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)
App Store & Google Play data for ASO: keywords, rankings, charts, reviews in 100+ countries.
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://appmanai.com/api/mcpターミナルでこれを実行します
claude mcp add --transport http appmanai https://appmanai.com/api/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": {
"appmanai": {
"url": "https://appmanai.com/api/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": {
"appmanai": {
"type": "http",
"url": "https://appmanai.com/api/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。
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://appmanai.com/api/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
レジストリ名はドメイン appmanai.com で確認済みです(レジストリがドメインの所有を確認しています)
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。
作者のクラウドで動きます。インストール不要でインターネット経由でつながりますが、送った内容は作者のサーバーを通ります。
GitHubリポジトリの最終更新は–、最新バージョン(1.0.0)がレジストリに届いたのは37 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, Fomu 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.
Kenya government form guides: checklists, draft letters, eCitizen, Huduma, timelines. Sample data.
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。
Keyword demand, rank history, top charts, competitors, reviews and ratings — across 100+ countries, answered inside your chat instead of a dashboard.
Ask an assistant about your app's market and it answers from training data — a snapshot of some stores, some countries, some year ago:
Your agent calls the stores. Every number in the answer came back from a live query, and the agent tells you what each call cost.
Which keywords do my three UK competitors rank top-10 for that I don't?
Profile the keyword "habit tracker" on the US App Store — is it worth chasing?
My rank for "meditation" dropped 12 places last week. Was that me, or the algorithm?
What do users actually complain about in the reviews of com.example.app?
Where in the world does "budget planner" have enough demand to justify a launch?
AppmanAi is a remote MCP server. There is nothing to download and no API key to paste — you add one URL, sign in, and the tools appear:
https://appmanai.com/api/mcp
Authentication is OAuth 2.1: your client opens a browser, you approve once, and it stores the token. New accounts get 200 free credits, no card.
Client How
Claude web · desktop · mobile
Listed in Claude's connector directory: *Customize → Connectors → Discover*, search AppmanAi, Connect, Allow. Or add it by hand as a custom connector (*Customize → Connectors → Add*) with the URL.
Claude Code
claude mcp add --transport http appmanai https://appmanai.com/api/mcp
Cursor
One-click install → · or add to mcp.json:
{ "mcpServers": { "appmanai": { "url": "https://appmanai.com/api/mcp" } } }
VS Code
One-click install → · or add to mcp.json:
{ "servers": { "appmanai": { "type": "http", "url": "https://appmanai.com/api/mcp" } } }
Codex
codex mcp add appmanai --url https://appmanai.com/api/mcp
Gemini CLI
gemini mcp add appmanai https://appmanai.com/api/mcp --transport http
Anything else
Bridge it over stdio with mcp-remote:
{ "mcpServers": { "appmanai": { "command": "npx", "args": ["-y", "mcp-remote", "https://appmanai.com/api/mcp"] } } }
What the three steps look like
1 · Find AppmanAi under Connectors → Discover
2 · Sign in and click Allow
3 · The tools answer in chat
35 read-only tools. Costs are in credits and are the real numbers the server charges — this section is generated from the live catalogue by scripts/generate-tool-table.mjs, so what is published here cannot drift from what you are billed.
