AgentForge
Turns vague coding requests into structured, agent-ready prompts through a single MCP tool. You call agentforge_refine_prompt with a rough task description, pick your target agent (Claude Code, Cursor, Aider, etc.), and get back a prompt that's been scored across 12 quality dimensions. The engine extracts requirements, formats for your specific tool's expectations, and checks everything before returning. Runs through npx with an API key from agentforge.sciscale.org. Free tier gives you three refinements per day; Pro unlocks unlimited use and auto-refines until the prompt scores above 90. The whole engine lives server-side, so no logic ships in the package. Useful when you're tired of the clarification loop with your coding agent and want to hand it something it can execute in one pass.
- GitHub stars
- 1
- tool
- 1
- auth
- Secret needed
- transport
- STDIO
- env vars
- 2
- last updated
- May 24, 2026
Tools
1 toolsPublic tool metadata for what this MCP can expose to an agent.
agentforge_refine_promptTurn a rough request into a structured, tool-tuned prompt that is quality-checked before it is returned.
Turn a rough request into a structured, tool-tuned prompt that is quality-checked before it is returned.
No parameter schema in public metadata yet.
Sponsors
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AGENTFORGE_API_KEY*secretYour AgentForge API key from https://agentforge.sciscale.org/account/keys
AGENTFORGE_API_URLdefault: https://agentforge.sciscale.orgAgentForge API base URL (defaults to https://agentforge.sciscale.org)
Readme
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 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:
Details
- Repository
- github.com/sciscale-studio/agentforge-mcp
- Website
- agentforge.sciscale.org
- Category
- AI & LLM Tools
- Package
agentforge-mcp- Transport
- STDIO
- Auth
- Required
- Registry
- MCP registry, active
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