Monitoring & Observability MCP servers

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

Synthetic monitoring for cloud and local LLM inference endpoints: TTFT, latency, throughput and errors, with Prometheus and OpenTelemetry export.

Trademark search, monitoring and conflict research across 30+ registers, with provenance.

AI-native MCU debugging and observability through probes, symbols, RTOS, logs, and build tools.

Read-only search over a local index of your engineering stack (GitHub, Jira, Slack, PagerDuty, Datadog and more): incidents, PRs, deployments and DORA metrics.

SQL Server monitoring and diagnostics for AI agents using Extended Events. No ODBC drivers required.

Academic, code and medical-regulatory trend monitoring across arXiv, PubMed, GitHub, Hugging Face and openFDA, with newspaper-style briefings.

A MCP server that provides comprehensive website snapshot capabilities using Playwright. This server enables LLMs to capture and analyze web pages through structured accessibility snapshots, network monitoring, and console message collection.

Query the local Agentic Ledger flight recorder: agent sessions, costs, loop runs and stuck-loop flags captured by a transparent proxy.

Local LLM API cost tracking for Anthropic, OpenAI, Qwen and DeepSeek: SQLite usage ledger, spend queries, provider comparison and CNY to USD conversion.

Read-only access to whitelisted log files on a Linux server: search and read logs without shell access, with token auth and syslog auditing.

PCI DSS static analysis for Go payment code: finds PAN/CVV exposure, weak crypto, missing audit logs and vulnerable deps, each mapped to a PCI requirement.

Build, flash and debug PlatformIO firmware: parsed compiler errors, serial monitoring, crash backtrace decoding, Unity tests and library management.

Website audits: SEO, security headers and SSL, Lighthouse performance, broken links, WCAG accessibility, Schema.org validation, competitor gaps and robots.txt.

Deterministic security proxy for MCP that intercepts tool calls, enforces YAML policies, scans for secret leakage and logs everything.

An MCP server that provides tools for managing and monitoring your Fleet Device Management instance.

Verifiable cognition: prove a session ledger is tamper-evident; audit & import any agent's logs.

MCP tools for UVM/cocotb logs, coverage, regressions, and waveform triage.

a mcp server to get sentry issue by id or url for LLM

a mcp server to get sentry issue by id or url for LLM

Local cost tracking for Claude Code and Codex sessions: spend by session, sub-agent and model, week-on-week comparisons, and findings with suggested patches.

Inspectable memory for Claude Code: read-only search and session compaction over a local, signal-scored parse of its project logs, with no outbound calls.

MCP server for GitHub Actions — view workflow runs, read logs, re-run failed jobs, and manage CI/CD from your IDE

Security and governance proxy for MCP with YAML policies (blocklists, rate limits, token budgets), token cost tracking, health monitoring and RBAC.

Runtime guardrails and incident read access for coding agents: query AgentGuard traces, alerts, usage, costs and budget health.

In-page debug bridge for web apps: read the DOM, console logs and network requests and interact with the page, in any browser or Cypress/Playwright run.

Search Marktplaats and 2dehands, the Dutch and Belgian second-hand marketplaces: filtered listings, ad details, seller reviews and new-listing monitoring.

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

Unified work logging and observability across AI agents, with config-first schemas and pluggable sinks.

Self-hostable API gateway and marketplace for AI agents with one API key, REST and streaming access, and health monitoring.

Diagnoses ArduPilot DataFlash flight logs over the Model Context Protocol.

AI agent governance: content scanning, audit logs, policy evaluation, session management.

Observability across Grafana, Prometheus, Kafka UI and Datadog using your own keys.

Control Easypanel deployments, services, environment variables, logs, domains, databases and monitoring, with confirmation for destructive actions.

Jenkins CI/CD: job management, build status tracking, pipeline monitoring, artifact and queue management, and batch operations.

Estimate, submit, monitor and fetch logs for GPU inference, training, fine-tuning and batch workloads on Jungle Grid.

MCP server for Talos Linux — resources, services, logs, health, config, lifecycle via gRPC.

Thales CDSP CAKM integration for key management, cryptographic operations and compliance monitoring for Microsoft SQL Server and Oracle databases.

Datadog observability: metrics, monitors, logs, APM, RUM, incidents, status pages, fleet automation and workflows, plus incident-triage prompts.

Local SEO: SERP tracking, Google Business Profile data, review monitoring, keyword research, citation audits, geogrid rank scans and competitive analysis.

General store for AI agents: signed certificates, human labor and digital goods paid in USDC via x402 on Base.

VMware Aria Operations monitoring for vSphere: performance metrics, alarms, capacity analysis and anomaly detection, with audit logging for write actions.

Middleware exposing aiogram Telegram bots via MCP: messaging, rich media, moderation, keyboards, real-time events, rate limiting, permissions and audit logs.

Read-only GitHub Actions health checks: wasted CI compute costs, flaky tests from job logs, slow-run analysis and workflow linting with auto-fix previews.

Manage self-hosted n8n, including queue mode: workflows, executions, tags, credentials, variables, projects, users, security audits and health monitoring.

Real-time GitHub Actions observability: DORA Metrics, Cost Analysis, CI/CD Health dashboards.

Unified deployment dashboard for Vercel, Render, Railway and Fly.io: deploy status, logs, environment variables, rollbacks and health checks.

Web data for AI agents: scrape, crawl, search, deep research, site monitoring, browser automation