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제작자가 쓴 설명(영어 원문)
High-performance knowledge graph MCP server for AI coding agents with semantic search.
이 세 가지는 절대 하나의 점수로 합치지 않아요. 의견, 측정, 인기는 서로 다른 것이니까요.
이 서버는 아직 쉬운 말로 된 요약을 쓰지 못했어요. 아래는 레지스트리에서 읽어 온 사실이에요.
쓰고 있는 AI 앱을 고른 다음 설정을 복사하세요.
필요한 것
어떤 앱을 쓰세요?
위에서 앱을 고르세요. 기억해 두었다가 다음부터는 버튼에 “…에 설치”라고 표시해요.
Claude Desktop → Settings → Developer → Edit Config를 열고 claude_desktop_config.json에 이 내용을 붙여 넣으세요
{
"mcpServers": {
"lain": {
"command": "npx",
"args": [
"-y",
"@spuentesp/lain-mcp"
]
}
}
}터미널에서 이 명령어를 실행하세요
claude mcp add lain -- npx -y @spuentesp/lain-mcp프로젝트의 .cursor/mcp.json 또는 ~/.cursor/mcp.json에 붙여 넣으세요
{
"mcpServers": {
"lain": {
"command": "npx",
"args": [
"-y",
"@spuentesp/lain-mcp"
]
}
}
}브라우저가 앱을 열지 물어본 다음, 앱이 설정을 보여 주고 확인을 요청해요. 키 값은 비워 두니 직접 입력하세요.
프로젝트의 .vscode/mcp.json에 붙여 넣으세요
{
"servers": {
"lain": {
"type": "stdio",
"command": "npx",
"args": [
"-y",
"@spuentesp/lain-mcp"
]
}
}
}브라우저가 앱을 열지 물어본 다음, 앱이 설정을 보여 주고 확인을 요청해요. 키 값은 비워 두니 직접 입력하세요.
이 서버는 내 컴퓨터에서 실행되는데, ChatGPT는 인터넷에 있는 서버에만 연결할 수 있어요. 다른 앱을 고르세요.
선택한 앱은 이 기기의 쿠키에만 저장돼요. 계정은 필요 없어요.
이 설정은 제작자의 레지스트리 정보로 만들었어요. README와 다르면 README를 따르세요.
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 8일 점검
레지스트리 이름이 GitHub 계정 spuentesp 기준으로 확인되었고, 이 계정이 저장소를 소유하고 있어요
아직 GitHub에서 이 저장소를 읽어 오지 않았어요
아직 GitHub에서 이 저장소를 읽어 오지 않았어요
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
레지스트리에서 이 카테고리의 활성 서버 전체와 비교했어요. 스타는 게시자가 저장소를 소유한 경우에만 세요.
해당하는 기본 점검 1개 중 1개를 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 – 변경됐고, 최신 버전(0.10.0)은 24일 전 레지스트리에 올라왔어요.
Claude Desktop, Claude Code, Cursor, VS Code처럼 MCP를 지원하는 앱에서 쓸 수 있어요. 내 컴퓨터에 Node.js도 있어야 해요.
같은 카테고리에는: GitHub, Desktop Commander, Cloudflare MCP
같은 카테고리에서 다른 제작자가 만든 서버예요. 스타 순으로 정렬했어요.
카드 보는 법:★ GitHub 스타i세 기둥: 리뷰 · 점검 · 사용 정도i업데이트 = 최신 버전을 레지스트리에 공개한 날i
Connect AI assistants to GitHub - manage repos, issues, PRs, and workflows through natural language.
MCP server for terminal commands, file operations, and process management
Cloudflare MCP servers
제작자의 저장소에서 쓰인 그대로 가져왔어요. PopNx MCP가 검토하거나 보증한 내용이 아니에요. HTML, 이미지, 스크립트는 제거했어요. 링크를 누르면 이 사이트를 벗어나요.
A code graph for coding agents. Lain maps callers, dependencies, symbols, and Git co-changes, then exposes them through the Model Context Protocol (MCP). Before an agent edits a function, it can inspect what depends on it and how the rest of the code reaches it.
The demo traces a symbol across the bytes and tokio repositories. Agents query the same graph through MCP; the browser shows what Lain indexed and where an answer came from.
Ask your agent:
If I change validate_token, what breaks?
Show me the call chain from entry to helper_a. Which files usually change with auth.rs? Is another agent already editing this code?
Lain answers with symbol names and source paths from a local index. The index stays on disk between runs and can cover more than one repository. It follows commits, not uncommitted edits: after committing, a re-index pass (lain reindex or a fresh session) brings it current — and answers that may miss recent work say so instead of going quiet. Semantic search is optional; graph queries work without an embedding model.
