# Forge OS

> Use this tool when you need to streamline your workflow by transforming web pages into interactive tools, optimizing server performance, or automating tool generation. Forge OS solves problems of inefficiency and manual labor by providing endpointification, performance optimization, and automated tool creation capabilities. It takes in web pages and tool usage patterns as inputs and outputs interactive MCP tools and optimized server settings.

Canonical page: https://skillsregistry.net/skills/avr-9-forge-os  
JSON: https://api.skillsregistry.net/v1/skills/avr-9-forge-os

## Description

Desktop-like MCP workspace that renders inside ChatGPT and Claude, providing three capabilities: endpointifying web pages into interactive MCP tools using LLM vision and DOM heuristics, optimizing MCP server performance through Optuna-based Bayesian hyperparameter tuning with real trial suggestions and feedback loops, and automatically generating composite tools by detecting repeated usage patterns in tool call sequences. Built as a hackathon project with two MCP servers (TypeScript frontend and Python optimizer).

## Trust

- **Trust score (0–1):** 0.64
- **Verification tier:** scanned
- **Last scanned:** 2026-09-02

## Facts

- **Version:** 1.0.0
- **Skill type:** atomic
- **Execution layer:** mcp-remote
- **Runtime environment:** api
- **Category:** ai-ml
- **Updated:** 2026-09-02

## Source

- **Source listing:** [PulseMCP](https://www.pulsemcp.com/servers/avr-9-forge-os)
- **Repository:** <https://github.com/avr-9/mcphackathon>

## Use it

Resolve this record through the SkillsRegistry MCP server (no auth, read-only):

```
claude mcp add --transport http --scope user skillsregistry https://api.skillsregistry.net/mcp
```

```json
{
  "jsonrpc": "2.0",
  "id": 1,
  "method": "tools/call",
  "params": {
    "name": "get_skill",
    "arguments": {
      "slug": "avr-9-forge-os"
    }
  }
}
```

REST: `GET https://api.skillsregistry.net/v1/skills/avr-9-forge-os` · pull for local use: `GET https://api.skillsregistry.net/v1/skills/avr-9-forge-os/pull`

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SkillsRegistry indexes agent skills from public registries and GitHub. Skills we have analysed are scanned with Circle-IR and scored on six dimensions; each listing states its scan coverage. More: https://skillsregistry.net/llms.txt