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.
选择你使用的 AI 应用,然后复制设置。
通过 3/3 项检查 · 在你的电脑上运行 · ✓ 命令已检查 2026年11月13日
第一步:你用哪个 AI?
选择你用的应用,步骤会显示在下方。
可连接 Claude,但需要先准备
需要先在电脑上安装 Node.js(只需一次) · 仅限电脑上的 Claude 应用(Windows 或 Mac),网页和手机不可用
SettingsDeveloperEdit Config
{
"mcpServers": {
"repograph": {
"command": "npx",
"args": [
"-y",
"repograph-cli",
"mcp"
]
}
}
}用 Repograph 告诉我你能帮我做什么,然后做一件给我看✓ 如果 Claude 说正在使用 Repograph,或回答中出现 Repograph 的工具名称,就表示连接成功
菜单名称已于 2026年11月11日 对照 Anthropic 帮助页面核实 · 你的界面可能因版本略有不同
ChatGPT 暂时无法连接 Repograph
Repograph 需要安装在你的电脑上,而 ChatGPT 只能连接在网上运行的服务器
A · 使用能连接 Repograph 的应用
B · 旅行、地图与天气 类中能连接 ChatGPT 的其他服务器
从同类中使用较多的里挑选,仅限用地址即可连接、无需密钥的
可连接 Claude Code,但需要先准备
需要先在电脑上安装 Node.js(只需一次)
Mac:按 Command+空格,输入 Terminal · Windows:打开 PowerShell
claude mcp add --scope user repograph -- npx -y repograph-cli mcp应能看到 Repograph 在列表中并显示已连接
用 Repograph 告诉我你能帮我做什么,然后做一件给我看✓ 如果 Claude Code 说正在使用 Repograph,或回答中出现 Repograph 的工具名称,就表示连接成功
菜单名称已于 2026年11月11日 对照 Anthropic 帮助页面核实 · 你的界面可能因版本略有不同
可连接 Cursor,但需要先准备
需要先在电脑上安装 Node.js(只需一次)
用 Repograph 告诉我你能帮我做什么,然后做一件给我看✓ 如果 Cursor 说正在使用 Repograph,或回答中出现 Repograph 的工具名称,就表示连接成功
菜单名称已于 2026年11月11日 对照 Cursor 帮助页面核实 · 你的界面可能因版本略有不同
可连接 VS Code,但需要先准备
需要先在电脑上安装 Node.js(只需一次)
用 Repograph 告诉我你能帮我做什么,然后做一件给我看✓ 如果 VS Code 说正在使用 Repograph,或回答中出现 Repograph 的工具名称,就表示连接成功
菜单名称已于 2026年11月11日 对照 VS Code 帮助页面核实 · 你的界面可能因版本略有不同
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"
]
}
}
}这些设置是根据作者在注册中心的条目生成的。如果 README 的写法不同,请以 README 为准。
依据这个服务器的连接方式和各应用自己的文档,检查于 2026年11月10日。
在你的电脑上运行,适用于
ClaudeGooseLM StudioMsty StudioCherry StudioCursorVS Code + GitHub CopilotVisual StudioWindsurf (Devin Desktop)ZedKiroClineContinueJetBrains AI AssistantClaude CodeCodex CLIGemini CLIOpenCodenodecodeWarpLibreChatRaycast
它在你的电脑上运行;安装后,工具列表会显示在你的 AI 应用中。
我们检查的是任何人都能看到的信息;我们没有阅读代码。不适用的检查项不计入总数。 · 检查于 2026年11月14日
注册名称已通过 GitHub 账户 Karry1123 验证,该账户拥有此仓库
代码最后更新于19天前
使用 MIT
它在你的电脑上运行,没有互联网端点
在你的电脑上运行,改用本地设置
它在你的电脑上运行;我们只能读取互联网端点的工具列表
提问、分享技巧或报告无法使用。按“有帮助”数量排序。
还没有评价
与注册中心里这个分类中所有活跃的服务器比较。只有当发布者拥有该仓库时,星标数才计入。
它在 3 项适用的基础检查中通过了 3 项。我们没有阅读代码。在添加密钥或令牌之前,请先看看这个服务器要求哪些权限,并使用只具备所需权限的密钥。
注册中心没有列出必需的密钥,不过有些服务器会在首次使用时要求你登录。
它在你的电脑上运行。你的 AI 应用会在需要时启动它,数据不会经过作者的服务器(除非它自己调用在线服务)。
GitHub 仓库最后更新于19天前,最新版本(0.1.1)于19天前进入注册中心。
支持 MCP 的应用,例如 Claude Desktop、Claude Code、Cursor 和 VS Code。你的电脑上还需要有 Node.js。
同一分类中有:LetsFG — Flights & Hotels, Google Maps MCP Server, Mu
同一分类中其他作者的服务器,按星标数排序。
如何看卡片:↓ 每周下载量i★ GitHub 星标i三大支柱:评价 · 检查 · 使用情况i更新 = 最新版本发布到注册中心的时间i
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.
按原文从作者的仓库复制。PopNx MCP 没有审查或背书其内容。HTML、图片和脚本已被移除。链接会离开本站。
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.