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)
AI running coach for Garmin: HRV, readiness and VO2max explained, workouts on your watch
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 …”。
打开 Claude Desktop → Settings → Developer → Edit Config,把下面的内容粘贴到 claude_desktop_config.json
{
"mcpServers": {
"runspector": {
"command": "uvx",
"args": [
"runspector",
"mcp"
]
}
}
}在终端中运行这条命令
claude mcp add runspector -- uvx runspector mcp粘贴到项目中的 .cursor/mcp.json,或 ~/.cursor/mcp.json
{
"mcpServers": {
"runspector": {
"command": "uvx",
"args": [
"runspector",
"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": {
"runspector": {
"type": "stdio",
"command": "uvx",
"args": [
"runspector",
"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。
这个服务器在你的电脑上运行,而 ChatGPT 只能连接互联网上的服务器。请选择其他应用。
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。
它在你的电脑上运行;安装后,工具列表会显示在你的 AI 应用中。
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7日
注册名称已通过 GitHub 账户 edxleon 验证,该账户拥有此仓库
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
它在你的电脑上运行,没有互联网端点
在你的电脑上运行,改用本地设置
它在你的电脑上运行;我们只能读取互联网端点的工具列表
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。
它在你的电脑上运行。你的 AI 应用会在需要时启动它,数据不会经过作者的服务器(除非它自己调用在线服务)。
GitHub 仓库最后更新于–,最新版本(0.10.0)于4天前进入注册中心。
支持 MCP 的应用,例如 Claude Desktop、Claude Code、Cursor 和 VS Code。你的电脑上还需要有 Python (uv)。
同一分类中有:Spec Driven Development, Remote Desktop Commander, Claude Checkpoint MCP
同一分类中其他作者的服务器,按星标数排序。
如何看卡片:★ 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.
MCP server that checkpoints Claude Code session context to survive crashes and token limits
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。
A free, open-source AI running coach for Garmin watches. Runspector syncs your Garmin Connect data - HRV, sleep, Body Battery, resting heart rate, training load and every run - into a file on your own computer, decides each day whether to go hard, keep it easy or rest, and lets Claude explain why and plan your week: in a small local web app, or as a Garmin MCP server in Claude Code and Claude Desktop. No cloud, no API key needed - your own Claude Code sign-in is enough.
https://github.com/user-attachments/assets/0b4d7d86-5ab7-439b-82cb-89a004b71405
The 90-second demo, with voice-over: the synthetic demo athlete, rebuilt from this repo by scripts/video.py ( file ). No player above? The GitHub mobile app shows no videos: ▶ play the demo in the browser.
The built-in synthetic athlete (runspector serve --demo). Every image is regenerated by python scripts/screenshots.py , and the coach card is an unedited agent run against that same demo database, kept in demo-card.json so the picture cannot drift from the app — the decision it explains (EASY, a day after a hard session) is the one on the Today tab beside it. docs/screenshots/ has each of the five tabs full-length, in both themes — e.g. today.png and today-light.png .
I came to running late, and for a long time my VO2max would not move. I had always trained a lot, and it had never really shown up in that number — so I assumed more of the same would eventually work. It did not. I was training wrong, in ways the watch on my wrist had the data to show me and never did: Garmin collects everything and explains nothing.
That was the idea. The data is already there; let an AI read it and coach — with the training aimed squarely at raising VO2max rather than at collecting kilometres, and with the decision rules written down so the coach explains them instead of improvising. This repository started as that tool for one athlete. It is now installable for anyone with a Garmin watch and Claude Code (a Claude plan is enough).
No cloud backend, no API key needed, no Docker. One Python package that syncs your Garmin data into a SQLite file on your machine, shows it in a small web app, and lets Claude act as your coach — with a deterministic readiness engine underneath, so the AI explains decisions instead of inventing them.
If you came for the engineering rather than the running, the five decisions this repository is actually about — each with the measurement behind it — are in Design decisions. The short version: the verdict is pure code and only the *explanation* is AI · the agent runs on an allowlist, not a denylist (--tools "", one MCP server, empty temp cwd) · prompts are regression-tested by an LLM-as-judge suite whose last run is in the repo · quantities that exist in two languages are pinned by executing the shipped JavaScript against the Python · and the release gate scans binaries too, with a false-positive counter-case. CI runs lint, 1674 tests, 151 frontend tests and that gate on three operating systems and two Python versions, with every action pinned to a commit SHA — and a second job that builds the wheel, installs it as a user would and drives the installed executable through this quick start on all three systems, because the suite proves the code and only an install proves the package.
Formerly runcoach-ai : same project, renamed in v0.5.0. Old links redirect here. Coming from it: three steps to switch over , and your data moves by itself.
