Lain

io.github.spuentespPublished by GitHub account spuentespv0.10.0Updated Oct 24, 2026

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

VerifiedSTDIODesktop onlyKnowledge & MemoryDeveloper Tools

Overview

AI-generated overview

Local code knowledge graph MCP server that lets a coding agent inspect callers, dependencies, symbols and Git co-changes before editing code.

What you can do
  • Inspect blast radius and change risk for a symbol before editing it
  • Trace call chains between functions and find entry points or anchors
  • Search symbols by name or meaning, with optional semantic search
  • Follow symbols across repositories with cross-repo blast radius and org search
  • Coordinate agents through intents, presence and advisory file claims
  • Explain dispatch by combining static callers, convention matches, runtime traces and Git co-change evidence
When to use it
Useful when an agent edits code in a Git repository and needs to know what depends on a function, how code reaches it, or which files usually change together. Also fits multi-repository setups where cross-repo impact matters.
Requirements
Runs as a local stdio process installed from npm (macOS, Linux, x64 Windows) or a release installer; Rust 1.89+ only for building from source. Setup writes the host's MCP config and needs a restart of the agent. The first run downloads and verifies a platform binary, so it needs network access; afterwards it works offline. An embedding model is optional for semantic search.
Before you install
The release installer pipes a remote script into a shell, so review it before running. The index follows commits, not uncommitted edits, so answers can be stale until a reindex. Static analysis cannot prove every dynamic call; empty results are reported as insufficient evidence rather than proof an edit is safe. Exposing the HTTP server beyond localhost requires setting LAIN_BIND_ADDR and LAIN_API_KEYS.

Installation

In SourceWeft

  1. Open Lain in the dashboard and add it to a workspace.
  2. Enable the server for the chats that should use its tools.

Desktop only via STDIO. STDIO servers start a local process, so they need the SourceWeft desktop host.

Other MCP clients

Follow the launch instructions in the repository.

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

Source: README.md at commit 7fe8cf2

Tools

0
SourceWeft has not started this package in its sandbox yet, so its tools are not known.

Version history

2
  1. v0.10.0LatestOct 14, 2026
  2. v0.1.0Sep 16, 2026

Score

50% of the applicable checks met

How complete this listing is, computed from the registry entry, the endpoint and public sources. Not a rating of the server and not a statement that it is safe or working today: reachability is a dated check, and no installs or reviews go into the score.

  • Reached in the last 30 days25 pts

    Keep the endpoint answering the MCP handshake; SourceWeft probes it every 30 days.

  • Auth declared10 pts

    Declare the credential headers in the registry entry, or keep the endpoint answering the probe so its auth can be classified.

  • Tools listed15 pts

    Answer tools/list without a credential, or ship a package that starts in a sandbox without one.

  • DescriptionRequired15 pts
  • Logo10 pts
  • Documentation15 pts
  • License10 pts