skillz

Algiras/skillz

3.4

If you are the rightful owner of skillz and would like to certify it and/or have it hosted online, please leave a comment on the right or send an email to henry@mcphub.com.

Skillz is a self-extending Model Context Protocol (MCP) server designed to allow AI assistants to dynamically create and execute custom tools at runtime.

Tools
5
Resources
0
Prompts
0

🚀 Skillz - Self-Extending MCP Server

Crates.io CI License: MIT Rust MCP

Build and execute custom tools at runtime. Let your AI create its own tools.

InstallConfigureFeaturesExamplesDocumentation


🎯 Why Skillz?

Traditional MCP servers have a fixed set of tools. Skillz lets your AI create new tools on the fly.

❌ Traditional MCP

🔒 Fixed Tool Set
Write server code

⬆️ Deploy & Restart
Restart your editor

⏱️ Time Consuming
Manual process

✅ Skillz

🔧 Dynamic Tools
AI writes the code

Instant
Compiles to WASM/Script

🚀 Zero Downtime
No restarts needed

Example: "Build me a tool that fetches weather data" → AI writes the code → Tool is instantly available.

No deployments. No restarts. Just ask.


⚡ Installation

Crates.io Downloads

# Install WASM target (required for building tools)
rustup target add wasm32-wasip1

# Install Skillz from crates.io
cargo install skillz

⚠️ Important: Make sure ~/.cargo/bin is in your PATH so your editor can find the skillz executable.

Or build from source:

git clone https://github.com/Algiras/skillz.git
cd skillz/mcp-wasm-host
cargo install --path .

☕ Support Skillz

If you find Skillz useful, please consider supporting its development:

Buy Me a Coffee

Your support enables new features and improvements!


🔧 Editor Configuration

Cursor IDE

Add to ~/.cursor/mcp.json:

{
  "mcpServers": {
    "skillz": {
      "command": "skillz"
    }
  }
}

Claude Desktop

PlatformConfig Location
macOS~/Library/Application Support/Claude/claude_desktop_config.json
Windows%APPDATA%\Claude\claude_desktop_config.json
Linux~/.config/Claude/claude_desktop_config.json
{
  "mcpServers": {
    "skillz": {
      "command": "skillz"
    }
  }
}

Note: If skillz isn't in your PATH, use: ~/.cargo/bin/skillz

HTTP Server Mode (v0.4.0+)

Run Skillz as an HTTP server for web integrations:

# Start HTTP server on port 8080
skillz --transport http --port 8080

# Custom host binding
skillz --transport http --host 0.0.0.0 --port 3000

# Enable hot reload (watch tools directory for changes)
skillz --hot-reload

# HTTP server with hot reload
skillz --transport http --port 8080 --hot-reload

Endpoints:

  • GET /sse - Server-Sent Events stream for real-time updates
  • POST /message - Send JSON-RPC messages

Connect with curl:

# Establish SSE connection
curl -N http://localhost:8080/sse -H 'Accept: text/event-stream'

# Send a message (in another terminal)
curl -X POST http://localhost:8080/message \
  -H 'Content-Type: application/json' \
  -d '{"jsonrpc":"2.0","id":1,"method":"tools/list"}'

