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hanhy06

source-rag-mcp

by hanhy06

source-rag-mcp

Minecraft decompiled source MCP server for local source search, symbol lookup, reference lookup, and local embedding RAG.

This project does not ship Minecraft source code, bytecode, assets, jars, mod jars, or decompiled output.

The package contains only the MCP server code. When you use add_minecraft_version, add_mod_jar, or decompile_classes, Minecraft and mod files are downloaded, copied, or generated only on your local machine under SOURCE_RAG_DATA or ./.source-rag.

Do not commit, publish, or redistribute:

  • .source-rag/

  • sources/

  • Minecraft .jar files

  • mod .jar files

  • Minecraft .class files

  • mod .class files

  • decompiled Minecraft or mod .java output

This project is licensed under Apache-2.0. Minecraft is owned by Mojang/Microsoft and is not included in this project.

Related MCP server: @codesift/mcp

Setup

pnpm install
pnpm build

Run

Run the server from the project root:

pnpm build
node ./dist/index.js

The server writes index data to ./.source-rag by default. You can override this location with the SOURCE_RAG_DATA environment variable.

Windows accelerated embeddings

The bundled Node runtime supports DirectML without an additional Python environment. This is the recommended Windows setup:

$env:SOURCE_RAG_EMBEDDING_DEVICE = "dml"
$env:SOURCE_RAG_EMBEDDING_MAX_TOKENS = "1024"

The 1024-token limit prevents unusually large decompiler methods from exhausting GPU memory. DirectML sessions use sequential execution and two ONNX CPU threads.

First Index

For a normal Minecraft version, use add_minecraft_version. The MCP server will download the Minecraft jar from Mojang metadata, decompile it, and index it.

{
  "version": "latest_release",
  "side": "client"
}

Exact version IDs work too:

{
  "version": "26.2",
  "side": "client"
}

If you already have decompiled .java files, use index_sources with a version name and source directory:

{
  "version": "26.1",
  "sourceDir": "./sources/26.1"
}

If you have a jar, .class file, or class directory, use decompile_classes first:

{
  "input": "./sources/26.2",
  "outputDir": "./.source-rag/sources/26.2",
  "version": "26.2",
  "indexAfter": true
}

decompile_classes downloads Vineflower into ./.source-rag/tools on first use.

Mod Jars

add_mod_jar only accepts a local jar path. It does not download mod jars from URLs.

{
  "jarPath": "C:\\dev\\minecraft\\afterglow\\run\\mods\\sodium-fabric-0.9.0+mc26.2.jar",
  "modId": "sodium",
  "version": "0.9.0+mc26.2"
}

The resulting index label defaults to:

mod:<jar-name>

or, when modId and version are provided:

mod:<modId>:<version>

You can also provide indexAs directly.

search_code is the primary search tool. Its default auto mode combines:

  • exact symbol lookup

  • raw text matches

  • BM25 over identifier-aware tokens

  • cosine similarity over local jinaai/jina-embeddings-v2-base-code vectors

Source is chunked at class and method boundaries. Methods longer than 160 lines are split with a 20-line overlap. Dense vectors are normalized, quantized to int8, and stored as base64 to keep the index manageable.

The embedding model is downloaded from Hugging Face on the first new index and cached under <SOURCE_RAG_DATA>/models. The default model file is about 642 MB. Inference is local and does not use an external embedding API.

Set SOURCE_RAG_EMBEDDINGS=disabled to build and search a BM25-only index. Override the model with SOURCE_RAG_EMBEDDING_MODEL; indexes searched together should use the same model. SOURCE_RAG_EMBEDDING_DEVICE selects the Transformers.js execution device and defaults to auto. On Windows, use dml for DirectML acceleration.

SOURCE_RAG_EMBEDDING_MAX_TOKENS defaults to 1024 so unusually large decompiler methods cannot exhaust GPU memory. Long methods are already split into overlapping source chunks before this final tokenizer limit is applied.

Indexes created before version 0.2 must be rebuilt with index_sources, add_minecraft_version, or add_mod_jar to receive semantic chunks, BM25 postings, and dense code embeddings.

Tools

  • list_versions: list Minecraft, mod, and custom indexes with source metadata

  • add_minecraft_version: download a Minecraft jar from Mojang metadata, decompile it, and index it

  • add_mod_jar: decompile and index a local mod jar without downloading anything

  • index_sources: index a local decompiled Java source tree

  • decompile_classes: decompile class or jar input with Vineflower and optionally index it

  • search_symbol: search classes, methods, and fields

  • search_text: search raw source lines

  • rag_search: search semantic chunks with BM25 and local code embeddings

  • search_code: automatically fuse symbol, text, BM25, and code-embedding results

  • get_source: read a source file by path or class name

  • get_source_range: read an inclusive line range with optional context

  • get_method_source: read a method body from a class, including inner class owners and overloaded methods

  • compare_method_source: compare a method across two indexes and return a unified diff

  • find_references: find exact word references with source, path, owner, and declaration filters

All tools return MCP structuredContent with a stable { "result": ... } envelope as well as a JSON text representation.

get_method_source accepts these optional overload filters:

{
  "version": "26.2",
  "owner": "net.minecraft.world.item.ItemStack",
  "method": "ItemStack",
  "parameterTypes": ["Holder<Item>", "int"]
}

Inner classes can be addressed with either . or $:

{
  "version": "26.2",
  "owner": "com.mojang.blaze3d.vertex.TlsfAllocator.Block",
  "method": "isFree"
}

Codex MCP Config

Add this to your Codex config.toml. Prefer absolute paths because Codex may start the MCP server from a different working directory.

[mcp_servers.minecraft-source]
command = "node"
args = [
  "C:\\dev\\minecraft\\source-rag-mcp\\dist\\index.js"
]

[mcp_servers.minecraft-source.env]
SOURCE_RAG_DATA = "C:\\dev\\minecraft\\source-rag-mcp\\.source-rag"
SOURCE_RAG_EMBEDDING_DEVICE = "dml"
SOURCE_RAG_EMBEDDING_MAX_TOKENS = "1024"

If node is not on PATH, use an absolute Node executable path for command only:

[mcp_servers.minecraft-source]
command = "<path-to-node>"
args = [
  "C:\\dev\\minecraft\\source-rag-mcp\\dist\\index.js"
]

[mcp_servers.minecraft-source.env]
SOURCE_RAG_DATA = "C:\\dev\\minecraft\\source-rag-mcp\\.source-rag"
SOURCE_RAG_EMBEDDING_DEVICE = "dml"
SOURCE_RAG_EMBEDDING_MAX_TOKENS = "1024"

Example:

[mcp_servers.minecraft-source]
command = "C:/path/to/node.exe"
args = [
  "C:\\dev\\minecraft\\source-rag-mcp\\dist\\index.js"
]

[mcp_servers.minecraft-source.env]
SOURCE_RAG_DATA = "C:\\dev\\minecraft\\source-rag-mcp\\.source-rag"
SOURCE_RAG_EMBEDDING_DEVICE = "dml"
SOURCE_RAG_EMBEDDING_MAX_TOKENS = "1024"

Indexed Sources

Indexed source trees are stored under:

<SOURCE_RAG_DATA>/sources/<version>

For example:

C:\dev\minecraft\source-rag-mcp\.source-rag\sources\26.2
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