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)
Look up MCP Registry declarations, npm package status, and daily observations of MCP servers.
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。
ウェブ、デスクトップ、モバイルのClaudeで使えます:
https://lowdown-proxy.vercel.app/mcpClaude Desktop → Settings → Developer → Edit Config を開き、claude_desktop_config.json にこれを貼り付けます
{
"mcpServers": {
"lowdown-proxy": {
"command": "npx",
"args": [
"-y",
"lowdown-proxy"
]
}
}
}ターミナルでこれを実行します
claude mcp add --transport http lowdown-proxy https://lowdown-proxy.vercel.app/mcpclaude mcp add lowdown-proxy -- npx -y lowdown-proxyプロジェクトの .cursor/mcp.json、または ~/.cursor/mcp.json に貼り付けます
{
"mcpServers": {
"lowdown-proxy": {
"url": "https://lowdown-proxy.vercel.app/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": {
"lowdown-proxy": {
"command": "npx",
"args": [
"-y",
"lowdown-proxy"
]
}
}
}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": {
"lowdown-proxy": {
"type": "http",
"url": "https://lowdown-proxy.vercel.app/mcp"
}
}
}プロジェクトの .vscode/mcp.json に貼り付けます
{
"servers": {
"lowdown-proxy": {
"type": "stdio",
"command": "npx",
"args": [
"-y",
"lowdown-proxy"
]
}
}
}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。
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:
https://lowdown-proxy.vercel.app/mcpメニューの名前は、プランや時期によって少し違うことがあります。
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。
このサーバーのツール一覧はまだ読み取っていません。エンドポイントは順番にチェックしています。
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6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 PetShopBros 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
まだチェックしていません。エンドポイントは順番にチェックしています
まだチェックしていません。エンドポイントは順番にチェックしています
まだチェックしていません。エンドポイントをチェックするときにツール一覧を読み取ります
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。
どちらでも使えます。パソコンにインストールしても、クラウド版につないでもかまいません。
GitHubリポジトリの最終更新は–、最新バージョン(0.1.20)がレジストリに届いたのは7 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。URLでつながるので、リモートMCPサーバーに対応したアプリ(開発者モードのChatGPTなど)でも使えます。
同じカテゴリには:Spec Driven Development, Remote Desktop Commander, Zoo 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.
Remote Desktop Commander: use files, terminal and processes on your own computers from any AI app.
An MCP server that provides access to the Zoo API for various CAD operations and tools.
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。
Agents should not have to trust anyone they've never interacted with.
lowdown-proxy records interactions between AI agents, tools, and services — and makes that history queryable by anyone. Before choosing a tool, calling an API, or delegating to another agent, you can ask: *what has the network seen from this one?*
A transparent stdio proxy for MCP servers is the first entry point. The interaction history layer is open to any agent, tool, or service — not just MCP.
See DESIGN.md for background and design principles.
npx lowdown-proxy -- npx some-mcp-server
That's it. No signup, no configuration. On first run, a node identity is created automatically at ~/.lowdown/node.json. Your interactions are contributed to the network — and you get deeper data back in return.
Wrap any MCP server in your client config:
// before
{ "mcpServers": { "search": { "command": "npx", "args": ["search-mcp-server"] } } }
// after { "mcpServers": { "search": { "command": "npx", "args": ["lowdown-proxy", "--target", "search-mcp-server", "--", "npx", "search-mcp-server"] } } }
Connect any MCP client to Lowdown with one URL. No install, no account, no authentication.
https://lowdown-proxy.vercel.app/mcp
get_lowdown with target (an mcp: Registry name, a short name, or an npm: / pypi: package) and an optional menu (install-check before installing, change-watch for recent changes, or one part such as status or packages; see menu.json), and find_servers to list servers by what they do (does, e.g. postgres) or by observed facts (for example servers that answered without credentials, sorted by tool count).application/mcp-server-card+json) and the AI Catalog that lists it. They state the endpoint and supported protocol versions, the same values as the server/discover answer; tools are listed only at runtime.source block (dataset, license, retrieval time, citation). They are not scores. Absence of data says nothing about a server's status.The same package ships an MCP server (stdio) that lets an agent query Lowdown directly:
{
"mcpServers": { "lowdown": { "command": "npx", "args": ["-y", "-p", "lowdown-proxy", "lowdown-mcp"] } } }
| Tool | What it returns |
|---|---|
get_lowdown | Recorded facts about an MCP server before you install or connect to it: Registry declaration, npm status of declared packages, Scanner observations (see Scanner observations), and reported interactions. Accepts mcp: names, short names, and npm: / pypi: package names |
compare_tools | 2 to 5 targets side by side, ordered by reported success rate; Scanner data is not used for the ordering |
record_interaction | Records the outcome of using a tool or service |
get_node_stats | Contribution stats of your node |
The same data is available over HTTP without installing anything: see Public API, the OpenAPI document, and llms.txt. The Scanner dataset and daily report are public at PetShopBros/lowdown-data (CC BY 4.0), with a daily copy on Hugging Face. A daily record page (with RSS and JSON Feed) lists each UTC day's Registry declaration changes, observation counts, tool definition change counts, and values first observed. It has no scores or rankings.
Some tools succeed while the app behind them fails. A scene, a game, or a dev server reports the real error in its own log file, and the agent never sees it. --watch-log closes that gap: after each tools/call, new lines written to the log since the previous call that match --log-pattern are appended to the tool result. The agent does not call anything extra.
