Spec Driven Development
MCP Server that facilitates spec-driven development workflows, not just Vibe Coding.
제작자가 쓴 설명(영어 원문)
SigNoz MCP server: access metrics, traces, logs, alerts, and dashboards via AI assistants
이 세 가지는 절대 하나의 점수로 합치지 않아요. 의견, 측정, 인기는 서로 다른 것이니까요.
이 서버는 아직 쉬운 말로 된 요약을 쓰지 못했어요. 아래는 레지스트리에서 읽어 온 사실이에요.
쓰고 있는 AI 앱을 고른 다음 설정을 복사하세요.
필요한 것
어떤 앱을 쓰세요?
위에서 앱을 고르세요. 기억해 두었다가 다음부터는 버튼에 “…에 설치”라고 표시해요.
Claude Desktop → Settings → Developer → Edit Config를 열고 claude_desktop_config.json에 이 내용을 붙여 넣으세요
{
"mcpServers": {
"signoz": {
"command": "docker",
"args": [
"run",
"-i",
"--rm",
"docker.io/signoz/signoz-mcp-server:v0.18.0"
]
}
}
}터미널에서 이 명령어를 실행하세요
claude mcp add signoz -- docker run -i --rm docker.io/signoz/signoz-mcp-server:v0.18.0프로젝트의 .cursor/mcp.json 또는 ~/.cursor/mcp.json에 붙여 넣으세요
{
"mcpServers": {
"signoz": {
"command": "docker",
"args": [
"run",
"-i",
"--rm",
"docker.io/signoz/signoz-mcp-server:v0.18.0"
]
}
}
}브라우저가 앱을 열지 물어본 다음, 앱이 설정을 보여 주고 확인을 요청해요. 키 값은 비워 두니 직접 입력하세요.
프로젝트의 .vscode/mcp.json에 붙여 넣으세요
{
"servers": {
"signoz": {
"type": "stdio",
"command": "docker",
"args": [
"run",
"-i",
"--rm",
"docker.io/signoz/signoz-mcp-server:v0.18.0"
]
}
}
}브라우저가 앱을 열지 물어본 다음, 앱이 설정을 보여 주고 확인을 요청해요. 키 값은 비워 두니 직접 입력하세요.
이 서버는 내 컴퓨터에서 실행되는데, ChatGPT는 인터넷에 있는 서버에만 연결할 수 있어요. 다른 앱을 고르세요.
선택한 앱은 이 기기의 쿠키에만 저장돼요. 계정은 필요 없어요.
이 설정은 제작자의 레지스트리 정보로 만들었어요. README와 다르면 README를 따르세요.
내 컴퓨터에서 실행돼요. 설치하면 AI 앱에 도구 목록이 나타나요.
누구나 볼 수 있는 정보를 점검했고, 코드는 읽지 않았어요. 해당하지 않는 항목은 개수에서 뺐어요. · 2026년 11월 6일 점검
레지스트리 이름이 GitHub 계정 SigNoz 기준으로 확인되었고, 이 계정이 저장소를 소유하고 있어요
아직 GitHub에서 이 저장소를 읽어 오지 않았어요
아직 GitHub에서 이 저장소를 읽어 오지 않았어요
내 컴퓨터에서 실행되는 서버라 인터넷 엔드포인트가 없어요
내 컴퓨터에서 실행되며, 대신 로컬 설정을 사용해요
내 컴퓨터에서 실행돼요. 도구 목록은 인터넷 엔드포인트가 있는 서버에서만 읽을 수 있어요
레지스트리에서 이 카테고리의 활성 서버 전체와 비교했어요. 스타는 게시자가 저장소를 소유한 경우에만 세요.
해당하는 기본 점검 1개 중 1개를 통과했어요. 코드는 읽지 않았어요. 키나 토큰을 넣기 전에 서버가 어떤 권한을 요구하는지 확인하고, 꼭 필요한 권한만 있는 키를 쓰세요.
레지스트리에 필수 키가 나와 있지 않아요. 다만 처음 쓸 때 로그인을 요구하는 서버도 있어요.
내 컴퓨터에서 실행돼요. AI 앱이 필요할 때 실행하고, 데이터는 제작자의 서버를 거치지 않아요(서버 자체가 온라인 서비스를 호출하는 경우는 제외).
GitHub 저장소는 마지막으로 – 변경됐고, 최신 버전(0.18.0)은 어제 레지스트리에 올라왔어요.
Claude Desktop, Claude Code, Cursor, VS Code처럼 MCP를 지원하는 앱에서 쓸 수 있어요. 내 컴퓨터에 Docker도 있어야 해요.
같은 카테고리에는: Spec Driven Development, Remote Desktop Commander, Reelsaw
같은 카테고리에서 다른 제작자가 만든 서버예요. 스타 순으로 정렬했어요.
카드 보는 법:★ GitHub 스타i세 기둥: 리뷰 · 점검 · 사용 정도i업데이트 = 최신 버전을 레지스트리에 공개한 날i
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.
Drive a self-hosted Reelsaw: turn long videos into vertical clips, edit, re-render and export them.
제작자의 저장소에서 쓰인 그대로 가져왔어요. PopNx MCP가 검토하거나 보증한 내용이 아니에요. HTML, 이미지, 스크립트는 제거했어요. 링크를 누르면 이 사이트를 벗어나요.
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
앞부분만 보여 드려요. 나머지는 저장소에서 읽어 보세요