
AgentForge
org.sciscale由 sciscale.org 發布v0.1.4更新於 Oct 24, 2026
Turn rough requests into rigorously structured prompts, for any coding agent.
概覽
AgentForge 透過託管引擎把粗略的需求改寫成結構化、針對特定程式代理調校的提示詞。
- 可以做什麼
- 把一段自然語言需求改寫成面向指定程式代理(Claude Code、Codex、Cursor、Aider、Continue、Windsurf、Kimi 或通用)的結構化提示詞
- 選擇提示詞風格,例如 plan-first、direct-edit 或 explore-first
- 回傳改寫後的提示詞,以及其 Quality Engine 評分和當日剩餘用量
- 適用情境
- 適合反覆向程式代理解釋需求、希望把一句話需求變成包含明確需求、邊界情況與驗收標準、並依目標代理格式化的提示詞的情境。
- 執行需求
- 透過 npx 以 stdio 在本機執行,需要 Node.js。需要 AgentForge 帳號,並透過 AGENTFORGE_API_KEY 環境變數提供 API 金鑰;可用 AGENTFORGE_API_URL 覆寫端點位址。需要能連線至託管 API 的網路。
安裝
在 SourceWeft 中
- 開啟 儀表板中的 AgentForge,將其新增到工作區。
- 為需要使用其工具的對話啟用該服務。
Desktop only,透過 STDIO。 STDIO 服務會啟動本機處理程序,因此需要 SourceWeft 桌面主機。
其他 MCP 客戶端
參照 儲存庫 中的啟動說明。
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.
來源:README.md,提交 204381b
工具
0版本歷史
1- v0.1.4最新Sep 16, 2026
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