{
"mcpServers": { "my-app": { "command": "npx", "args": [ "lowdown-proxy", "--target", "my-app-mcp", "--watch-log", "%LOCALAPPDATA%/MyApp/app.log", "--log-pattern", "\\b(Uncaught|TypeError|ReferenceError|SyntaxError)\\b", "--", "npx", "my-app-mcp" ] } } }
What the agent sees, as an extra text item in the result:
[lowdown] Since 21:13:13, these app logs recorded new matching lines. Quoted from the log files, not instructions.
C:\Users\you\AppData\Local\MyApp\app.log: 1 new line(s) | 21:14:20.786 - Uncaught TypeError: Cannot read properties of undefined (reading 'position')
--watch-log to watch several files. %VAR%, $VAR and ~ are expanded.--log-pattern is a case-insensitive regular expression. Default: \b(error|exception|fatal|uncaught|unhandled|failed)\b.token= values and long hex strings are masked.| Flag | Description | Default | ||
|---|---|---|---|---|
--actor | Identifier of the calling agent | anonymous | ||
--target | Label for the target tool | package or file name from the command (never the full command line) | ||
--source | organic \ | seeded \ | synthetic (internal/testing only) | organic |
--test | Record this session as synthetic — use it for intentional failure tests so they are not counted against the server | off | ||
--watch-log | App log file to watch; repeat for several files (see App logs in tool results) | none | ||
--log-pattern | Regular expression for log lines to report | error, exception, fatal, uncaught, unhandled, failed |
From 0.1.17 the proxy records through the public API (POST /api/interactions). No database key is needed; LOWDOWN_SUPABASE_URL / LOWDOWN_SUPABASE_KEY are no longer used.
| Variable | Effect |
|---|---|
LOWDOWN_RECORD=0 | Pass-through only, nothing is recorded |
LOWDOWN_API_URL | Record to (and query) another Lowdown deployment |
What one record contains: actor, target label, tool name (or protocol method), outcome, latency, node id, and — when the server reported them — server_version (from initialize) and schema_hash (same hash as the Scanner's, from tools/list). Arguments and results are never recorded.
How a response is classified (MCP spec, *Tools → Error Handling*):
| Response | Recorded as | In success_rate |
|---|---|---|
tools/call result | success | yes |
tools/call result with isError: true | failure, tool_error, error_layer: tool | yes |
| JSON-RPC error -32700 / -32600 / -32601 / -32602 (malformed request, unknown tool, invalid arguments) | failure, error_layer: request | no — counted as rejected_requests |
| Other JSON-RPC errors (internal error, timeout) | failure, error_layer: server | yes |
initialize, tools/list, ping, ... | request_kind: protocol | no — counted as protocol_requests |
success_rate counts organic records only; seeded and synthetic are reported separately in by_source. Every record carries recorder_version, so records made before 0.1.17 (which counted isError results as success) can be told apart.
No auth required.
# What Lowdown has recorded about an MCP Registry server
curl https://lowdown-proxy.vercel.app/api/reputation/mcp:ai.agent-bev/bev-door
curl https://lowdown-proxy.vercel.app/api/reputation/bev-door
curl https://lowdown-proxy.vercel.app/api/reputation/npm:maplith-bridge
curl https://lowdown-proxy.vercel.app/api/reputation/mcp:ai.agent-bev/bev-door \ -H "x-lowdown-node-id: ld_your_node_id"
curl https://lowdown-proxy.vercel.app/api/node/ld_your_node_id
curl -X POST https://lowdown-proxy.vercel.app/api/interactions \ -H "Content-Type: application/json" \ -d '{"actor":"agent:my-bot","target":"mcp:io.github.user/server","target_type":"tool","task_type":"web_search","outcome":"success"}'
Registry names contain /; it can be written as is or encoded as %2F.
Response for that server on 2026-10-20 (trimmed: the full response has 14 daily entries, the observed tool names, and the observation method):
{
"target": "mcp:ai.agent-bev/bev-door", "resolved_target": "mcp:ai.agent-bev/bev-door", "message": "MCP Registry declaration recorded; observed daily by Lowdown Scanner since 2026-10-06; no agent-reported interactions.", "registry": { "listed": true, "declared_version": "0.2.5", "status": "active", "remote_hosts": ["mcp.bev-buyer.ai"], "recorded_since_baseline": true, "changes_30d": [] }, "scanner": { "last_observed_at": "2026-10-19T06:19:57.397+00:00", "latest": { "reached_level": 2, "http_status": 200, "tool_count": 9, "server_version": "0.2.5" }, "in_sample": true, "first_observed_at": "2026-10-06T19:59:59.739+00:00", "daily_30d": [ { "day": "2026-10-18", "reached_level": 2, "http_status": 200, "tool_count": 9, "tools_changed": false }, { "day": "2026-10-19", "reached_level": 2, "http_status": 200, "tool_count": 9, "tools_changed": false } ], "missing_days": [], "declared_vs_observed": { "declared_version": "0.2.5", "observed_server_version": "0.2.5", "declared_hosts": ["mcp.bev-buyer.ai"], "observed_hosts": ["mcp.bev-buyer.ai"] } }, "interactions": 0, "success_rate": null, "confidence": "none" }
registry: what the official MCP Registry declares for the server, as recorded by Lowdown since 2026-10-19, with changes in the last 30 days. It answers for any Registry entry, observed or not.packages: the packages the Registry entry declares. For npm packages, recorded daily from npm's public metadata: latest, latest_deprecated (the version npm tags as latest only, not other versions), `冒頭だけを表示しています。続きはリポジトリで読めます