
AgentForge
org.sciscale由 sciscale.org 发布v0.1.4更新于 Oct 24, 2026
Turn rough requests into rigorously structured prompts, for any coding agent.
概览
AgentForge 通过托管引擎把粗略的请求改写成结构化、针对特定编程代理调优的提示词。
- 可以做什么
- 把一段自然语言请求改写为面向指定编程代理(Claude Code、Codex、Cursor、Aider、Continue、Windsurf、Kimi 或通用)的结构化提示词
- 选择提示词风格,例如 plan-first、direct-edit 或 explore-first
- 返回改写后的提示词,以及其 Quality Engine 评分和当日剩余用量
- 适用场景
- 适合反复向编程代理解释需求、希望把一句话请求变成包含明确需求、边界情况和验收标准、并按目标代理格式化的提示词的场景。
- 运行要求
- 通过 npx 以 stdio 在本地运行,需要 Node.js。需要 AgentForge 账号,并通过 AGENTFORGE_API_KEY 环境变量提供 API 密钥;可用 AGENTFORGE_API_URL 覆盖接口地址。需要能访问托管 API 的网络。
安装
在 SourceWeft 中
- 打开 控制台中的 AgentForge,将其添加到工作区。
- 为需要使用其工具的对话启用该服务。
Desktop only,通过 STDIO。 STDIO 服务会启动本地进程,因此需要 SourceWeft 桌面宿主。
其他 MCP 客户端
参照 仓库 中的启动说明。
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 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:
Cursor / Windsurf / Claude Desktop — add to your MCP config
(~/.cursor/mcp.json, ~/.codeium/windsurf/mcp_config.json, etc.):
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
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.
Paste a request, pick your target tool, copy the prompt — generation history and advanced modes included:
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
Develop
License
MIT — see LICENSE.
agentforge-mcp is part of AgentForge — a SciScale studio product.
来源:README.md,提交 204381b
工具
0版本历史
1- v0.1.4最新Sep 16, 2026
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