Using the release installer:
curl -fsSL https://raw.githubusercontent.com/spuentesp/lain/main/install.sh | bash
source ~/.zshrc # or ~/.bashrc lain --version
Or from npm (macOS, Linux, and x64 Windows):
npm install -g @spuentesp/lain-mcp
lain --version
Two npm notes:
npm install -g fails with EEXIST when an unrelated lain file already sits in npm's global bin directory — for example an older manual copy in ~/.local/bin when your npm prefix is ~/.local. The npm error itself cannot tell the file is unrelated; move or remove it, or install under a different prefix: npm install -g --prefix ~/.local/lain-npm @spuentesp/lain-mcp (then add ~/.local/lain-npm/bin to your PATH).--ignore-scripts, a locked-down CI), the platform binary is not fetched during install. The first lain run downloads and verifies it, so that first run needs network access; once cached, lain works offline.Rust 1.89 or newer is only needed when building from source. The quickstart covers non-interactive installation and the optional local embedding model.
Run one setup command from the repository you want Lain to index:
lain setup --agent claude-code
lain setup --agent codex lain setup --agent cursor lain setup --agent vscode lain setup --agent continue
Use lain setup --agent generic for another MCP host. Each adapter writes the client's own configuration — claude mcp add for Claude Code, ~/.codex/config.toml for Codex, ~/.cursor/mcp.json for Cursor, .vscode/mcp.json (or the user-scoped mcp.json) for VS Code, a block file under the repository's .continue/mcpServers/ for Continue. generic writes this project-level .mcp.json:
{
"mcpServers": { "lain": { "command": "/home/you/.local/lain/lain", "args": ["mcp"] } } }
command is always the absolute path of the lain binary that ran setup — not the bare name — so the agent runs the same binary no matter which PATH it inherits. That path depends on the install: the release installer puts the binary at ~/.local/lain/lain, while the npm package registers the verified cache binary it launches (~/.cache/lain/ / /lain on Linux, ~/Library/Caches/lain/… on macOS, %LOCALAPPDATA%\lain\Cache\… on Windows). Setup finishes by starting exactly that command once and verifying the MCP handshake.
On a terminal, lain setup without --agent asks which client to configure (Enter picks Claude Code), and without --lsp asks which optional language servers to install (Enter installs none). Non-interactive runs default to generic and no language servers, so scripts should pass --agent and --lsp explicitly.
Restart the agent after setup. Lain walks up from the agent's working directory to find .git, builds .lain/graph.bin, and serves the repository over stdio. No repos.yaml is needed for one repository.
Parsers for Rust, Python, TypeScript, JavaScript, Go, Java, C, C++, C#, Ruby, Swift, Kotlin, Scala and PHP are built into the binary, as are the blocks of Vue and Svelte components. Every one gets definitions and a call graph with nothing else installed.
Language servers are optional and only add precision. lain setup lists the languages it found and asks which servers to install; pressing Enter installs none. Non-interactive runs install none unless you name them:
lain setup --lsp python,go # just these
lain setup --lsp detected # every missing one for this repository lain setup --lsp none
Ask the connected agent:
Use Lain to show the blast radius of validate_token.
Or call the same tool from a terminal:
lain oneshot get_blast_radius validate_token
Use a symbol from your repository in place of validate_token. If the graph isn't ready or an answer looks stale, run lain doctor.
lain repos add bytes https://github.com/tokio-rs/bytes.git
lain repos add tokio https://github.com/tokio-rs/tokio.git lain workspaces create tokio-stack --members bytes,tokio lain server --config ./repos.yaml --transport http --port 9999
Open http://localhost:9999 for the Command Center. The server listens on localhost only; set LAIN_BIND_ADDR=0.0.0.0 (with LAIN_API_KEYS=key1,…) to expose it on the network. Federation adds organization-wide search and cross-repository blast-radius queries. The federation guide covers configuration, source types, and failure states. After a federation schema upgrade, run lain reindex to rebuild the on-disk graph from the sources.
From a source checkout:
scripts/demo.sh --quick
The script creates a small repository with a known call graph, starts a real Lain server, and compares the answers with that graph. It exits non-zero when a check fails. A full run also records timings against this repository.
| Need | Tool or feature |
|---|---|
| See callers before changing a symbol | get_blast_radius, assess_change |
| Trace how two functions connect | get_call_chain |
| Find architectural entry points | find_anchors, list_entry_points |
| Search by name or meaning | find_symbol, search_code |
| Follow a symbol across repositories | get_cross_repo_blast_radius, search_org |
| Keep agents from editing the same code blindly | intents, presence, and advisory file claims |
Static analysis can't prove every dynamic call through a message bus, dependency injection container, or reflective router. explain_dispatch combines static callers with convention matches, runtime traces, and Git co-change evidence; an empty result becomes insufficient_evidence, not a claim that the edit is safe.
| Start here | Covers |
|---|---|
| Quickstart | Installation, first query, and first aid |
| User manual | CLI reference, tuning, operation, and troubleshooting |
| Tool guide | MCP tools, arguments, outputs, and limits |
| Skill bundle | Agent-loadable skills and role recipes |
| Federation | Multi-repository configuration and queries |
| Multiplayer | Agent presence, intents, claims, and hooks |
| Architecture | Graph construction and design choices |
| Documentation index | Every maintained document |
MIT — Copyright (c) 2026 spuentesp