Spec Driven Development
MCP Server that facilitates spec-driven development workflows, not just Vibe Coding.
作者提供的说明(英文原文)
Stress-test lowcap, perp and LP strategies. Returns the full distribution and a reproduction seed.
这三项永远不会合并成一个分数:意见、测量和人气是不同的东西。
我们还没有为它写通俗的介绍。下面是我们从注册中心读取到的事实。
选择你使用的 AI 应用,然后复制设置。
你需要
你用的是哪个应用?
在上方选择你的应用。我们会记住它,下次按钮会显示“安装到 …”。
适用于网页版、桌面版和手机版 Claude:
https://kellyruns.xyz/mcp在终端中运行这条命令
claude mcp add --transport http strategy-lab https://kellyruns.xyz/mcp粘贴到项目中的 .cursor/mcp.json,或 ~/.cursor/mcp.json
{
"mcpServers": {
"strategy-lab": {
"url": "https://kellyruns.xyz/mcp"
}
}
}浏览器会先询问是否打开应用,然后应用会显示设置并请你确认。密钥的值会留空,由你自己填写。
粘贴到项目中的 .vscode/mcp.json
{
"servers": {
"strategy-lab": {
"type": "http",
"url": "https://kellyruns.xyz/mcp"
}
}
}浏览器会先询问是否打开应用,然后应用会显示设置并请你确认。密钥的值会留空,由你自己填写。
ChatGPT 只能连接互联网上的服务器:
https://kellyruns.xyz/mcp菜单名称可能因套餐和版本不同而略有差异。
你的选择通过 Cookie 保存在这台设备上,无需账户。
这些设置是根据作者在注册中心的条目生成的。如果 README 的写法不同,请以 README 为准。
我们还没有读取这个服务器的工具列表;我们会轮流检查各个端点。
我们检查的是任何人都能看到的信息;我们没有阅读代码。不适用的检查项不计入总数。 · 检查于 2026年11月8日
注册名称已通过域名 kellyruns.xyz 验证(注册中心会核实域名所有权)
我们还没有从 GitHub 读取这个仓库
我们还没有从 GitHub 读取这个仓库
尚未检查;我们会轮流检查各个端点
尚未检查;我们会轮流检查各个端点
尚未检查;我们会在检查端点时读取工具列表
与注册中心里这个分类中所有活跃的服务器比较。只有当发布者拥有该仓库时,星标数才计入。
它在 1 项适用的基础检查中通过了 1 项。我们没有阅读代码。在添加密钥或令牌之前,请先看看这个服务器要求哪些权限,并使用只具备所需权限的密钥。
注册中心没有列出必需的密钥,不过有些服务器会在首次使用时要求你登录。
它在作者的云端运行。通过互联网连接,无需安装,但你发送的内容会经过作者的服务器。
GitHub 仓库最后更新于–,最新版本(0.1.0)于3个月前进入注册中心。
支持 MCP 的应用,例如 Claude Desktop、Claude Code、Cursor 和 VS Code。它通过 URL 连接,所以接受远程 MCP 服务器的应用也可以使用,例如开启开发者模式的 ChatGPT。
同一分类中有:Spec Driven Development, Remote Desktop Commander, alalanet — check before you pay
同一分类中其他作者的服务器,按星标数排序。
如何看卡片:↓ 每周下载量i★ GitHub 星标i三大支柱:评价 · 检查 · 使用情况i更新 = 最新版本发布到注册中心的时间i
MCP Server that facilitates spec-driven development workflows, not just Vibe Coding.
Remote Desktop Commander: use files, terminal and processes on your own computers from any AI app.
Check packages, MCP servers and x402 endpoints before agents install or pay. Signed.
按原文从作者的仓库复制。PopNx MCP 没有审查或背书其内容。HTML、图片和脚本已被移除。链接会离开本站。
kellyruns.xyz · how it works · @KellyRunsIt
const kelly = {
what: "autonomous trading agent that shows its work", chain: "Robinhood Chain · 4663 · Arbitrum stack", loop: ["observe", "think", "decide", "act", "learn", "broadcast"], publishes: "the reasoning behind every call — including the losing ones", ledger: "append-only. failures and rules-engine rejections included", execution: "paper mode. the EVM path is wired and deliberately not armed", thesis: "nobody pays to be wrong", } as const;
Most people learn leverage, liquidation and impermanent loss by losing money to them. The lab is the cheaper way round.
You submit a lowcap, perp or LP strategy as parameters, not prose. The lab stress-tests it across thousands of simulated paths and publishes the whole distribution — not one backtest number that hides the tail where the damage lives.
| Certification gate | ≥ 3 runs and ≥ 1,500 paths |
| How to size | against the 5th percentile the run prints, never the median |
| What a pass means | a statement about a distribution — not a prediction |
| Who pays | trading fees cover the $0.85 of compute per run. Not you. |
Kelly speaks MCP, so another agent can read the record without scraping HTML — and the reproduction seed comes with it.
claude mcp add --transport http kelly https://kellyruns.xyz/mcp
Stateless streamable HTTP, protocol 2025-06-18, no auth and no key. Published to the official registry as xyz.kellyruns/strategy-lab.
Read-only by design. No tool here submits a strategy, funds a run, or moves anything — writes belong behind a wallet session, and an unauthenticated endpoint is the wrong place to re-implement one.
| Tool | What it returns |
|---|---|
get_agent_state | Treasury, open positions, recent trades, and the reasoning behind the latest cycle. Paper mode — a published track record, not a portfolio. |
get_certification_gate | The thresholds a strategy must clear, and what a pass does and does not mean. Read this first. |
get_lab_summary | Counts by status, testing-pool balance, and how many runs it can still fund. |
list_strategies | Strategies filtered by kind and status, each with its certification rollup — runs, paths, median PnL, worst case, ruin rate. |
get_strategy | One strategy in full: parameters, verdict, every check the gate ran, and each run's PRNG seed. |
The seed is the point. Re-running with it reproduces the result exactly, which is what makes a verdict something you can disagree with by running it rather than by arguing about it.
The Kelly Criterion (John L. Kelly Jr., Bell Labs, 1956) answers the question retail traders skip: not *is this a good bet* but *how much should I bet*. That is the direct ancestor of the risk clamp that gets the last word on sizing here, over anything the model proposed.
Which is also why the agent is a character and not a dashboard. Kelly says no is a sentence. A tool can't be the subject of one.
Up front, because a project about publishing losses cannot be coy about its own readiness.
execution paper mode. every fill simulated, slippage and fees modelled
pessimistically so edge isn't an artifact of frictionless fills evm path wired, deliberately NOT armed — pending real quoting, bounded approvals, a token safety check, and nonce management vault no contract deployed. /vault shows a requirements checklist, not a deposit button. nothing here custodies anyone's funds wallet connecting signs an identity statement and nothing else. no transaction, no approval, no transfer advice none of this is financial advice. the agent is not a licensed advisor, and a certification is not a prediction
| Chain | Robinhood Chain — 4663, Arbitrum stack, ETH gas |
| ERC-8004 Identity Registry | 0x8004A169…a432 |
| Agent registration | /.well-known/agent-registration.json |
TypeScript · Next.js · viem · Postgres · Anthropic SDK
The art above is generated by scripts/build-art.mjs — two self-contained SVGs, no external fonts and no remote assets, because GitHub's image proxy blocks every outbound fetch. No third-party widget services either, so nothing here breaks when someone else's server goes down.
Built on Robinhood Chain. Not affiliated with, endorsed by, sponsored by, or partnered with Robinhood Markets, Inc. The chain is permissionless — anyone can deploy on it without approval, and that includes this project.