Spec Driven Development
MCP Server that facilitates spec-driven development workflows, not just Vibe Coding.
作者による説明(英語の原文)
AI running coach for Garmin: HRV, readiness and VO2max explained, workouts on your watch
この3つを1つのスコアにまとめることはしません。意見、測定、人気はそれぞれ別のものだからです。
このサーバーのやさしい解説はまだ書いていません。以下はレジストリから読み取った事実です。
使っているAIアプリを選んで、設定をコピーしてください。
必要なもの
どのアプリを使っていますか?
上でアプリを選んでください。選んだアプリを覚えておくので、次からはボタンに「…にインストール」と表示されます。
Claude Desktop → Settings → Developer → Edit Config を開き、claude_desktop_config.json にこれを貼り付けます
{
"mcpServers": {
"runspector": {
"command": "uvx",
"args": [
"runspector",
"mcp"
]
}
}
}ターミナルでこれを実行します
claude mcp add runspector -- uvx runspector mcpプロジェクトの .cursor/mcp.json、または ~/.cursor/mcp.json に貼り付けます
{
"mcpServers": {
"runspector": {
"command": "uvx",
"args": [
"runspector",
"mcp"
]
}
}
}ブラウザがアプリを開いてよいか確認し、そのあとアプリが設定を表示して確認を求めます。キーの値は空欄のままなので、自分で入力してください。
プロジェクトの .vscode/mcp.json に貼り付けます
{
"servers": {
"runspector": {
"type": "stdio",
"command": "uvx",
"args": [
"runspector",
"mcp"
]
}
}
}ブラウザがアプリを開いてよいか確認し、そのあとアプリが設定を表示して確認を求めます。キーの値は空欄のままなので、自分で入力してください。
これはパソコンで動くサーバーですが、ChatGPTがつなげるのはインターネット上のサーバーだけです。ほかのアプリを選んでください。
選んだアプリは、この端末のCookieに保存されます。アカウントは不要です。
この設定は、作者のレジストリ登録情報から作成しています。READMEと違う場合は、READMEに従ってください。
パソコンで動くサーバーです。インストールすると、ツール一覧がAIアプリに表示されます。
誰でも見られる情報をチェックしており、コードは読んでいません。当てはまらない項目は数に入れていません。 · 2026年11月7日にチェック
レジストリ名は、リポジトリを所有するGitHubアカウント edxleon で確認済みです
このリポジトリはまだGitHubから読み取っていません
このリポジトリはまだGitHubから読み取っていません
これはパソコンで動くため、インターネット上のエンドポイントはありません
パソコンで動き、代わりにローカルの設定を使います
パソコンで動くサーバーです。ツール一覧を読み取れるのは、インターネット上のエンドポイントがある場合だけです
レジストリでこのカテゴリにある有効なすべてのサーバーと比較しています。スターは、公開者がリポジトリの所有者である場合だけ数えます。
当てはまる基本チェック1項目のうち1項目に合格しました。コードは読んでいません。キーやトークンを追加する前に、サーバーがどんなアクセスを求めているかを確認し、必要な権限だけを持つキーを使ってください。
レジストリには必須のキーは載っていません。ただし、最初に使うときにサインインを求めるサーバーもあります。
あなたのパソコンで動きます。必要なときにAIアプリが起動し、データは作者のサーバーを通りません(サーバー自体がオンラインサービスを呼び出す場合を除きます)。
GitHubリポジトリの最終更新は–、最新バージョン(0.10.0)がレジストリに届いたのは4 日前です。
Claude Desktop、Claude Code、Cursor、VS CodeなどのMCP対応アプリで使えます。パソコンにPython (uv)も必要です。
同じカテゴリには:Spec Driven Development, Remote Desktop Commander, Tools MCP
同じカテゴリで、ほかの作者が作ったサーバー。スターの多い順。
カードの見方:★ GitHubスターi3つの柱:レビュー · チェック · 利用状況i更新=最新バージョンをレジストリに公開した日i
MCP Server that facilitates spec-driven development workflows, not just Vibe Coding.
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作者のリポジトリから書かれたとおりにコピーしたものです。PopNx MCPは内容を確認・推奨していません。HTML、画像、スクリプトは取り除いています。リンクはこのサイトの外へ移動します。
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
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