Lain

io.github.spuentesp由 GitHub 帳號 spuentesp 發布v0.10.0更新於 Oct 24, 2026

High-performance knowledge graph MCP server for AI coding agents with semantic search.

已驗證STDIO僅桌面知識與記憶開發者工具

概覽

AI 產生的概覽

本機程式碼知識圖譜 MCP 伺服器,讓編碼助理在改程式碼前檢視呼叫端、相依性、符號與 Git 共同變更。

可以做什麼
  • 檢視符號的影響範圍與變更風險,評估改動影響
  • 追蹤函式間的呼叫鏈,找出進入點與錨點
  • 依名稱或語意搜尋符號,語意搜尋為選用功能
  • 跨儲存庫追蹤符號,進行跨儲存庫影響分析與組織層級搜尋
  • 透過意圖、線上狀態與建議性檔案宣告協調多個代理
  • 結合靜態呼叫端、慣例比對、執行時追蹤與 Git 共同變更來解釋分派
適用情境
適合代理在 Git 儲存庫中修改程式碼、需要知道某個函式被誰相依、程式碼如何抵達它,或哪些檔案通常一起變更的情境。也適用於需要跨儲存庫影響分析的多儲存庫環境。
執行需求
以本機 stdio 程序執行,可從 npm(macOS、Linux、x64 Windows)或發行版安裝腳本安裝;僅從原始碼建置時需要 Rust 1.89 以上。setup 會寫入宿主端的 MCP 設定,之後需重新啟動代理。首次執行會下載並驗證平台二進位檔,需要網路存取,之後可離線使用。語意搜尋所需的嵌入模型為選用。
安裝前請注意
發行版安裝腳本會把遠端腳本直接交給 shell 執行,執行前應先審閱。索引跟隨提交而非未提交的修改,重新索引前答案可能過時。靜態分析無法證明所有動態呼叫,空結果會標示為證據不足,並不代表改動安全。若要將 HTTP 伺服器暴露到 localhost 之外,需設定 LAIN_BIND_ADDR 與 LAIN_API_KEYS。

安裝

在 SourceWeft 中

  1. 開啟 儀表板中的 Lain,將其新增到工作區。
  2. 為需要使用其工具的對話啟用該服務。

Desktop only,透過 STDIO。 STDIO 服務會啟動本機處理程序,因此需要 SourceWeft 桌面主機。

其他 MCP 客戶端

參照 儲存庫 中的啟動說明。

README

Lain

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.

[Lain Command Center demo]

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:

text
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.

Install

Using the release installer:

bash
curl -fsSL https://raw.githubusercontent.com/spuentesp/lain/main/install.sh | bashsource ~/.zshrc   # or ~/.bashrclain --version

Or from npm (macOS, Linux, and x64 Windows):

bash
npm install -g @spuentesp/lain-mcplain --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).
  • If npm install scripts were disabled (--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.

Connect an agent

Run one setup command from the repository you want Lain to index:

bash
lain setup --agent claude-codelain setup --agent codexlain setup --agent cursorlain setup --agent vscodelain 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:

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/<version>/<target>/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.

Languages

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 <script> 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:

bash
lain setup --lsp python,go      # just theselain setup --lsp detected       # every missing one for this repositorylain setup --lsp none

First query

Ask the connected agent:

text
Use Lain to show the blast radius of validate_token.

Or call the same tool from a terminal:

bash
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.

Multiple repositories

bash
lain repos add bytes https://github.com/tokio-rs/bytes.gitlain repos add tokio https://github.com/tokio-rs/tokio.gitlain workspaces create tokio-stack --members bytes,tokiolain 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.

Check the graph

From a source checkout:

bash
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.

What Lain provides

NeedTool or feature
See callers before changing a symbolget_blast_radius, assess_change
Trace how two functions connectget_call_chain
Find architectural entry pointsfind_anchors, list_entry_points
Search by name or meaningfind_symbol, search_code
Follow a symbol across repositoriesget_cross_repo_blast_radius, search_org
Keep agents from editing the same code blindlyintents, 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.

Documentation

Start hereCovers
QuickstartInstallation, first query, and first aid
User manualCLI reference, tuning, operation, and troubleshooting
Tool guideMCP tools, arguments, outputs, and limits
Skill bundleAgent-loadable skills and role recipes
FederationMulti-repository configuration and queries
MultiplayerAgent presence, intents, claims, and hooks
ArchitectureGraph construction and design choices
Documentation indexEvery maintained document

Project status

[CI] [SafeSkill] [OpenSSF Scorecard] [OpenSSF Best Practices] [SBOM] [Build Provenance]

License

MIT — Copyright (c) 2026 spuentesp

來源:README.md,提交 7fe8cf2

工具

0
SourceWeft 尚未在沙箱中啟動過該軟體包,因此其工具未知。

版本歷史

2
  1. v0.10.0最新Oct 14, 2026
  2. v0.1.0Sep 16, 2026

評分

已滿足適用檢查項的 50%

該評分衡量此收錄條目的完整程度,依據註冊中心條目、端點與公開來源計算得出。它不是對伺服器本身的評價,也不表示伺服器安全或目前可用:可連通性是帶日期的檢查結果,評分也不包含安裝量或使用者評價。

  • 近 30 天內可連通25 分

    請保持端點能夠回應 MCP 握手;SourceWeft 每 30 天探測一次。

  • 已宣告認證方式10 分

    請在註冊中心條目中宣告憑證請求標頭,或保持端點能夠回應探測,以便判定其認證方式。

  • 已列出工具15 分

    請讓伺服器在無憑證時回應 tools/list,或發布可在沙箱中無憑證啟動的軟體包。

  • 描述必需15 分
  • 圖示10 分
  • 文件15 分
  • 授權條款10 分