Free for individual & non-commercial use

Download the Toolkit

Two single-binary tools that work better together. Devscriptor turns your codebase into a local knowledge graph; Juggler is the agent that drives it. No package managers, no build-from-source.

Free forever for personal, non-commercial, and open-source work. Commercial use is also free today — paid commercial licensing will come later, with advance notice. Licensing & terms

Linux x86_64 / aarch64 macOS

macOS (Apple Silicon) Windows

Windows x86_64

Devscriptor 1.2.1 Juggler 1.1.1

Devscriptor 1.2.1

Local code-analysis engine · 26 languages · 75 MCP tools · LSP intelligence

Install Devscriptor from the archive

Every archive contains exactly one executable — devscriptor — bundling the CLI, LSP integration, Context Graph, and the unified MCP server. Agents start the server with devscriptor mcp.

macOS & Linux

# Example: Linux x86_64 (swap the target for your platform)
curl -LO https://downloads.devscriptor.com/installers/devscriptor-1.2.1-x86_64-unknown-linux-gnu.tar.gz
tar -xzf devscriptor-1.2.1-x86_64-unknown-linux-gnu.tar.gz
sudo mv devscriptor-*/devscriptor /usr/local/bin/
devscriptor --version

On macOS, if Gatekeeper blocks the first launch, clear the quarantine flag: xattr -d com.apple.quarantine /usr/local/bin/devscriptor

Windows (PowerShell)

# The .zip holds one folder containing devscriptor.exe.
Expand-Archive -Path devscriptor-1.2.1-x86_64-pc-windows-msvc.zip -DestinationPath C:\
# -> C:\devscriptor-1.2.1-x86_64-pc-windows-msvc\devscriptor.exe

# Add that folder to your PATH for the current session:
$env:Path += ";C:\devscriptor-1.2.1-x86_64-pc-windows-msvc"
devscriptor --version

First-time setup

Scan your codebase

Fast structural scan — FTS5 keyword search and the entity/relationship graph are ready in seconds. No model loaded.

devscriptor scan ./my-project

Add semantic search (optional)

Generate vector embeddings once — the model downloads on first run (~150 MB), then unloads. Requires ≥ 4 GB free RAM.

devscriptor embed

Set up language servers (optional)

Detect your project’s languages and install the LSP servers it needs via the 4-tier resolution system.

devscriptor lsp setup

Connect your AI agent

Point Claude Desktop, Cursor, or Cline at the devscriptor binary with args ["mcp"] to expose all 75 MCP tools over stdio.

devscriptor mcp

Juggler 1.1.1

Agentic CLI for Kimi & GLM · auto-wires Devscriptor's 75 MCP tools · learn more

Install Juggler from the archive

Every archive contains exactly one executable — juggler — bundling the agent loop, the Kimi/GLM/OpenAI providers, the MCP client, and the REPL.

macOS & Linux

# Example: Linux x86_64 (swap the target for your platform)
curl -LO https://downloads.devscriptor.com/juggler/juggler-1.1.1-x86_64-unknown-linux-gnu.tar.gz
tar -xzf juggler-1.1.1-x86_64-unknown-linux-gnu.tar.gz
sudo mv juggler-*/juggler /usr/local/bin/
juggler --version

On macOS, if Gatekeeper blocks the first launch, clear the quarantine flag: xattr -d com.apple.quarantine /usr/local/bin/juggler

Windows (PowerShell)

# The .zip holds one folder containing juggler.exe.
Expand-Archive -Path juggler-1.1.1-x86_64-pc-windows-msvc.zip -DestinationPath C:\
# -> C:\juggler-1.1.1-x86_64-pc-windows-msvc\juggler.exe

# Add that folder to your PATH for the current session:
$env:Path += ";C:\juggler-1.1.1-x86_64-pc-windows-msvc"
juggler --version

First run

Pick a provider and paste a key

init asks which provider you use and which kind of key you hold — a Coding Plan subscription and pay-per-token credits are different keys for different endpoints. It verifies the key before saving anything.

juggler init

Check your setup

doctor reports the resolved endpoint and model, the API key, and every MCP server — including the auto-detected Devscriptor.

juggler doctor

Run a prompt, or open the REPL

Headless with -p for scripting and CI; omit it to drop into the interactive REPL. Kimi defaults to kimi-for-coding (K2.7), GLM to glm-5.2.

juggler -p "Explain this repo" --yes

Install Devscriptor first and Juggler finds it automatically — registering all 75 MCP tools on startup, with no configuration. Confirm with juggler doctor.

System requirements

Driven by Devscriptor's optional embedding step. Juggler itself is a lightweight client — it needs only a network path to your model endpoint (or a local one).

RAM (scan)No requirement — structural scan never loads the model

RAM (embed)4 GB free minimum, 8 GB recommended

CPU2 cores minimum, 4+ recommended

Disk~1 GB for the embedding model cache (2 GB recommended)

LinuxAny mainstream glibc distribution — no OpenSSL or extra packages

macOSApple Silicon (aarch64) only — Intel Macs are not supported

WindowsWindows 10 / 11, 64-bit

100% local & private. Devscriptor's scanning, indexing, and search make no network calls. The only outbound traffic is the one-time embedding-model download (Hugging Face, with the Devscriptor mirror as a fallback) and on-demand LSP server installs — both of which can be pre-staged for fully air-gapped use.

Enjoying the tools?

Devscriptor and Juggler are free, and stay free. If they earn a place in your workflow and you'd like to help fund the work, you can chip in — entirely optional, and it unlocks nothing you don't already have.

One-time tip Monthly support

Handled by Polar (merchant of record). Nothing about your code is involved.