resolution changes against a small repository containing the relevant imports. Include reproduction steps and the expected edges in bug reports or contributions.
MIT © 2026 Karry. See LICENSE.