Observability
Tools and platforms for comprehensive system observability including logs, metrics, and traces. Enables monitoring, troubleshooting, and performance analysis of applications and infrastructure.
MCP ServersBrowse all →
AlicenseAqualityBmaintenanceConnects AI assistants to Crontinel, enabling natural language queries about cron jobs, queues, Horizon status, and alerts without opening a browser.724MIT- AlicenseBqualityAmaintenanceInspect and manage IONOS CLOUD infrastructure via MCP1186Apache 2.0

DBOS MCP Serverofficial
AlicenseAqualityAmaintenanceEnables LLMs to analyze and manage DBOS workflows, including introspection, workflow management, and authentication, to help debug applications in development or production.2511MIT
Yamaru Hardware Probeofficial
AlicenseAqualityDmaintenanceExpert system hardware probe and performance diagnostic engine for AI, Gaming, and High-Performance workflows. Provides deep system insights such as real-time monitoring, thermal diagnostics, and LLM optimization.11577Apache 2.0
ThinkNEO MCP SMBofficial
AlicenseAqualityBmaintenance8 standalone MCP servers for SMBs — Guardrails (prompt injection, PII, secrets detection), FinOps (AI cost tracking and budgets), Observability (agent tracing), Smart Router (17+ models, 9 providers), Trust Score (governance scoring 0-100), Memory (persistent agent memory), ThinkSecure (runtime security + SOC2/GDPR audit), and A2A Lite (agent-to-agent protocol). 37 tools total, TNC credits41MIT
wireboard-mcpofficial
AlicenseAqualityCmaintenanceEnables LLM agents to query real-time and historical analytics from WireBoard, allowing natural language questions about visitors, events, and site metrics.10473MIT
oncallhealth-mcpofficial
AlicenseBqualityCmaintenanceMCP server for On-Call Health burnout analysis. Connects AI assistants to your on-call data for workload insights.3Apache 2.0
mcp-server-cloudflareofficial
AlicenseAqualityAmaintenanceLets you use Claude Desktop, or any MCP Client, to use natural language to accomplish things on your Cloudflare account.21,6234,145Apache 2.0
Inference AIopsofficial
AlicenseBqualityAmaintenanceEnables governance-grade AIops for GPU inference clusters with root-cause analysis, metrics, and policy-governed operations for vLLM and Ray.39MIT- AlicenseAqualityDmaintenanceEnables LLMs to query telemetry data via the Spyglass AI agent, providing intelligent insights about application performance, errors, and bottlenecks.1MIT

BlazingCDN-MCPofficial
AlicenseAqualityBmaintenanceOfficial MCP server for BlazingCDN - AI agents (Claude, Cursor, Windsurf) manage CDN resources, purge cache, query metrics, domains, Cloud Storage and Video CDN291452MIT
Aptabase MCP Serverofficial
AlicenseBqualityCmaintenanceEnables AI agents to query Aptabase analytics through MCP, including metrics, top events, countries, sessions, and more. Uses the dashboard's cookie-authenticated endpoints, so it requires an Aptabase auth session cookie.171MIT
AgentOps MCPofficial
AlicenseBqualityDmaintenanceThe AgentOps MCP server provides access to observability and tracing data for debugging complex AI agent runs. This adds crucial context about where the AI agent succeeds or fails.42114MIT- AlicenseAqualityAmaintenanceUnified MCP server for DeepAgentLabs that exposes workflow profiling, analysis, and chaos experiment tools through a single interface.14MIT

@verlon-ai/mcpofficial
AlicenseAqualityBmaintenanceModel Context Protocol server for Verlon AI that exposes gates, logs, recommendations, and experiments as MCP tools, enabling coding agents to inspect and manage AI infrastructure natively.5144MIT
Logfire MCP Serverofficial
AlicenseAqualityBmaintenanceA Model Context Protocol server that enables LLMs to retrieve and analyze OpenTelemetry traces and metrics from Logfire, supporting exception tracking and custom SQL queries against telemetry data.4162MIT
ictpbx-mcpofficial
AlicenseAqualityBmaintenanceThis MCP server enables AI assistants to read PBX state—extensions, DID numbers, SIP trunk providers, tenants, and live statistics—from ICTPBX via the ICTCore REST API, without placing calls or changing configuration.50MIT- AlicenseAqualityBmaintenanceRead-only PostgreSQL performance auditing via MCP. Collects metrics from PostgreSQL system views, applies deterministic checks for index, query, vacuum, configuration, and connection issues, and returns structured findings for MCP clients.5MIT
- AlicenseAqualityDmaintenanceEnables AI agents to access website analytics, including visitor sessions, UX friction, conversion funnels, and anomaly alerts.6MIT

