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Pforge

by paimlversion 0.1.2i★ –i–
Registry nameio.github.paiml/pforge

Install

Overview

Description from the maker (original English)

Zero-boilerplate MCP server framework with declarative YAML configuration

PopNx MCP’s three pillars

These three are never merged into one score: opinions, measurements and popularity are different things.

What you can do with it

We have not written a plain-language summary for this one yet. Below are the facts we read from the registry.

  • Connection: –
  • Transport:
  • Category: Other

Install

Pick the AI app you use, then copy the settings.

Before you install

  • Basic checks: 1 of 1 passed
  • Runs on your computer with your user’s permissions (files, network, apps).
  • The registry lists no key to fill in.

The maker has not listed install details in the registry. See the maker’s README below.

What it can do

Runs on your computer; the tool list appears in your AI app after you install it.

Basic checksi

We check information anyone can see; we have not read the code. Checks that do not apply are left out of the count. · Checked Nov 6, 2026

  • ✓ Pass

    Maker matches the repo

    The registry name was verified with the GitHub account paiml, which owns the repo

  • … Not checked yet

    Still maintained

    We have not read this repo from GitHub yet

  • … Not checked yet

    Has a licence

    We have not read this repo from GitHub yet

  • – Not applicable

    Endpoint responds

    This one runs on your computer; there is no internet endpoint

  • – Not applicable

    Sign-in with OAuth

    Runs on your computer and uses local settings instead

  • … Not checked yet

    No hidden instructions in tool descriptions

    Runs on your computer; we can only read tool lists from internet endpoints

Compared with others in Otheri

  • More stars than 0% of the other 32461 servers in this category
  • Published to the registry more recently than 0% of the other 32461 servers in this category
  • Basic checks equal to or better than 100% of the other 32461 servers in this category

Compared with every active server in this category in the registry. Stars count only when the publisher owns the repo.

Common questions

Is Pforge safe?

It passed 1 of 1 applicable basic checks. We have not read the code. Before adding a key or token, see what access the server asks for and use a key with only the permissions you need.

What keys or codes does it need?

The registry does not list a required key, though some servers ask you to sign in on first use.

Does it run on my computer or in the cloud?

It runs on your computer. Your AI app starts it when needed, and data does not pass through the maker’s servers (unless it calls an online service itself).

Is it still maintained?

The GitHub repo last changed –, and the latest version (0.1.2) reached the registry 13 months ago.

Which apps can use it?

Apps that support MCP, such as Claude Desktop, Claude Code, Cursor and VS Code.

What can I use instead?

In the same category: Spec Driven Development, Remote Desktop Commander, dotnet-mcp

Alternatives

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Reading a card:★ GitHub starsiThree pillars: reviews · checks · usageiUpdated = latest version published to the registryi

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Remote Desktop Commander

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Remote Desktop Commander: use files, terminal and processes on your own computers from any AI app.

Runs in the cloud★ 211Updated yesterday
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dotnet-mcp

by Skymly

MCP server for .NET symbols, XAML, source generators, and restricted workspace edit

Runs on your computerUpdated today
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README from the maker

Open the README

Copied from the maker’s repo as written. PopNx MCP has not reviewed or endorsed it. HTML, images and scripts are removed. Links lead off this site.

pforge

A declarative framework for building Model Context Protocol (MCP) servers using YAML configuration.

MCP Server

Registry Name: io.github.paiml/pforge

pforge is available in the Model Context Protocol (MCP) Registry. Install it via:

# Via Cargo (recommended)

cargo install pforge-cli

Then run as MCP server

pforge serve

For Maintainers: See MCP Registry Publishing Guide for publishing instructions.

What is pforge?

pforge lets you define MCP servers in YAML instead of writing boilerplate code. It's built on top of pmcp (rust-mcp-sdk) and generates optimized Rust code from your configuration.

