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)
Run Wiro AI models, build and run workflows, and talk to Studio and your Wiro agents.
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。
WIRO_API_KEY, WIRO_API_SECRET, WIRO_TOOLSETS, Authorization标为机密的值是你账户的钥匙。千万不要分享给别人,也不要粘贴到聊天里。
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 …”。
这个地址需要在请求的 header 中放入密钥,而添加连接器的菜单无法设置。请改用 Claude Code、Cursor 或 VS Code。
打开 Claude Desktop → Settings → Developer → Edit Config,把下面的内容粘贴到 claude_desktop_config.json
{
"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"
}
}
}
}在终端中运行这条命令
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运行前请先填写空着的值。
粘贴到项目中的 .cursor/mcp.json,或 ~/.cursor/mcp.json
{
"mcpServers": {
"wiro": {
"url": "https://mcp.wiro.ai/v1",
"headers": {
"Authorization": "Bearer {wiro_credentials}"
}
}
}
}粘贴到项目中的 .cursor/mcp.json,或 ~/.cursor/mcp.json
{
"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"
}
}
}
}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": {
"wiro": {
"type": "http",
"url": "https://mcp.wiro.ai/v1",
"headers": {
"Authorization": "Bearer {wiro_credentials}"
}
}
}
}粘贴到项目中的 .vscode/mcp.json
{
"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"
}
}
}
}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。
这个地址需要在请求的 header 中放入密钥,而添加连接器的菜单无法设置。请改用 Claude Code、Cursor 或 VS Code。
你的选择通过 Cookie 保存在这台设备上,无需账户。
WIRO_TOOLSETS envAuthorization 机密 HTTP header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。
服务器要求先登录,才会列出它的工具。
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6日
注册名称已通过域名 wiro.ai 验证(注册中心会核实域名所有权)
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
在 615 毫秒内响应(HTTP 401)
声明支持 OAuth 登录,你的 AI 应用可以带你去登录
尚未检查;我们会在检查端点时读取工具列表
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 3 项适用的基础检查中通过了 3 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。
你需要填写:WIRO_API_KEY, WIRO_API_SECRET, Authorization
两种方式都可以:安装在你的电脑上,或者连接云端版本。
GitHub 仓库最后更新于–,最新版本(1.5.1)于3天前进入注册中心。
支持 MCP 的应用,例如 Claude Desktop、Claude Code、Cursor 和 VS Code。它通过 URL 连接,所以接受远程 MCP 服务器的应用也可以使用,例如开启开发者模式的 ChatGPT。
同一分类中有:Spec Driven Development, Remote Desktop Commander, Recta
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.
Cheaper cross-chain stablecoin routes for AI agents; 5 % of the verified saving, nothing if none.
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。
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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