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.

已驗證STDIO僅桌面開發者工具AI 與機器學習

概覽

AI 產生的概覽

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。
安裝前請注意
此套件只是輕量用戶端,需求文字會傳送到託管的 AgentForge 服務處理。API 金鑰屬於機密,透過 AGENTFORGE_API_KEY 傳入,建立時只顯示一次。免費版每天僅限 3 次改寫;無限使用與自動最佳化需要付費 Pro 方案。

安裝

在 SourceWeft 中

  1. 開啟 儀表板中的 AgentForge,將其新增到工作區。
  2. 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]

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:

sh
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.):

json
{  "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

ArgumentDefault
request—Your task in plain language (1–4000 chars). Rough is fine.
target_toolclaude-codeclaude-code, codex, cursor, aider, continue, windsurf, kimi, generic
styleplan-firstplan-first, direct-edit, explore-first

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

Free vs Pro

FreePro
Refinements3 / dayUnlimited
Quality Enginescored across 12 dimensionsscored + 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

VariableDefault
AGENTFORGE_API_KEY—Required. Your API key.
AGENTFORGE_API_URLhttps://agentforge.sciscale.org/api/v1/refineOverride the endpoint (rarely needed).

Develop

sh
npm installnpm 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.

來源:README.md,提交 204381b

工具

0
SourceWeft 尚未在沙箱中啟動過該軟體包,因此其工具未知。

版本歷史

1
  1. v0.1.4最新Sep 16, 2026

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