🎯 Features

🌟 Core Capabilities

FeatureDescription
🦀 WASM ToolsCompile Rust → WebAssembly at runtime
📦 Rust CratesAdd serde, regex, anyhow, etc. to WASM tools!
📜 Script ToolsPython, Node.js, Ruby, Bash, or any language
🔌 MCP IntegrationImport external stdio MCP servers, expose tools under namespaces
🏷️ Tool AnnotationsHints for clients (readOnly, destructive, idempotent)
Code ExecutionCompose multiple tools via code (98% token savings!)
📦 DependenciesAuto-install pip/npm/cargo packages per tool
🐳 Docker ServicesDefine & manage Docker services tools depend on
💾 PersistenceTools survive server restarts
🔒 SandboxOptional bubblewrap/firejail/nsjail isolation
📂 ShareableEach tool has its own directory with manifest.json
📖 Dynamic GuideBuilt-in skillz://guide resource updates automatically
🌐 Tool ImportImport tools from GitHub repos or Gists
⛓️ PipelinesChain tools together declaratively
🌍 HTTP TransportRun as HTTP server with SSE for web apps
💬 ElicitationScripts can request user input via MCP protocol
🧠 MemoryPersistent key-value storage with TTL support
📦 ResourcesTools can list and read server resources
🔐 SecretsForward SKILLZ_* env vars to tools
🔗 Tools/CallTools can call other registered tools
📡 StreamingProgressive output via stream chunks
📊 Logging/ProgressScripts can send logs and progress updates
🔥 Hot ReloadWatch tools directory, auto-reload on changes
📦 VersioningAuto-backup on update, rollback to any version
🔔 SubscriptionsSubscribe to resource updates, get notified on changes
📋 listChangedHot reload emits MCP list changed notifications
🎯 _meta SupportProgress tokens forwarded from MCP requests
CancellationHandle cancellation requests for running tools
💡 Built-in Prompts6 native prompts for creating tools via MCP protocol

📖 Available Tools (11 Core)

ToolDescription
build_toolCompile Rust code → WASM tool (with crate dependencies)
register_scriptRegister script tool (Python, Node.js, etc.) with deps
call_toolExecute any tool (WASM, Script, Pipeline, or MCP)
list_toolsList all available tools
delete_toolRemove a tool and clean up
import_toolImport tools from Git repos or GitHub Gists
import_mcpRegister external MCP servers under a namespace
execute_codeRun code that composes multiple tools
pipelineCreate, list, delete pipeline tools (action-based)
memoryPersistent storage for tools (store, get, list, delete, stats)
versionList versions, rollback to previous, view version info
servicesDefine & manage Docker services for tools

💡 Quick Examples

🔥 See Skillz in Action

🦀 Build a WASM Tool (Rust)

build_tool(
  name: "fibonacci",
  description: "Generates Fibonacci numbers",
  code: "fn main() { 
    let (mut a, mut b) = (0u64, 1); 
    for _ in 0..20 { print!(\"{} \", a); (a, b) = (b, a + b); } 
  }",
  annotations: {"readOnlyHint": true}
)

🔌 Import an External MCP Server

# Register a stdio MCP server - all its tools become available under a namespace
import_mcp(
  name: "time",
  command: "uvx",
  args: ["mcp-server-time"],
  description: "Time utilities from MCP server"
)

# Now use its tools with the namespace prefix
call_tool(tool_name: "time_get_current_time", arguments: {"timezone": "UTC"})

# Use MCP tools in pipelines!
pipeline(
  action: "create",
  name: "world_clock",
  steps: [
    { name: "ny", tool: "time_get_current_time", args: { timezone: "America/New_York" } },
    { name: "london", tool: "time_get_current_time", args: { timezone: "Europe/London" } },
    { tool: "word_counter", args: { text: "NY: $ny.datetime, London: $london.datetime" } }
  ]
)

Note: Only stdio MCP servers are supported (command + args). HTTP/SSE servers are not yet supported.


> **🤖 For LLMs & Advanced Users**  
> See [docs/LLM_GUIDE.md](docs/LLM_GUIDE.md) for detailed technical specifications, JSON-RPC protocols, script templates, and advanced usage examples.

