AgentForge MCP server

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.

agentforge.sciscale.org · Quick start · npm

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:

the things you'd have forgotten to mention;

• extracts the real requirements — the edge cases, the acceptance criteria,

Cursor wants directives, Aider wants tight context;

• formats for your specific agent — Claude Code wants file:line references,

dimensions before it leaves the engine.

• quality-checks before returning — every prompt is scored across 12

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 — agentforgerefineprompt

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

Free vs Pro

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.

→ Try it now at agentforge.sciscale.org

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

How it works

Shortened. The full README is on GitHub.