MCP servers · by job

Logs & monitoring MCP servers

33 MCP servers that read logs, metrics, traces and alerts. 15 are SAFE, 6 CAUTION and 12 BLOCK. Ranked by trust score; each card opens the full audit.

Ask an AI about this pageGChatGPTCClaudePPerplexityGeGeminiXGrok
More
Cite

Cite this page

ModelsAtlas. “Logs & monitoring MCP servers”. Retrieved 28 Oct 2026. https://modelsatlas.com/mcp/topic/observability

Verdicts · 33 servers

✓SAFE15!CAUTION6✕BLOCK12

Transports

A server can list more than one transport.

Tool risk

4

servers expose at least one destructive tool: delete, overwrite or run. The median server with a readable tool list exposes 8 tools.

Servers with no destructive tools →

33 logs & monitoring servers

1–24 of 33 · ranked by trust score, then stars

Prometheus

pab1it0/prometheus-mcp-server

✓SAFE B

A Model Context Protocol (MCP) server that enables AI agents and LLMs to query and analyze Prometheus metrics through standardized interfaces.

★ 517Not listed in sourcesse

Langfuse Prompts

langfuse/mcp-server-langfuse

✓SAFE B

Model Context Protocol (MCP) Server for Langfuse Prompt Management. This server allows you to access and manage your Langfuse prompts through the Model Context Protocol.

★ 1732 readstdio

Klag

themoah/klag

✓SAFE B

new kafka lag exporter: lightweight and extendable.

★ 882 write

Google Cloud

krzko/google-cloud-mcp

✓SAFE B

🤖 A Model Context Protocol (MCP) server for Google Cloud (GCP)

★ 802 writestdio

BitDive

bitdive/mcp-server

✓SAFE B

BitDive Model Context Protocol (MCP) server. The Autonomous Quality Loop for AI agents. Provides real runtime context, before/after trace comparison, and integration testing workflows.

★ 751 readstdio

Grafana

sailingcoder/grafana-mcp-analyzer

✓SAFE B

让AI助手直接分析你的Grafana监控数据 - A Model Context Protocol server for Grafana data analysis

★ 466 readstdio

Prometheus

caesaryangs/prometheus_mcp_server

✓SAFE B

A Model Context Protocol (MCP) server enabling LLMs to query, analyze, and interact with Prometheus databases through predefined routes.

★ 331 readstdio

K6

qainsights/k6-mcp-server

✓SAFE B

k6 MCP server

★ 272 writestdio

Prometheus

idanfishman/prometheus-mcp

✓SAFE B

A Model Context Protocol (MCP) server implementation that provides AI agents with programmatic access to Prometheus metrics via a unified interface.

★ 272 writestdio

Alertmanager

ntk148v/alertmanager-mcp-server

✓SAFE B

A Model Context Protocol (MCP) server that enables AI assistants to integreate with Prometheus Alertmanager

★ 251 destructivestdio

contextburn

arsentev-ai/contextburn

✓SAFE B

How much of what your coding agent spends is actually work: the share of paid tokens that became output, not context re-reading. Local, no network calls.

★ 0Not listed in sourcestdio

unchore-defend

smilemino/unchore-defend

✓SAFE B

Security help for defenders: grade your site's security headers (fixes + README badge) and read logs/code to find what happened. Claude Code plugin, MCP server, no install.

★ 02 readstdio

zapi-mcp

shigechika/zapi-mcp

✓SAFE B

MCP server for the Zabbix API — daily brief, problems, hosts, items

★ 02 writestdio

moongioh-harness-scope

moongioh/harness-scope

!CAUTION B

Turn-level governance observability for Claude Code — parse your transcripts locally, judge them against your own workspace rules, see where tokens die. No LLM inside; nothing leaves your machine.

★ 1Not listed in sourcestdio

EDB_FILE_EXPLORER

keyuraghao/EDB_FILE_EXPLORER

✓SAFE B

Cross-platform GUI, CLI and MCP server for Microsoft ESE databases (ntds.dit, SRUDB.dat, Exchange .edb, WebCacheV01.dat, Windows.edb) - digital forensics tool with multi-format extract and reporting

★ 14 writestreamable-http

Dynatrace

dynatrace-oss/dynatrace-mcp

✓SAFE B

MCP server for Dynatrace Observability

★ 137Not listed in sourcestdio

Router

mcp-router/mcp-router

!CAUTION B

MCP Router — development, support and security updates ended 2026-09-18. Historical source and final release for existing users.

★ 2,1491 writesse

Llmtrim

fkiene/llmtrim

!CAUTION B

Local proxy that compresses your LLM API requests so you pay less, with no change to the answers. Trims wasted tokens from prompts, history, tool output, and code before they're sent: -31% input / -74% output, measured live. Any provider, no extra model calls. Also an MCP server and embeddable libra

★ 244Not listed in sourcestdio

SigNoz

signoz/signoz-mcp-server

!CAUTION C

MCP Server for SigNoz

★ 125Not listed in sourcestdio

signoz-mcp-server

SigNoz/signoz-mcp-server

!CAUTION C

MCP Server for SigNoz

★ 125Not listed in sourcestdio

Kubeshark

kubeshark/kubeshark

✕BLOCK D

eBPF-powered network observability for Kubernetes. Indexes L4/L7 traffic with full K8s context, decrypts TLS without keys. Queryable by AI agents via MCP and humans via dashboard.

★ 12,082Not listed in sourcestdio

ZenML

zenml-io/mcp-zenml

✕BLOCK D

MCP server to connect an MCP client (Cursor, Claude Desktop etc) with your ZenML MLOps and LLMOps pipelines

★ 491 readstdio

Dynatrace Managed

dynatrace-oss/dynatrace-managed-mcp

✕BLOCK D

An MCP server for self-hosted Dynatrace Managed platform

★ 32Not listed in sourcestdio

Scout Monitoring

scoutapp/scout-mcp-local

✕BLOCK D

Scout’s local MCP puts metrics, traces and errors right in your AI agent. For teams that do it all.

★ 301 writestdio

Other jobs

By risk

Questions

How do you decide which servers are logs & monitoring servers?
By the categories each server's own repository declares, mapped onto this job by a hand-kept table. A server can belong to more than one job, and one whose repository declares no matching category is not listed here.
Which logs & monitoring MCP servers rank highest on trust?
Prometheus (pab1it0/prometheus-mcp-server), Langfuse Prompts (langfuse/mcp-server-langfuse) and Klag (themoah/klag), by trust score and then stars. Ranking never uses popularity to change a verdict.
How many logs & monitoring servers only read?
8 of the 33 declare tools that all only read; 4 expose at least one destructive tool.

Keep going in your AI

Opens with this page as the source. We add nothing else to the prompt.