Quick example:

forge:

name: my-server version: 0.1.0 transport: stdio

tools:

  • type: native name: greet description: "Greet someone" handler: path: handlers::greet_handler params: name: { type: string, required: true }

Installation

# From crates.io

cargo install pforge-cli

From source

git clone https://github.com/paiml/pforge cd pforge cargo install --path crates/pforge-cli

Quick Start

# Create new project

pforge new my-server cd my-server

Run the server

pforge serve

The scaffolded project includes a working example handler. Edit pforge.yaml to add more tools, then implement handlers in src/handlers/.

Handler Types

pforge supports four handler types:

  1. Native - Rust functions with full type safety
  2. CLI - Execute shell commands
  3. HTTP - Proxy HTTP endpoints
  4. Pipeline - Chain multiple tools together

See the book for detailed examples of each type.

Language Bridges

pforge provides language bridges for building MCP servers in your preferred language:

Deno/TypeScript Bridge

Build type-safe MCP servers using TypeScript and Deno with native performance:

import { PforgeBridge } from "https://raw.githubusercontent.com/paiml/pforge/main/bridges/deno/bridge.ts";

const bridge = new PforgeBridge();

bridge.register({ name: "greet", description: "Greet a user by name", handler: (input: { name: string }) => ({ success: true, data: { message: Hello, ${input.name}! }, }), });

const result = await bridge.execute("greet", { name: "Alice" }); console.log(result.data);

Features:

  • Type-safe handler definitions with TypeScript generics
  • Runtime schema validation with no external dependencies
  • O(1) handler lookup performance
  • Both sync and async handler support
  • 74+ tests passing with full quality gates

Documentation: bridges/deno/README.md

Coming Soon
  • Python bridge (FFI-based with asyncio support)
  • Go bridge (CGo-based with goroutine support)
  • Node.js bridge (Native addon with N-API)

Documentation

  • [Book](https://paiml.github.io/pforge) - Complete guide with examples and comparisons
  • [Architecture](docs/ARCHITECTURE.md) - Technical design details
  • [User Guide](docs/USER_GUIDE.md) - Usage guide
  • [Implementation Status](docs/IMPLEMENTATION_STATUS.md) - Current project status
  • [CLAUDE.md](CLAUDE.md) - Development workflow for contributors

Examples

  • [hello-world](examples/hello-world/) - Minimal native handler example
  • [calculator](examples/calculator/) - Math operations with tests
  • [rest-api-proxy](examples/rest-api-proxy/) - HTTP handler examples

Project Status

Version: 0.1.2

Published crates:

  • pforge-config - Configuration parsing
  • pforge-macro - Procedural macros
  • pforge-runtime - Core runtime (depends on pmcp)
  • pforge-codegen - Code generation
  • pforge-cli - CLI tool

Test results: 120+ tests passing (90+ unit/integration, 12 property-based, 8 quality gates, 5+ doctests)

See IMPLEMENTATION_STATUS.md for detailed progress.

Development

# Run tests

cargo test --all

Run quality gates

make quality-gate

Watch mode

make watch

Build release

make build-release

See CLAUDE.md for full development workflow.

Architecture

pforge is built as a framework on top of pmcp (rust-mcp-sdk):

┌─────────────────────────────────┐

│ pforge (Framework Layer) │ │ - YAML → Rust codegen │ │ - Handler registry │ │ - State management │ └─────────────────────────────────┘ ↓ ┌─────────────────────────────────┐ │ pmcp (Protocol SDK) │ │ - MCP protocol implementation │ │ - Transport handling │ └─────────────────────────────────┘

When to use pmcp directly: You need fine-grained control over MCP protocol details or want to avoid code generation.

When to use pforge: You want declarative configuration and rapid MCP server development with less code.

Contributing

Contributions are welcome. Please:

  1. Read CLAUDE.md for development standards
  2. Check ROADMAP.md for current priorities
  3. Ensure tests pass: cargo test --all
  4. Ensure quality gates pass: make quality-gate

All commits are validated by pre-commit hooks that check code formatting, linting, tests, complexity, coverage, and markdown link validity (using pmat validate-docs) to prevent broken documentation links.

License

MIT - see LICENSE

Acknowledgments

Built on pmcp by Pragmatic AI Labs.

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