Spec Driven Development
MCP Server that facilitates spec-driven development workflows, not just Vibe Coding.
Description from the maker (original English)
Zero-boilerplate MCP server framework with declarative YAML configuration
These three are never merged into one score: opinions, measurements and popularity are different things.
We have not written a plain-language summary for this one yet. Below are the facts we read from the registry.
Pick the AI app you use, then copy the settings.
The maker has not listed install details in the registry. See the maker’s README below.
Runs on your computer; the tool list appears in your AI app after you install it.
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
The registry name was verified with the GitHub account paiml, which owns the repo
We have not read this repo from GitHub yet
We have not read this repo from GitHub yet
This one runs on your computer; there is no internet endpoint
Runs on your computer and uses local settings instead
Runs on your computer; we can only read tool lists from internet endpoints
Compared with every active server in this category in the registry. Stars count only when the publisher owns the repo.
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.
The registry does not list a required key, though some servers ask you to sign in on first use.
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).
The GitHub repo last changed –, and the latest version (0.1.2) reached the registry 13 months ago.
Apps that support MCP, such as Claude Desktop, Claude Code, Cursor and VS Code.
In the same category: Spec Driven Development, Remote Desktop Commander, dotnet-mcp
Servers in the same category from other makers, sorted by stars.
Reading a card:★ GitHub starsiThree pillars: reviews · checks · usageiUpdated = latest version published to the registryi
MCP Server that facilitates spec-driven development workflows, not just Vibe Coding.
Remote Desktop Commander: use files, terminal and processes on your own computers from any AI app.
MCP server for .NET symbols, XAML, source generators, and restricted workspace edit
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.
A declarative framework for building Model Context Protocol (MCP) servers using YAML configuration.
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
pforge serve
For Maintainers: See MCP Registry Publishing Guide for publishing instructions.
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:
# From crates.io
cargo install pforge-cli
git clone https://github.com/paiml/pforge cd pforge cargo install --path crates/pforge-cli
# Create new project
pforge new my-server cd my-server
pforge serve
The scaffolded project includes a working example handler. Edit pforge.yaml to add more tools, then implement handlers in src/handlers/.
pforge supports four handler types:
See the book for detailed examples of each type.
pforge provides language bridges for building MCP servers in your preferred language:
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:
Documentation: bridges/deno/README.md
Version: 0.1.2
Published crates:
pforge-config - Configuration parsingpforge-macro - Procedural macrospforge-runtime - Core runtime (depends on pmcp)pforge-codegen - Code generationpforge-cli - CLI toolTest results: 120+ tests passing (90+ unit/integration, 12 property-based, 8 quality gates, 5+ doctests)
See IMPLEMENTATION_STATUS.md for detailed progress.
# Run tests
cargo test --all
make quality-gate
make watch
make build-release
See CLAUDE.md for full development workflow.
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.
Contributions are welcome. Please:
cargo test --allmake quality-gateAll 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.
MIT - see LICENSE
Built on pmcp by Pragmatic AI Labs.