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.
Cite
Cite this page
ModelsAtlas. “Logs & monitoring MCP servers”. Retrieved 28 Oct 2026. https://modelsatlas.com/mcp/topic/observability
Verdicts · 33 servers
Transports
- stdio, runs locally30
- Streamable HTTP, remote17
- SSE, legacy remote2
- Not declared2
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
A Model Context Protocol (MCP) server that enables AI agents and LLMs to query and analyze Prometheus metrics through standardized interfaces.
Langfuse Prompts
langfuse/mcp-server-langfuse
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.
Klag
themoah/klag
new kafka lag exporter: lightweight and extendable.
Google Cloud
krzko/google-cloud-mcp
🤖 A Model Context Protocol (MCP) server for Google Cloud (GCP)
BitDive
bitdive/mcp-server
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.
Grafana
sailingcoder/grafana-mcp-analyzer
让AI助手直接分析你的Grafana监控数据 - A Model Context Protocol server for Grafana data analysis
Prometheus
caesaryangs/prometheus_mcp_server
A Model Context Protocol (MCP) server enabling LLMs to query, analyze, and interact with Prometheus databases through predefined routes.
K6
qainsights/k6-mcp-server
k6 MCP server
Prometheus
idanfishman/prometheus-mcp
A Model Context Protocol (MCP) server implementation that provides AI agents with programmatic access to Prometheus metrics via a unified interface.
Alertmanager
ntk148v/alertmanager-mcp-server
A Model Context Protocol (MCP) server that enables AI assistants to integreate with Prometheus Alertmanager
contextburn
arsentev-ai/contextburn
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.
unchore-defend
smilemino/unchore-defend
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.
zapi-mcp
shigechika/zapi-mcp
MCP server for the Zabbix API — daily brief, problems, hosts, items
moongioh-harness-scope
moongioh/harness-scope
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.
EDB_FILE_EXPLORER
keyuraghao/EDB_FILE_EXPLORER
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
Dynatrace
dynatrace-oss/dynatrace-mcp
MCP server for Dynatrace Observability
Router
mcp-router/mcp-router
MCP Router — development, support and security updates ended 2026-09-18. Historical source and final release for existing users.
Llmtrim
fkiene/llmtrim
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
SigNoz
signoz/signoz-mcp-server
MCP Server for SigNoz
signoz-mcp-server
SigNoz/signoz-mcp-server
MCP Server for SigNoz
Kubeshark
kubeshark/kubeshark
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.
ZenML
zenml-io/mcp-zenml
MCP server to connect an MCP client (Cursor, Claude Desktop etc) with your ZenML MLOps and LLMOps pipelines
Dynatrace Managed
dynatrace-oss/dynatrace-managed-mcp
An MCP server for self-hosted Dynatrace Managed platform
Scout Monitoring
scoutapp/scout-mcp-local
Scout’s local MCP puts metrics, traces and errors right in your AI agent. For teams that do it all.
Other jobs
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Which logs & monitoring MCP servers rank highest on trust?
How many logs & monitoring servers only read?
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