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)
SigNoz MCP server: access metrics, traces, logs, alerts, and dashboards via AI assistants
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。
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 …”。
打开 Claude Desktop → Settings → Developer → Edit Config,把下面的内容粘贴到 claude_desktop_config.json
{
"mcpServers": {
"signoz": {
"command": "docker",
"args": [
"run",
"-i",
"--rm",
"docker.io/signoz/signoz-mcp-server:v0.18.0"
]
}
}
}在终端中运行这条命令
claude mcp add signoz -- docker run -i --rm docker.io/signoz/signoz-mcp-server:v0.18.0粘贴到项目中的 .cursor/mcp.json,或 ~/.cursor/mcp.json
{
"mcpServers": {
"signoz": {
"command": "docker",
"args": [
"run",
"-i",
"--rm",
"docker.io/signoz/signoz-mcp-server:v0.18.0"
]
}
}
}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": {
"signoz": {
"type": "stdio",
"command": "docker",
"args": [
"run",
"-i",
"--rm",
"docker.io/signoz/signoz-mcp-server:v0.18.0"
]
}
}
}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。
这个服务器在你的电脑上运行,而 ChatGPT 只能连接互联网上的服务器。请选择其他应用。
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。
它在你的电脑上运行;安装后,工具列表会显示在你的 AI 应用中。
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 GitHub 账户 SigNoz 验证,该账户拥有此仓库
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
它在你的电脑上运行,没有互联网端点
在你的电脑上运行,改用本地设置
它在你的电脑上运行;我们只能读取互联网端点的工具列表
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。
注册中心没有列出必需的密钥,不过有些服务器会在首次使用时要求你登录。
它在你的电脑上运行。你的 AI 应用会在需要时启动它,数据不会经过作者的服务器(除非它自己调用在线服务)。
GitHub 仓库最后更新于–,最新版本(0.18.0)于昨天进入注册中心。
支持 MCP 的应用,例如 Claude Desktop、Claude Code、Cursor 和 VS Code。你的电脑上还需要有 Docker。
同一分类中有:Spec Driven Development, Remote Desktop Commander, Georgia MCP
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.
An MCP server for Georgian public data, read from the organizations that publish it.
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。
A Model Context Protocol (MCP) server that provides seamless access to SigNoz observability data through AI assistants and LLMs. Query metrics, traces, logs, alerts, dashboards, and services using natural language.
[📖 Full Documentation](https://signoz.io/docs/ai/signoz-mcp-server/)
Connect your AI tool to SigNoz Cloud's hosted MCP server. No installation is required; just add the hosted MCP URL and authenticate.
https://mcp.<region>.signoz.cloud/mcp
Make sure you select the correct region that matches your SigNoz Cloud account. Using the wrong region will result in authentication failures.
Find your region under Settings → Ingestion in SigNoz, or see the SigNoz Cloud region reference.
GitHub does not reliably make custom-protocol links like cursor:// and vscode: clickable in README rendering.
Use the documentation page for one-click install buttons:
If you prefer, use the manual configuration examples below in this README.
Add this configuration to .cursor/mcp.json:
{
"mcpServers": { "signoz": { "url": "https://mcp. .signoz.cloud/mcp" } } }
Need help? See the Cursor MCP docs.
Add this configuration to .vscode/mcp.json:
{
"servers": { "signoz": { "type": "http", "url": "https://mcp. .signoz.cloud/mcp" } } }
Need help? See the VS Code MCP docs.
Add SigNoz Cloud as a custom connector in Claude Desktop:
https://mcp. .signoz.cloud/mcpWhen prompted, complete the authentication flow.
Run this command to add the hosted SigNoz MCP server:
claude mcp add --scope user --transport http signoz https://mcp.<region>.signoz.cloud/mcp
After configuring the MCP server, authenticate in a terminal:
claude /mcp
Select the signoz server and complete the authentication flow.
Run this command to add the hosted SigNoz MCP server:
codex mcp add signoz --url https://mcp.<region>.signoz.cloud/mcp
Or add this configuration to config.toml:
[mcp_servers.signoz]
url = "https://mcp. .signoz.cloud/mcp"
After adding the server, authenticate:
codex mcp login signoz
Then run /mcp inside Codex to verify the connection.
Run this command to add the hosted SigNoz MCP server:
grok mcp add -t http signoz https://mcp.<region>.signoz.cloud/mcp
Or add this configuration to ~/.grok/config.toml:
[mcp_servers.signoz]
url = "https://mcp. .signoz.cloud/mcp" enabled = true
Adding the server does not authenticate it. Start Grok Build, run /mcps, select the signoz server, and complete the OAuth flow in your browser:
grok
/mcps
No API key is stored in the config file; credentials are saved separately once the OAuth flow completes.
Use -s project on the add command to write to ./.grok/config.toml instead, so the server is shared with everyone working in that directory.
Verify the connection with:
grok mcp list
grok mcp doctor
When you add the hosted MCP URL to your client, the client initiates an authentication flow. You will be prompted to enter:
your-instance.signoz.cloud). Protocol-less URLs are accepted; paths, query parameters, and fragments are ignored.Create an API key in Settings → API Keys in SigNoz. Only Admin users can create API keys.