traceorb-mcpofficial
AlicenseBqualityBmaintenanceEnables MCP clients to query an organization's Traceorb telemetry data through the same GETs the panel uses, using a read key for authentication.108301MIT
DevHelm MCP Serverofficial
AlicenseBqualityCmaintenanceMCP server for uptime monitoring, incidents, alerting, and dependency status.1291MIT
prefect-mcp-serverofficial
AlicenseAqualityBmaintenanceAn MCP server for interacting with Prefect resources, enabling AI assistants to monitor, manage, and debug workflows.1452MIT
sifflet-mcpofficial
AlicenseAqualityCmaintenanceEnables data observability operations with the Sifflet platform. Supports exploring assets, monitors, incidents, generating monitor-as-code YAML from descriptions, and performing impact analysis.107MIT
LangSmith MCP Serverofficial
AlicenseAqualityFmaintenanceEnables language models to access LangSmith observability platform features including fetching conversation history, managing prompts, retrieving traces and runs, working with datasets and examples, and analyzing experiments.13131MIT- AlicenseBqualityCmaintenanceEnables natural language management of Bluematador monitoring, including cloud integrations, alerts, notifications, and team management.4120MIT
- AlicenseAqualityAmaintenanceMCP server for measuring web performance with Google PageSpeed Insights, providing median scores with uncertainty and real-user data. It offers tools for scores, diagnostics, and comparisons to identify regressions.28Apache 2.0
- AlicenseAqualityCmaintenanceMCP server that reads Spark profiler files to give accurate Minecraft server tuning advice, parsing binary protobuf directly and diagnosing TPS, MSPT, GC, heap, and call-tree issues.14354MIT

freeplay-mcpofficial
AlicenseAqualityBmaintenanceEnables AI agents to interact with Freeplay, an ops platform for AI engineering teams, to analyze production logs, identify quality issues, iterate on prompts and agents using real data, and run experiments before deploying.92Apache 2.0- AlicenseAqualityAmaintenanceProduction-grade MCP Gateway in Go featuring dynamic OpenAPI tool registration, RBAC governance, in-flight PII/DLP redaction, and structured JSON audit logging.1251MIT

@sixty-sh/mcpofficial
AlicenseAqualityCmaintenanceEnables coding agents to read performance findings from sixty, get detailed evidence for each finding, and close or resolve them with descriptions, while also checking service telemetry and providing installation instructions.616MIT
MCP ConnectorsBrowse all →
290+ quality-scored API capabilities for AI agents across 27 countries via MCP.
Fixter's MCP provides a stream-lined agentic way to onboard, setup and use the Fixter monitoring and observability platform. Check out more at https://fixter.dev/
Scan/purge hidden text & score web domains: TLS, DNS, headers, speed. Free scans, $0.01 actions.
Read-only Amazon SES observability: search events, inspect bounces, pull delivery stats.
Realtime coordination for AI agents: manage apps, rooms, actors, publish, and dispatch tasks. Visit https://nolag.app and setup your account.
Monitor uptime and incidents, run checks, and publish status updates from your Uptimepage org.
Vouch — independently measured reliability scores for MCP tools, not self-reported claims.
Measured latency, time to first token and uptime for ~45 AI inference APIs, by region.
Search + patterns, maturity assessment, context pricing, redaction checks - a practice as tools.
Cookieless web analytics your coding agent reads: traffic answers, deploy impact, what broke. One connection covers every site on the account.
Dead-man's-switch for cron jobs & AI agents. Import a crontab to arm one silent-miss alert per job.
Free anonymous website, DNS, email and TLS checks, plus read-only access to your monitors.
Free uptime monitoring: HTTP/TCP/TLS/DNS + MCP server checks, cron heartbeats, status pages, alerts.
Stateful WebSocket session registry with per-connection Shannon entropy delta tracking for schema di
Real-time status & uptime monitoring for 200+ popular APIs — is it down, and how reliable?
Dead-man switch monitors for cron & AI agents with dependency-cascade alerts. No account needed.
Read AFMR failure modes and discover scoped attestation and lift-evidence contracts.
Issue signed receipts for AI agent actions; verify any receipt offline - free, no account.
Watchdog for unattended AI agents: alerts, evidence checks and a verifiable proof per run.
Discover Frontier inference capabilities and read sanitized usage through read-only tools.