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)
Data observability tools for engineering teams: alerts, freshness, schema drift, lineage, quality.
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。
ARMOR_API_KEY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 …”。
适用于网页版、桌面版和手机版 Claude:
https://mcp.anomalyarmor.ai/mcp打开 Claude Desktop → Settings → Developer → Edit Config,把下面的内容粘贴到 claude_desktop_config.json
{
"mcpServers": {
"armor": {
"command": "uvx",
"args": [
"armor-mcp"
],
"env": {
"ARMOR_API_KEY": "your-value"
}
}
}
}在终端中运行这条命令
claude mcp add --transport http armor https://mcp.anomalyarmor.ai/mcpclaude mcp add armor --env ARMOR_API_KEY=your-value -- uvx armor-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": {
"armor": {
"url": "https://mcp.anomalyarmor.ai/mcp"
}
}
}粘贴到项目中的 .cursor/mcp.json,或 ~/.cursor/mcp.json
{
"mcpServers": {
"armor": {
"command": "uvx",
"args": [
"armor-mcp"
],
"env": {
"ARMOR_API_KEY": "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": {
"armor": {
"type": "http",
"url": "https://mcp.anomalyarmor.ai/mcp"
}
}
}粘贴到项目中的 .vscode/mcp.json
{
"servers": {
"armor": {
"type": "stdio",
"command": "uvx",
"args": [
"armor-mcp"
],
"env": {
"ARMOR_API_KEY": "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。
ChatGPT 只能连接互联网上的服务器:
https://mcp.anomalyarmor.ai/mcp菜单名称可能因套餐和版本不同而略有差异。
你的选择通过 Cookie 保存在这台设备上,无需账户。
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。
我们还没有读取这个服务器的工具列表;我们会轮流检查各个端点。
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7日
注册名称已通过域名 anomalyarmor.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
尚未检查;我们会轮流检查各个端点
尚未检查;我们会轮流检查各个端点
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 1 项适用的基础检查中通过了 1 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:ARMOR_API_KEY
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(0.6.1)于7个月前进入注册中心。
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, First Sale Scout
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.
Playbooks and a 14-day checklist for founders winning their first paying customers.
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。
The AnomalyArmor MCP server lets AI assistants (Claude Code, Cursor, Claude Desktop, any MCP client) interact with your data warehouse through 50+ structured tools: query alerts, monitor freshness, investigate schema drift, configure validity rules, and trace lineage in natural language.
2025-06-18. OAuth 2.1 + API key auth.| Method | Auth | Best for |
|---|---|---|
| Remote (recommended) | OAuth 2.1 (Clerk) | Zero install, always up to date |
| Local | API key | Air-gapped, on-call laptops, custom proxies |
The server is hosted at https://mcp.anomalyarmor.ai/mcp (Streamable HTTP transport). First call opens a browser for OAuth; the token is cached for ~12h.
claude mcp add anomalyarmor --transport http https://mcp.anomalyarmor.ai/mcp
Add to ~/Library/Application Support/Cursor/mcp.json (macOS), ~/.config/Cursor/mcp.json (Linux), or %APPDATA%\Cursor\mcp.json (Windows):
{
"mcpServers": { "anomalyarmor": { "url": "https://mcp.anomalyarmor.ai/mcp" } } }
URL: https://mcp.anomalyarmor.ai/mcp
Transport: streamable-http Auth: OAuth 2.1 Discovery: https://mcp.anomalyarmor.ai/.well-known/oauth-protected-resource
Use when the remote server isn't reachable or when you want no third-party dependency.
# Recommended: uvx (no install)
uvx armor-mcp
pip install armor-mcp
Get an API key from Settings → API Keys at https://app.anomalyarmor.ai.
export ARMOR_API_KEY=aa_live_your_key_here
Or persist to ~/.armor/config.yaml:
api_key: aa_live_your_key_here
{
"mcpServers": { "anomalyarmor": { "command": "uvx", "args": ["armor-mcp"], "env": { "ARMOR_API_KEY": "aa_live_your_key_here" } } } }
53 tools across 8 categories. Every tool ships with MCP ToolAnnotations (readOnlyHint, destructiveHint, idempotentHint, openWorldHint: false) so hosts can decide when to auto-confirm.