Download the latest binary from GitHub Releases:
# macOS (Apple Silicon)
curl -L https://github.com/SigNoz/signoz-mcp-server/releases/latest/download/signoz-mcp-server_darwin_arm64.tar.gz | tar xz
curl -L https://github.com/SigNoz/signoz-mcp-server/releases/latest/download/signoz-mcp-server_darwin_amd64.tar.gz | tar xz
curl -L https://github.com/SigNoz/signoz-mcp-server/releases/latest/download/signoz-mcp-server_linux_amd64.tar.gz | tar xz
This extracts a signoz-mcp-server binary in the current directory. Move it somewhere on your PATH or note the absolute path for the config below.
go install github.com/SigNoz/signoz-mcp-server/cmd/server@latest
The binary is installed as server to $GOPATH/bin/ (default: $HOME/go/bin/server). You may want to rename it:
mv "$(go env GOPATH)/bin/server" "$(go env GOPATH)/bin/signoz-mcp-server"
Docker images are available on Docker Hub:
docker pull signoz/signoz-mcp-server:latest
Run in HTTP mode:
docker run -p 8000:8000 \
-e TRANSPORT_MODE=http \ -e MCP_SERVER_PORT=8000 \ -e SIGNOZ_URL=https://your-signoz-instance.com \ -e SIGNOZ_API_KEY=your-api-key \ signoz/signoz-mcp-server:latest
Use a specific version tag (e.g. v0.1.0) instead of latest for pinned deployments.
git clone https://github.com/SigNoz/signoz-mcp-server.git
cd signoz-mcp-server make build
The binary is at ./bin/signoz-mcp-server.
signoz-mcp-server binary (see Self-Hosted Installation)Add this to your MCP client config (claude_desktop_config.json, .cursor/mcp.json, etc.). Replace the command path with the absolute path to your signoz-mcp-server binary:
{
"mcpServers": { "signoz": { "command": "/absolute/path/to/signoz-mcp-server", "args": [], "env": { "SIGNOZ_URL": "https://your-signoz-instance.com", "SIGNOZ_API_KEY": "your-api-key-here", "LOG_LEVEL": "info" } } } }
HTTP mode listens on all interfaces by default. Set MCP_SERVER_HOST=127.0.0.1 when the server should accept loopback connections only.
The server keeps the SigNoz docs search index in memory. With stemming on titles and headings and a single standard-analyzed body field, the embedded 746-page index used 28 to 36 MiB of resident heap across eight local Go 1.26 whole-package test runs. Build peaks ranged from 97 to 134 MiB above the pre-build heap baseline, using 64-page batches. These are index measurements, not whole-process RSS or container memory guarantees; request handling and refresh work add memory.
| Moment | Index memory behavior |
|---|---|
| Startup build from the embedded corpus (746 pages) | Up to 134 MiB above the pre-build heap baseline in the measured runs |
| Scheduled full rebuild | Builds a new index while the old index is still serving; combined peak has not been re-measured with this configuration |
| Scheduled refresh that changes a few pages | Applies changed pages in one atomic batch to the live index; peak depends on the changed content and has not been re-measured with this configuration |
| Scheduled refresh that finds no changed pages | no index work; pages are revalidated with If-None-Match and unchanged ones cost a 304 |
A scheduled refresh (default every 6h) first compares the live sitemap with the served one and stops there when it is unchanged. Otherwise it revalidates every page with If-None-Match and touches the index only when at least one page's content changed. A change set covering up to a quarter of the pages is applied to the live index in place; a larger one, the 25th in-place update on the same index, and any forced refresh (default every 24h) that finds changed content rebuild the index from scratch, which also compacts the segments that in-place updates leave behind. Full rebuilds use 64-page batches. In-place updates use one atomic batch bounded by the quarter-of-pages threshold, not the full-build batch size.
Recommendations for containerized HTTP deployments:
512Mi, and monitor memory during refreshes and concurrent requests. The highest measured index-only build peak is 134 MiB above baseline and the resident index is 28 to 36 MiB; rebuilds also retain the serving index. Setting Go's GOMEMLIMIT is optional: it can reclaim garbage earlier but cannot shrink live data inside an index batch.SIGNOZ_DOCS_REFRESH_INTERVAL=0 and SIGNOZ_DOCS_FULL_REFRESH_INTERVAL=0 when you would rather serve the docs snapshot that shipped with the release than pay any refresh. New docs pages then arrive with the next server upgrade. Setting only the first keeps the daily forced refresh.docs refresh starting and ends with a completion or failure line, for example docs refresh no-op; sitemap unchanged, docs refresh found no page changes; index kept, docs refresh applied delta, docs refresh rebuilt index, or a docs refresh failed / docs full refresh failed warning. A refresh normally finishes within a few minutes. A container whose last docs line is docs refresh starting, docs refresh fetching pages, or docs refresh rebuilding index and that then restarted most likely died mid-refresh.Start the server:
TRANSPORT_MODE=http \
MCP_SERVER_PORT=8000 \ OAUTH_ENABLED=true \ OAUTH_TOKEN_SECRET=$(openssl rand -base64 32) \ OAUTH_ISSUER_URL=https://your-public-mcp-url.com \ ./signoz-mcp-server
Client config needs just the URL, no keys:
{
"mcpServers": { "signoz": { "url": "https://your-public-mcp-url.com/mcp" } } }
The client discovers OAuth endpoints automatically, opens a browser for credentials, and handles token exchange.
The API key and SigNoz URL only need to be provided in one place: the server or the client.
Option A — Credentials on the server (simpler client config). The server-held key i
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