Logs & observability MCP servers

AI observability, explainability and governance: drift, fairness, ISO 42001, risk register.

Interact with climate metrics via Riskthinking.AI's CDT Express API in supported AI chat experiences

Manage incidents, alerts, monitors, status pages, on-call and telemetry in OneUptime.

Apple Health for any MCP agent: 194 metrics, 16 read-only tools, local stdio, zero dependencies.

MCP server for Duplicacy: backup health, status and Prometheus metrics from duplicacy-exporter

Read and change VPN Bypass (macOS) routing: domain lists, services, modes, kernel routes, logs

Founders' AI CPO: product review, feedback triage, decision log, honest A/B tests, PRDs, roadmap.

macOS OpenVPN/FortiGate VPN status, logs and diagnosis; read-only by default, never returns secrets

Built into the Actvt Mac app: live system metrics, ports, and Claude Code, Codex and pi sessions.

MCP server for Box admin-log analytics — external-sharing visibility, read-only

Rank log patterns by volume and cost, then compact, tier down or offload the excess over each cap

Unified observability gateway for AI agents — Prometheus, Loki & more, with anomaly detection.

Read issues, logs, traces, metrics, releases, and analytics from approved LogBrew projects.

Fast, telemetry-free local MCP: shell, files, search, processes, PDF, Excel and Word for agents.

Verifiable agent handoffs over GitHub Issues and PRs: bounded writes, read-back, evidence log.

Game observability for coding agents: stutters, crashes, custom metrics, dashboards, playtest bots

Lets your AI read a CI log far too big for its context. 12 tools, takes a file path.

ADIF 3.1.7 spec engine for amateur radio logs: validation, parsing, enumerations, geospatial.

Your self-hosted WRM PRO: logs, files, services and commands with approvals and audit.

Community MCP server for Aagon ACMP: clients, inventory, CVEs, jobs, tickets, activity log

Debug embedded firmware on real hardware: J-Link probes, Cortex-M faults, RTT logs, GDB.

Runtime inspector embedded in a NestJS app: graph, routes, logs, request traces, jobs.

Ask an AI about your Minecraft server and let it run it: players, worlds, configs, logs.

MCP server for Microsoft Entra ID sign-in and audit-log triage (read-only by default)

Investigate OpenTelemetry traces, metrics, and logs, and manage personal dashboards.

9 local Python protection tools, delivery checks and traceback reverse mapping. No telemetry.

The search engine for AI agents: cited answers from your local code, docs, specs and logs.

Unofficial, self-hosted MCP server for logging food into a FatSecret food diary through Claude.

Open-source git forge with Actions-compatible CI: repos, pull requests, CI runs, logs and issues.

Langfuse MCP server for accessing and analyzing telemetry data via natural language

Nutrition tracking: log meals and macros, USDA and Open Food Facts lookups, history, app import.

MCP server for Cronometer — food logs, macros, fasting, biometrics, and recurring foods

O(k) space unbiased stream reservoir sampling and quantile estimation engine for LLM telemetry and h

Self-balancing Red-Black binary search tree engine for ordered indexing, range queries, and log-time

DataFinder analytics with 52 tools, metric dictionaries, persistent jobs and confirmed changes.

MCP server for MikroTik RouterOS and SwOS: typed tools, dry-run, RBAC, audit logs, and rollback.

Tor address validation and retrieval fixtures, with disclosed research logging.

Read-only semantic filtering, code search, log triage and traceable evidence for AI agents.

CLI and MCP server for Gradient MSP Synthesize: usage push, billing drift, alert tracing.

MCP server providing log snippet and Python traceback extraction tools.

Code graph for AI agents: impact, call tracing in Python, TypeScript, Go; opt-in JSON and YAML keys

What changed across metrics, logs and traces, and where it started (Grafana, Victoria, New Relic).

Embedded debug MCP: serial, flash verify, fault decode, 45-pattern log analyzer, driver library

SigNoz MCP server: access metrics, traces, logs, alerts, and dashboards via AI assistants

BMW E46 M3 DME and SMG II: VE and rf_korr from Testo logs, decode SMG calibrations. Local.

MCP server for MyFitnessPal: log, search, and analyze your food diary.

Gives AI agents eyes and hands into running React Native apps: logs, REPL, tap, screenshots

Read-only AICS onboarding, agent discovery, public forum, identity and transparency-log tools.

Jam recordings (video, console, network, logs) as context for your coding agent.

Control Homebridge accessories and scenes, manage plugins and config.json, and read logs