| Tool | Description |
|---|---|
health_summary | Overall warehouse health: stale assets, drift, alerts |
get_todays_briefing | Daily digest with key insights |
get_coverage | Monitoring coverage analysis |
manage_coverage | Update coverage targets |
recommend | AI-suggested next monitoring actions |
| Tool | Description |
|---|---|
list_alerts | Query alerts with filters (severity, date, status) |
list_inbox_alerts | Alerts not yet triaged |
get_alerts_summary | Aggregate counts and trends |
get_alert_trends | Period-over-period trend analysis |
get_alert_history | Activity timeline for an alert |
update_alert | Acknowledge / resolve / dismiss / snooze |
list_alert_rules | View configured rules |
create_alert_rule | Add a new alert rule |
manage_alert_rule | Update / delete / preview rules |
manage_rule_destinations | Wire rules to destinations |
| Tool | Description |
|---|---|
list_assets | List data sources with filters |
create_asset | Connect a new source |
manage_asset | Update / delete / test connection |
trigger_asset_discovery | Start schema discovery (async) |
| Tool | Description |
|---|---|
get_freshness_summary | Freshness overview |
check_freshness | Check a specific asset / table |
setup_freshness | Bulk-create freshness schedules |
list_freshness_schedules | View configured schedules |
manage_freshness_schedule | Update / delete a schedule |
| Tool | Description |
|---|---|
get_schema_summary | Drift overview |
list_schema_changes | Recent changes with severity |
create_schema_baseline | Capture current schema as a baseline |
enable_schema_monitoring | Start drift detection |
disable_schema_monitoring | Stop drift detection |
| Tool | Description |
|---|---|
get_metrics_summary | Metric health by asset |
list_metrics | List configured metrics |
create_metric | Add a metric (row count, null %, etc.) |
manage_metric | Update / delete / capture a metric |
get_validity_summary | Pass/fail rate for validity rules |
list_validity_rules | List validity rules |
create_validity_rule | Add a NOT_NULL / UNIQUE / RANGE / REGEX rule |
manage_validity_rule | Update / delete / run a rule |
create_referential_check | Cross-table referential check |
manage_referential | Update / delete a referential check |
| Tool | Description |
|---|---|
list_destinations | Slack / email / webhook / PagerDuty configs |
setup_destination | Add a new destination |
manage_destination | Update / delete / test |
| Tool | Description |
|---|---|
ask_question | Synchronous natural-language Q&A about your data |
generate_intelligence | Trigger AI analysis (async, expensive) |
get_lineage | Upstream/downstream dependency graph |
list_tags | Tags for an asset |
create_tag | Tag a table or column |
apply_tags | Bulk tag application |
job_status | Track an async job |
cancel_job | Cancel a running async job |
get_api_key_info | Inspect the current API key's scope |
Full descriptions, parameter schemas, and example prompts: https://docs.anomalyarmor.ai/integrations/mcp-server.
Hosts respect the annotations:
| Category | Pattern | Confirmation |
|---|---|---|
| Read-only | list_*, get_*, check_*, search_* | Auto-invoke |
| Mutating | create_*, update_*, enable_*, disable_*, manage_* | Confirm with user |
| Destructive | delete_* (via manage_*), dismiss_alert | Always confirm; list affected entities |
| Expensive | generate_intelligence, trigger_asset_discovery | Confirm; these queue paid jobs |
The OAuth token (or API key) is scoped to the user's company. You cannot impersonate another tenant. Don't fabricate company_id arguments.
trigger_asset_discovery, generate_intelligence, and metric captures return a job_id. Poll with job_status(job_id) rather than re-triggering.
| File | Purpose |
|---|---|
https://mcp.anomalyarmor.ai/.well-known/oauth-protected-resource | RFC 9728 protected-resource metadata |
https://www.anomalyarmor.ai/.well-known/mcp/server-card.json | SEP-1649 MCP server card |
https://www.anomalyarmor.ai/.well-known/agent-card.json | A2A v0.2 agent card |
https://www.anomalyarmor.ai/.well-known/api-catalog | RFC 9727 API catalog linkset |
git clone https://github.com/anomalyarmor/agents.git
cd agents/armor-mcp uv sync uv run pytest
MIT — see LICENSE.