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)
Run Wiro AI models, build and run workflows, and talk to Studio and your Wiro agents.
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。
WIRO_API_KEY, WIRO_API_SECRET, WIRO_TOOLSETS, Authorization「秘密」と表示された値は、あなたのアカウントの鍵です。絶対に人に教えたり、チャットに貼り付けたりしないでください。
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。
このアドレスはリクエストの header にキーが必要ですが、コネクタを追加するメニューでは設定できません。代わりにClaude Code、Cursor、VS Codeを使ってください。
Claude Desktop → Settings → Developer → Edit Config を開き、claude_desktop_config.json にこれを貼り付けます
{
"mcpServers": {
"wiro": {
"command": "npx",
"args": [
"-y",
"@wiro-ai/wiro-mcp"
],
"env": {
"WIRO_API_KEY": "your-value",
"WIRO_API_SECRET": "your-value",
"WIRO_TOOLSETS": "your-value"
}
}
}
}ターミナルでこれを実行します
claude mcp add --transport http wiro https://mcp.wiro.ai/v1 --header 'Authorization: Bearer {wiro_credentials}'claude mcp add wiro --env WIRO_API_KEY=your-value --env WIRO_API_SECRET=your-value --env WIRO_TOOLSETS=your-value -- npx -y @wiro-ai/wiro-mcp動かす前に、空欄の値を入力してください。
プロジェクトの .cursor/mcp.json、または ~/.cursor/mcp.json に貼り付けます
{
"mcpServers": {
"wiro": {
"url": "https://mcp.wiro.ai/v1",
"headers": {
"Authorization": "Bearer {wiro_credentials}"
}
}
}
}プロジェクトの .cursor/mcp.json、または ~/.cursor/mcp.json に貼り付けます
{
"mcpServers": {
"wiro": {
"command": "npx",
"args": [
"-y",
"@wiro-ai/wiro-mcp"
],
"env": {
"WIRO_API_KEY": "your-value",
"WIRO_API_SECRET": "your-value",
"WIRO_TOOLSETS": "your-value"
}
}
}
}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": {
"wiro": {
"type": "http",
"url": "https://mcp.wiro.ai/v1",
"headers": {
"Authorization": "Bearer {wiro_credentials}"
}
}
}
}プロジェクトの .vscode/mcp.json に貼り付けます
{
"servers": {
"wiro": {
"type": "stdio",
"command": "npx",
"args": [
"-y",
"@wiro-ai/wiro-mcp"
],
"env": {
"WIRO_API_KEY": "your-value",
"WIRO_API_SECRET": "your-value",
"WIRO_TOOLSETS": "your-value"
}
}
}
}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。
このアドレスはリクエストの header にキーが必要ですが、コネクタを追加するメニューでは設定できません。代わりにClaude Code、Cursor、VS Codeを使ってください。
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。
WIRO_TOOLSETS envAuthorization 秘密 HTTP header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。
このサーバーは、ツール一覧を表示する前にサインインを求めます。
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 wiro.ai 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
615ミリ秒で応答(HTTP 401)
OAuthでのサインインに対応しているため、AIアプリがログイン画面へ案内してくれます
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3項目のうち3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。
入力が必要なもの:WIRO_API_KEY, WIRO_API_SECRET, Authorization
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(1.5.1)がレジストリに届いたのは3 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, yontu
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.
Türkçe yazı denetimi: TDK kuralları, yapay zekâ izleri, metin türüne göre üslup.
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Official MCP server for Wiro AI: run image, video, audio and LLM models, build and run workflows, and deploy and talk to AI agents from Cursor, Claude Code, Claude Desktop, Windsurf and any other MCP client.
Website · Models · Docs · Dashboard
@wiro-ai/wiro-mcp is a TypeScript Model Context Protocol server that runs locally over stdio with npx. Its tools are grouped in three sets:
Playbooks explain each job step by step, so the assistant knows the order of calls, what costs money and what needs your approval. The hosted server at https://mcp.wiro.ai/v1 serves the same tools with nothing to install.
Local npx and library usage require Node.js 20 or later. The hosted MCP endpoint does not require a local Node.js installation.
Sign up at wiro.ai and create a project at wiro.ai/panel/project/new to get your API key and secret.
Cursor: open MCP settings (Cmd+Shift+P → "Open MCP settings") and add:
{
"mcpServers": { "wiro": { "command": "npx", "args": ["-y", "@wiro-ai/wiro-mcp"], "env": { "WIRO_API_KEY": "your-api-key", "WIRO_API_SECRET": "your-api-secret" } } } }
Claude Code:
claude mcp add wiro -- npx -y @wiro-ai/wiro-mcp
Then set environment variables WIRO_API_KEY and WIRO_API_SECRET.
Claude Desktop: add to claude_desktop_config.json:
{
"mcpServers": { "wiro": { "type": "stdio", "command": "npx", "args": ["-y", "@wiro-ai/wiro-mcp"], "env": { "WIRO_API_KEY": "your-api-key", "WIRO_API_SECRET": "your-api-secret" } } } }
Windsurf: add to MCP settings:
{
"mcpServers": { "wiro": { "command": "npx", "args": ["-y", "@wiro-ai/wiro-mcp"], "env": { "WIRO_API_KEY": "your-api-key", "WIRO_API_SECRET": "your-api-secret" } } } }
OpenClaw: configure a remote server under mcp.servers:
{
"mcp": { "servers": { "wiro": { "url": "https://mcp.wiro.ai/v1", "transport": "streamable-http", "connectionTimeoutMs": 10000, "headers": { "Authorization": "Bearer ${WIRO_MCP_AUTH}" } } } } }
Set WIRO_MCP_AUTH in OpenClaw's environment to your API key, or to API_KEY:API_SECRET for a project with signature-based auth. Then verify with openclaw mcp doctor wiro --probe. On older OpenClaw releases without that probe command, use openclaw mcp show wiro, restart OpenClaw, and run /tools verbose.