Not affiliated with Garmin. Uses the unofficial
python-garminconnect library against your own account.
This is a training tool, not medical advice.
# 1. install (needs uv: https://docs.astral.sh/uv/)
uv tool install runspector
runspector serve --demo
runspector serve # first start: checks Garmin and Claude, opens http://127.0.0.1:8765 -
Garmin is signed into on the page itself (Setup → *Sign in to Garmin*, or *Sign in again* when the session has expired): e-mail, password and Garmin's code if your account uses one, and the sync starts right after. runspector login does the same from any terminal, and a running app picks it up on ↻ - no restart. Claude is only needed for the coach cards: see Connecting Claude.
runspector doctor tells you what is missing — it checks the Garmin session by actually using it, and reports the data age, because a token that quietly expired is how this kind of app dies. Use runspector doctor --offline to skip the Garmin call. Exit 1 means something needs fixing, so runspector doctor || notify-me works in a cron; a missing Claude CLI is reported but does not set it, since everything except the coach cards works without it.
The same data, and the same rules, as an MCP server with 18 tools - among them today's readiness verdict, recovery, training load, recent runs, intensity distribution, the VO2max history, what the coach has learned about you, a Garmin sync, a check-in when you say you are ill or hurt - and propose, change, apply and undo for the workouts on your watch.
claude mcp add runspector -- runspector mcp
In Claude Desktop, or any MCP client with a JSON configuration (sign in once first: runspector login):
{ "mcpServers": { "runspector": { "command": "uvx", "args": ["runspector", "mcp"] } } }
Keep it fresh without the app (cron / Task Scheduler): runspector sync. For the morning: runspector today --sync prints today's call in a few lines - GO / EASY / REST with its sentence, the signals behind it, today's planned session with its easier option - and exits 3 when there is nothing from today yet, so a cron and any notifier can tell "not synced" from "rest day".
Later on:
uv tool upgrade runspector # the newest release; your data and Garmin session stay where they are
uv tool uninstall runspector # removes the program only - delete ~/.runspector yourself if you want the data gone
uv tool install runspector takes the latest release from PyPI (runspector==0.10.0 pins one; pipx install runspector and pipx upgrade runspector do the same without uv); uv tool install git+https://github.com/edxleon/runspector takes whatever is on main.
runspector does not connect to Claude itself and never asks for a Claude password or key. The coach runs on Claude software you sign into with your own account, through Anthropic's own sign-in.
| What you want | What you need |
|---|---|
| Today's verdict and its reasons, your runs, the trends, the sync | nothing from Claude |
| The coach cards in the web app (*Ask the coach*, *Should I train today?*, *Analyze this run*, *Review my week*) and the sessions they put on your watch | Claude Code on this computer, signed in |
| Coaching in a chat instead, sessions on your watch included | Claude Desktop or Claude Code, with runspector added as an MCP server |
What "a Claude plan" means. Claude Code needs a paid Claude subscription from claude.com/pricing - Pro, Max, Team or Enterprise - or an Anthropic Console (API) account, which is billed per use. The free Claude plan does not include Claude Code. On a plan, the coach cards count against that plan's usage like any other Claude Code use: there is no key to create and no bill per card. runspector itself is free.
Claude Code is Anthropic's command-line tool. You only install it and sign in once; runspector starts it in the background for each card.
# 1. install - macOS / Linux (Windows PowerShell: irm https://claude.ai/install.ps1 | iex)
curl -fsSL https://claude.ai/install.sh | bash # or: brew install --cask claude-code
claude auth login
runspector doctor # "Claude: signed in with your Claude subscription"
More install options (WinGet, npm, Linux packages): Claude Code setup. If Claude Code was missing when you started runspector serve, reload the page afterwards - no restart.
If your Claude Code is signed in with a Console API key or a cloud provider (Bedrock, Vertex) instead of a plan, the cards run on that and are billed there; the setup check says so. An ANTHROPIC_API_KEY that is only exported in your shell, for other work, is removed from the card runs unless you set RUNSPECTOR_ALLOW_API_KEY=1.
If you use the Claude desktop app (claude.ai/download), you can coach in its chat without Claude Code:
runspector login, or the page of runspector serve). { "mcpServers": { "runspector": { "command": "runspector", "args": ["mcp"] } } }
(the file is ~/Library/Application Support/Claude/claude_desktop_config.json on macOS, %APPDATA%\Claude\claude_desktop_config.json on Windows; keep any servers already in it).
If the server does not show up, Claude Desktop may not find the command: put the full path from which runspector (Windows: where runspector) into "command". The web app's coach cards still need Claude Code; in Desktop the same coaching happens in the chat.
The readiness verdict and its reasons, the ru
只显示了开头部分;其余内容请在仓库中阅读