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Agentforge

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Turn rough requests into rigorously structured prompts for any coding agent. Quality-scored to ≥90/100 across 12 dimensions, calibrated on 1,000+ real coding ca

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About

Turn rough requests into rigorously structured prompts for any coding agent. Quality-scored to ≥90/100 across 12 dimensions, calibrated on 1,000+ real coding cases.

README

AgentForge

agentforge-mcp

Stop re-explaining what you want to your AI coding agent.
Hand it one rough sentence — get back a structured, tool-tuned prompt it can execute in one pass.

npm license

agentforge.sciscale.org · Quick start · npm

AgentForge MCP in action

agentforge-mcp is the Model Context Protocol server for AgentForge. One tool, one job: turn a vague request into a sharp one.

Why

You know the loop: you ask your coding agent for something, it misreads the half you didn't spell out, you correct it, it breaks something else, you re-explain. The fix isn't a smarter agent — it's a sharper prompt.

AgentForge does the prompt engineering for you. Give it "add a dark mode toggle that persists" and it:

  • extracts the real requirements — the edge cases, the acceptance criteria, the things you'd have forgotten to mention;
  • formats for your specific agent — Claude Code wants file:line references, Cursor wants directives, Aider wants tight context;
  • quality-checks before returning — every prompt is scored across 12 dimensions before it leaves the engine.

Harness engineering is having a moment — but prompt engineering matters more in the coding-agent era, not less. Tested across 1,000+ real coding cases, projects with AgentForge in the loop reached a deployable state 147% faster.

Quick start

No install — it runs through npx.

1. Get an API key. Sign in at agentforge.sciscale.org, open API keys, and create one. The key is shown once — copy it.

2. Add it to your agent.

Claude Code:

claude mcp add agentforge --env AGENTFORGE_API_KEY=af_your_key -- npx -y agentforge-mcp

Cursor / Windsurf / Claude Desktop — add to your MCP config (~/.cursor/mcp.json, ~/.codeium/windsurf/mcp_config.json, etc.):

{
  "mcpServers": {
    "agentforge": {
      "command": "npx",
      "args": ["-y", "agentforge-mcp"],
      "env": { "AGENTFORGE_API_KEY": "af_your_key" }
    }
  }
}

3. Use it. Ask your agent naturally — "refine this with AgentForge, then build it: add a dark mode toggle that persists."

The tool — agentforge_refine_prompt

Argument Default
request Your task in plain language (1–4000 chars). Rough is fine.
target_tool claude-code claude-code, codex, cursor, aider, continue, windsurf, kimi, generic
style plan-first plan-first, direct-edit, explore-first

Returns the refined prompt, plus its Quality Engine score and your remaining daily usage.

Free vs Pro

Free Pro
Refinements 3 / day Unlimited
Quality Engine scored across 12 dimensions scored + auto-refined until it passes ≥ 90

Or use the web app

Don't want to wire up an MCP server at all? The same engine — same Quality Engine, same per-account Pro — runs right in your browser at agentforge.sciscale.org. No install, no key, no config.

The AgentForge web app

Paste a request, pick your target tool, copy the prompt — generation history and advanced modes included:

The web app in action

How it works

agentforge-mcp is a thin client — no engine logic ships in this package. Your request goes to the AgentForge API, the hosted engine does the extraction, formatting, and quality-checking, and the prompt comes back. The engine keeps improving without you ever updating this package.

Configuration

Variable Default
AGENTFORGE_API_KEY Required. Your API key.
AGENTFORGE_API_URL https://agentforge.sciscale.org/api/v1/refine Override the endpoint (rarely needed).

Develop

npm install
npm run build      # tsc -> dist/
node dist/index.js # runs on stdio

License

MIT — see LICENSE.


SciScale studio

agentforge-mcp is part of AgentForge — a SciScale studio product.

from github.com/sciscale-studio/agentforge-mcp

Install Agentforge in Claude Desktop, Claude Code & Cursor

Recommended · one command, every IDE
unyly install agentforge-mcp

Installs into Claude Desktop, Claude Code, Cursor & VS Code — handles npx, uvx and build-from-source repos for you.

First time? Get the CLI: curl -fsSL https://unyly.org/install | sh

Or configure manually

Run in your terminal:

claude mcp add agentforge-mcp -- npx -y agentforge-mcp

FAQ

Is Agentforge MCP free?

Yes, Agentforge MCP is free — one-click install via Unyly at no cost.

Does Agentforge need an API key?

No, Agentforge runs without API keys or environment variables.

Is Agentforge hosted or self-hosted?

A hosted option is available: Unyly runs the server in the cloud, no local setup required.

How do I install Agentforge in Claude Desktop, Claude Code or Cursor?

Open Agentforge on unyly.org, pick your client tab (Claude Desktop, Claude Code, Cursor) and press Install — the config is generated automatically, no JSON editing.

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