Hermes: add to ~/.hermes/config.yaml:
mcp_servers:
wiro: url: "https://mcp.wiro.ai/v1" headers: Authorization: "Bearer ${WIRO_MCP_AUTH}" timeout: 60 connect_timeout: 10
Store WIRO_MCP_AUTH (your API key, or API_KEY:API_SECRET) in ~/.hermes/.env, then run /reload-mcp and /tools.
Ask your AI assistant:
Models
Workflows
Agents
Wiro AI supports two authentication types, chosen when you create a project:
More secure. Requires both API key and API secret.
WIRO_API_KEY=your-api-key
WIRO_API_SECRET=your-api-secret
Simpler. Only requires the API key. Omit WIRO_API_SECRET from your config.
WIRO_API_KEY=your-api-key
The hosted server takes the same credentials as a bearer token: Authorization: Bearer API_KEY:API_SECRET for a signature-based project, or Authorization: Bearer API_KEY for an API Key Only project.
| Tool | Description |
|---|---|
search_models | Search and browse AI models by keyword, category, or owner |
get_model_schema | Get full parameter schema and pricing for any model, or the parameters and output ports of a workflow utility |
recommend_model | Find models for a goal from two or three key words, best matches first |
explore | Browse curated models grouped by category, no parameters needed |
run_model | Run any model, waiting up to 45s by default before it returns a recoverable task token |
wait_for_task | Continue waiting for an existing task without submitting or billing a duplicate run |
get_task | Check task status immediately or wait up to 45s with wait_seconds |
list_tasks | Browse authenticated task history across conversations, then continue with get_task |
get_task_price | Get the cost of a completed task |
cancel_task | Cancel a queued task |
kill_task | Stop a queued or running task |
upload_file | Upload a file from a public http(s) URL (up to about 100 MB) for use as model input |
For long generations, run_model returns the existing task ID and token when its wait budget expires. The assistant must continue with wait_for_task; retrying run_model creates a separate billable task.
A workflow chains models and built-in utility steps into one graph with its own inputs and outputs. Every model step is charged like a normal model run when it finishes. Wiro fills a model input you leave out with the model's default, so the save result lists what it filled, and a graph can be at most 40 KB of JSON.
| Tool | Description |
|---|---|
list_workflows | List the workflows in your workspace, or search the public gallery by text, tag or model |
get_workflow | Read a workflow's inputs, outputs and step graph |
create_workflow | Save a new workflow from a step graph. Wiro checks it against the live model catalog and returns every problem it finds at once |
update_workflow | Edit a workflow's title, description, tags or graph without overwriting newer changes; a new graph is saved only after you confirm a summary of the change |
clone_workflow | Copy a public workflow into your workspace |
delete_workflow | Delete a workflow, after your confirmation |
run_workflow | Run a workflow and wait for its outputs; can stop after a chosen step to test the first steps |
wait_for_workflow_run | Keep waiting on a run, read its outputs, or see why a step failed |
resume_workflow_run | Continue a failed or stopped run without paying again for finished steps |
list_workflow_runs | Browse past and current runs, including runs started on wiro.ai |
save_workflow_from_agent | Save a workflow the Workflow Agent proposed, as a new workflow, or onto an existing one after you confirm a summary of the change |
The Workflow Agent designs workflows with you in plain language: talk to it with send_agent_message and agent: "workflow-agent", attach an existing workflow to edit, then save its proposal with save_workflow_from_agent. Conversations started through this server belong to the connected project and are separate from your Workflow Agent chats on wiro.ai.
Talk to any Wiro agent with one set of tools. agent is "studio", "workflow-agent" or the id of one of your own agents. Session names use letters, digits, dots, dashes, underscores and colons, up to 128 characters (100 for the Workflow Agent), and cannot end in "-r" followed by a number. Studio refuses a message under any other name; a session it has under another name can be read and deleted, and to go on with it you start a new session.
| Tool | Description |
|---|---|
send_agent_message | Send a message and wait for the reply, with any media, workflows or model runs it produced |
get_agent_message | Keep waiting on a reply, or read one again |
get_agent_conversation | List conversations, or read one conversation's history |
cancel_agent_message | Stop a reply that is still being written |
delete_agent_session | Delete a conversation and the agent's memory of it, after your confirmation |
list_studio_results | List the images, videos and other results Studio generated for you |
Studio is Wiro's creative agent: it picks and runs models for you and charges your wallet after each reply. Your own agents run on a monthly plan with credits.
| Tool | Description |
|---|---|
list_agent_templates | Browse ready-made agent templates and their monthly prices |
get_agent_template | Read a template's skills, plans, and the accounts and keys it needs |
list_agent_skills | Browse the skills an agent can have, and what each one needs to work |
deploy_agent | Deploy an agent from a template or build one from skills; shows the price, the wallet it charges and the other tier's price, and asks before charging |
list_my_agents | List your agents with their status, plan and credits |
get_my_agent | Read one agent's setup, plan and credits; can wait until it is running |
control_agent | Start, stop or restart an agent |
update_agent | Change an agent's name, description, time zone, models and chat commands |
apply_agent_skills | Turn skills on or off; shows the price change and asks before charging |
set_agent_credentials | Save the keys, tokens and settings an agent's skills and channels need, such as a Telegram bot token or a Gmail app password |
connect_agent_oauth | Connect sign-in accounts such as HubSpot or X for the services an agent's skills use; you approve the connection in your browser. Some services need your own app keys or a token first |
disconnect_agent_oauth | Disconnect a connected account, after your confirmation |
| list_projects | List the projects of the connected proje
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