io.github.spuentesp/lain

Official registry Developer tools

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

Install

Add this to your client's MCP configuration (Claude Desktop: claude_desktop_config.json; Cursor: .cursor/mcp.json; VS Code and others use the same "mcpServers" shape).

NPM package @spuentesp/lain-mcp
Claude Code
claude mcp add lain -- npx -y @spuentesp/lain-mcp@0.10.0
JSON configuration (Claude Desktop, Cursor, VS Code)
{
    "mcpServers": {
        "lain": {
            "command": "npx",
            "args": [
                "-y",
                "@spuentesp/lain-mcp@0.10.0"
            ]
        }
    }
}

Documentation

From the project's README on GitHub, refreshed weekly. Links open on GitHub.

Contents
  1. Lain
  2. Install
  3. Connect an agent
  4. Languages
  5. First query
  6. Multiple repositories
  7. Check the graph
  8. What Lain provides
  9. Documentation
  10. Project status
  11. License

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.

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.

Install

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).
  • 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:

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/<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:

lain setup --lsp python,go      # just these
lain setup --lsp detected       # every missing one for this repository
lain setup --lsp none

First query

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.

Multiple repositories

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.

Check the graph

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.

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

License

MIT — Copyright (c) 2026 spuentesp

Frequently asked questions

What is io.github.spuentesp/lain?

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

How do I install io.github.spuentesp/lain?

It runs on your machine. In Claude Code: claude mcp add lain -- npx -y @spuentesp/lain-mcp@0.10.0. For other clients, paste the JSON configuration from this page into their MCP settings.

Does io.github.spuentesp/lain need an API key?

Its registry entry lists no required key or secret. Some features may still need an account with the service it connects to.

Is io.github.spuentesp/lain open source?

Yes. Its code is on GitHub under the MIT license.

Who maintains io.github.spuentesp/lain?

It is published by spuentesp. AI.tn lists it but does not maintain or endorse it.

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