Apps — 7 tools, 2–8 credits
| Tool | Credits | What it does |
|---|---|---|
app_search | 2 | Search a store for apps matching a name or phrase. Returns matching apps with their package ids — the way to resolve a name into a package id for the other tools. |
app_similar | 5 | List the apps the store itself considers similar to a given app (title, developer, icon). The quickest way to build a competitor set from one seed app. |
app_metrics_metadata | 3 | Fetch the full store listing for one app (title, developer, ratings, category, metadata) by its package id. If you only have the app name, call app_search first to resolve it. |
app_metrics_metadata_batch | 8 | Fetch store listings for a list of package ids in one call — the bulk form of app_metrics_metadata. Use it when comparing apps, instead of one call per app. |
app_metrics_ratings_worldwide | 6 | An app's current rating and per-star vote counts in every country it is listed in. Use it to see where an app is rated well or badly; app_metrics_ratings_history tracks one country over time. |
app_metrics_ratings_history | 5 | An app's average rating and star breakdown over time in one country — a dated series for charting whether a release helped or hurt. app_metrics_ratings_worldwide gives the current picture across all countries instead. |
app_reviews | 4 | Read real user reviews of an app: author, star rating, text and date. Use it to find out what users actually complain about or praise. |
Keywords by app — 7 tools, 2–12 credits
| Tool | Credits | What it does |
|---|---|---|
keyword_app_metrics_rankings | 2 | Where one app currently ranks in search results for one keyword. The direct answer to "am I ranking for this?". A rank of 0 means the app is not in the results. |
keyword_app_metrics_rankings_batch | 9 | One app's rank for a list of keywords in a single call. Use it to check a whole keyword set at once instead of calling keyword_app_metrics_rankings repeatedly. A rank of 0 means the app is not in the results. |
keyword_app_metrics_rankings_history | 6 | One app's rank for a keyword over time — the series to chart when asking whether a change helped. Pick the window with period. A rank of 0 means the app is not in the results. |
keyword_app_metrics_rankings_worldwide | 12 | One app's rank for a keyword in every country at once. Use it to find the markets where the app already ranks, before spending calls per country. A rank of 0 means the app is not in the results. |
keyword_app_suggestions | 6 | List the keywords a specific app is recommended for / ranks on in a store/country, by its package id. The direct way to answer "what keywords does this app rank for?". If you only have the app name, call app_search first to resolve it. A rank of 0 means the app is not in the results. |
keyword_app_competitors | 6 | List keywords that the competitors of one app rank for, with their popularity (SAP) and that app's own rank where it has one. Use it to find the gaps — keywords rivals own and this app does not. keyword_app_suggestions covers what the app itself already ranks for. |
keyword_app_overlap | 7 | Given a set of apps, list the keywords they compete on, each with its popularity (SAP) and every app's rank for it. Use it to compare a whole competitor set head-to-head on one keyword list; keyword_app_competitors starts from a single app instead. |
Keywords — 8 tools, 4–12 credits
| Tool | Credits | What it does |
|---|---|---|
keyword_metrics | 4 | Get the ASO profile of a keyword: search-ads popularity (SAP), difficulty, and languages. Use it to judge whether a keyword is worth targeting. |
keyword_metrics_sap | 4 | Get just the search-ads popularity (SAP, 0-100) of one keyword in a country, across both stores. The cheapest popularity check; keyword_metrics adds difficulty and languages. |
keyword_metrics_sap_batch | 9 | Get the search-ads popularity (SAP) of many keywords in one call. Use it to rank a whole keyword list by demand before profiling the promising ones. |
keyword_metrics_volatility | 8 | How much the store's ranking algorithm moved in one country over a period. High volatility means rank changes are the store's doing, not yours — check it before blaming a release. |
keyword_metrics_volatility_worldwide | 12 | Ranking-algorithm volatility for one date across every country, so you can tell a global store change from a local one. |
keyword_top_apps | 5 | List the apps that rank highest for a keyword in a store/country — the search results a user sees. Use it to find the incumbents / competitors for a keyword. |
keyword_suggestions | 5 | Expand a seed keyword into related keyword suggestions for a store/country. Use it to grow a keyword list before profiling or checking ranks. |
keyword_suggestions_worldwide | 10 | Expand a seed keyword into suggestions with their popularity (SAP), across all markets at once and without picking a store or country. The cheap first pass before narrowing down with keyword_suggestions or keyword_metrics. |
Charts and categories — 5 tools, 2–6 credits
| Tool | Credits | What it does |
|---|---|---|
category_top_apps | 5 | List the apps at the top of a category chart (top free, top grossing, top paid) in a country. Use it to see who leads a category; list_categories has the valid tags. |
app_category_rankings | 3 | List every category chart an app currently appears in, with its rank in each. The place to start when you do not already know which chart matters. |
app_category_rankings_single | 2 | An app's current position in a single category chart. Use it when you know exactly which chart you mean; app_category_rankings lists every chart the app appears in. |
app_category_rankings_history | 6 | An app's position in a category chart across past days — the series to chart when asking whether an app is climbing or sliding. |
app_category_start_rankings | 5 | For each app given, the rank it first held in a chart from a start date — the baseline to measure a campaign against. |
Generation — 2 tools, 12–15 credits
| Tool | Credits | What it does |
|---|
| generate_keywords | 12 | Generate a keyword list for an app from its own store listing, each scored with its popularity (SAP) and the app's current rank where it has one. Use it to propo
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