Vector DB MCP

Official registry Developer tools

Assembly-accelerated DuckDB MCP server for code search, indexing, and symbol lookup.

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).

OCI package ghcr.io/kroq86/vector-db-mcp:0.1.1
Claude Code
claude mcp add vector-db-mcp -- docker run -i --rm ghcr.io/kroq86/vector-db-mcp:0.1.1
JSON configuration (Claude Desktop, Cursor, VS Code)
{
    "mcpServers": {
        "vector-db-mcp": {
            "command": "docker",
            "args": [
                "run",
                "-i",
                "--rm",
                "ghcr.io/kroq86/vector-db-mcp:0.1.1"
            ]
        }
    }
}

Documentation

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

Contents
  1. Plojure
  2. macOS FASM Setup
  3. Standalone Examples
  4. Shared Library Examples
  5. Vector DB
  6. What Still Is Not Done
  7. Original Lisp Interpreter

Plojure

Plojure is a playground for Lisp, Python, and x86_64 assembly experiments. The current hybrid branch also contains a macOS porting path for the FASM examples.

The target workflow on macOS is intentionally boring:

fasm fasm/basic/fib.asm
./fasm/basic/fib

No Docker command in the hot path, no exec format error, no Linux ELF binary pretending to be a macOS program.

macOS FASM Setup

Install the companion fasm shim from kroq86/fasm-mac:

git clone https://github.com/kroq86/fasm-mac
cd fasm-mac
./install.sh
export PATH="$HOME/.local/bin:$PATH"

The installed command is named fasm.

On Apple Silicon it produces x86_64 Mach-O binaries, so Rosetta is required:

arch -x86_64 /usr/bin/true

If that fails:

softwareupdate --install-rosetta

Standalone Examples

These examples now use fasm/core/platform.inc instead of hardcoded Linux syscall numbers:

fasm fasm/basic/fib.asm
./fasm/basic/fib

fasm fasm/basic/arg.asm
./fasm/basic/arg fasm/basic/lol.txt

cd fasm/basic
fasm mycat.asm
./mycat

cd ../advanced/binary_search
fasm bin_s.asm
./bin_s

Expected behavior:

  • fib.asm prints Fibonacci values.
  • arg.asm prints the file passed as argv[1].
  • mycat.asm prints fasm/basic/lol.txt.
  • bin_s.asm prints the found index.

Shared Library Examples

Simple C/Python native-library examples can now build .dylib files on macOS:

cd fasm/advanced/add
./run.sh

cd ../binary_search/wrapper
./run.sh

cd ../../oop_game
./build.sh

The build path is:

fasm --emit=macho-obj add.asm add.o
clang -arch x86_64 -dynamiclib wrapper.c add.o -o mylib.dylib

On Apple Silicon, Python ctypes needs an x86_64/Rosetta Python to load these libraries. The default Homebrew Python is usually arm64 and cannot load an x86_64 .dylib.

Vector DB

projects/vector-db now looks for .dylib on Darwin and .so on Linux. The macOS build path is:

cd projects/vector-db
fasm --emit=macho-obj assembly/dot_product.asm dot_product.o
clang -arch x86_64 -dynamiclib dot_product.o assembly/wrapper.c -o dot_product.dylib

If the native library cannot be loaded, the Python code keeps the existing fallback behavior where available.

What Still Is Not Done

  • fasm classic itself still has no upstream-style format Mach-O formatter.
  • Native arm64 assembly output is not part of this port.
  • The Mach-O object converter rejects ELF relocations for now.
  • Coroutines are intentionally left for a later pass because they switch stacks manually and cross Python callback boundaries.
  • Python examples on Apple Silicon need an x86_64 Python runtime if they load x86_64 .dylib files.

Original Lisp Interpreter

The repository also contains a small Lisp interpreter:

python projects/lisp-interpreter/main.py projects/lisp-interpreter/program.lisp

It supports recursive functions, lambda expressions, arithmetic, conditionals, and function calls.

Frequently asked questions

What is Vector DB MCP?

Assembly-accelerated DuckDB MCP server for code search, indexing, and symbol lookup.

How do I install Vector DB MCP?

It runs on your machine. In Claude Code: claude mcp add vector-db-mcp -- docker run -i --rm ghcr.io/kroq86/vector-db-mcp:0.1.1. For other clients, paste the JSON configuration from this page into their MCP settings.

Does Vector DB MCP 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 Vector DB MCP open source?

Its code is public on GitHub, but the repository does not declare a standard license.

Who maintains Vector DB MCP?

It is published by kroq86. AI.tn lists it but does not maintain or endorse it.

From the official MCP Registry. Listing is not an endorsement: review a server's code and permissions before giving it access to your data.