---

## 🔧 Environment Variables

| Variable | Description | Example |
|----------|-------------|---------|
| `TOOLS_DIR` | Where tools are stored | `~/.skillz/tools` |
| `SKILLZ_ROOTS` | Workspace roots (colon-separated) | `/home/user/project:/data` |
| `SKILLZ_SANDBOX` | Sandbox mode | `bubblewrap`, `firejail`, `nsjail` |
| `SKILLZ_SANDBOX_NETWORK` | Allow network in sandbox | `1` |
| `SKILLZ_*` | **Forwarded to tools** (for secrets) | `SKILLZ_OPENAI_KEY=sk-...` |

**Root Priority:** MCP client roots > `SKILLZ_ROOTS` env > cwd

### 🔐 Secrets via Environment Variables

All `SKILLZ_*` prefixed env vars are forwarded to script tools:

```bash
# Set secrets in your shell
export SKILLZ_OPENAI_KEY="sk-..."
export SKILLZ_API_TOKEN="your-secret"
export SKILLZ_DEBUG="1"

Access in tools via context.environment:

env = request["params"]["context"]["environment"]
api_key = env.get("SKILLZ_OPENAI_KEY")

Note: Only SKILLZ_* vars are forwarded. Other env vars are not exposed to tools for security.


🐳 Docker Services

Tools can declare dependencies on Docker services (databases, caches, etc.). When a tool runs, Skillz checks if required services are running and injects connection environment variables.

Define a Service

services(
  action: "define",
  name: "postgres",
  image: "postgres:15",
  ports: ["5432"],
  env: {"POSTGRES_PASSWORD": "dev"},
  volumes: ["data:/var/lib/postgresql/data"],
  healthcheck: {
    cmd: "pg_isready -U postgres",
    interval: "2s",
    retries: 15
  }
)

Manage Services

# List all defined services
services(action: "list")

# Start a service
services(action: "start", name: "postgres")

# Check status (running, ports, health)
services(action: "status", name: "postgres")

# View logs
services(action: "logs", name: "postgres", tail: 100)

# Stop/remove services
services(action: "stop", name: "postgres")
services(action: "remove", name: "postgres")

# Cleanup unused services
services(action: "prune")

Tools with Service Dependencies

Register a tool that requires services:

register_script(
  name: "user_manager",
  description: "Manage users in PostgreSQL",
  interpreter: "python3",
  requires_services: ["postgres"],  # Tool requires postgres to be running
  dependencies: ["psycopg2-binary"],
  code: """
import json, sys, os
import psycopg2

request = json.loads(sys.stdin.readline())
args = request["params"]["arguments"]

# Connection details injected by Skillz
conn = psycopg2.connect(
    host=os.environ["POSTGRES_HOST"],  # Auto-injected
    port=os.environ["POSTGRES_PORT"],  # Auto-injected
    user="postgres",
    password="dev",
    dbname="postgres"
)
# ... your code
"""
)

When calling user_manager, Skillz will:

  1. Check if postgres service is running
  2. If not running, return a helpful error with fix command
  3. If running, inject POSTGRES_HOST and POSTGRES_PORT env vars

Volume Types

TypeSyntaxDescription
Nameddata:/pathDocker-managed volume, prefixed with skillz_
Bind/host/path:/container/pathMount host directory into container

🔒 Security

Platform Support

Linux macOS Windows

🛡️ Sandbox Modes (Linux Only)

Enable sandboxing via environment variable:

SandboxSecurity LevelFeatures
🟢 bubblewrapMediumNamespace isolation
🟡 firejailHighseccomp + namespaces
🔴 nsjailVery HighMost restrictive

Configuration:

# Bubblewrap (namespace isolation)
export SKILLZ_SANDBOX=bubblewrap

# Firejail (seccomp + namespaces)
export SKILLZ_SANDBOX=firejail

# nsjail (most restrictive)
export SKILLZ_SANDBOX=nsjail

# Allow network in sandbox
export SKILLZ_SANDBOX_NETWORK=1

📖 See for full details.


🛠️ Development

git clone https://github.com/Algiras/skillz.git
cd skillz
cargo build --release
cargo test

🤝 Contributing

See for guidelines.


📄 License

MIT License - see


🔗 Links

ResourceLink
📦 Crates.iocrates.io/crates/skillz
📖 Documentationalgiras.github.io/skillz
💻 GitHubgithub.com/Algiras/skillz
📋 MCP Specmodelcontextprotocol.io

Built with ❤️ for AI-powered development

Star on GitHub