MCP servers for CI/CD, monitoring, container orchestration, and infrastructure management. Integrate Docker, Kubernetes, and deployment pipelines.
277 servers available
Deploy files, sites, and Dockerfile apps to live URLs + private drives for agent memory.
Self-hosted homelab log intelligence over MCP, CLI, and REST with SQLite/FTS.
Rust MCP server for homelab logs, syslog, Docker logs, FTS search, and AI transcript correlation.
Governed MCP server for DMTF Redfish BMCs. Read-only by default; writes are opt-in and dry-run.
Operate Linux, macOS and Windows from your LLM. Every action runs through an auditable allowlist.
Live markets, conflicts, country risk, chokepoints, energy, and China decision signals. 74 tools.
Deploy and host AI-built websites on EU infrastructure, straight from your AI agent.
Live power, energy, grid, gas, fiber & data-center site-selection infrastructure — query and cite.
AI agent run monitoring with incident replay and SLA receipts.
DebugBundle MCP: runtime error reporting, incident response, health checks, and product analytics.
DevCycle MCP server for feature flag management
Ask what your AI agents cost. Per agent, across every vendor, from your editor.
Uptime, API and server monitoring with outages, reporting, on-call and status pages.
An MCP server connects your AI assistants to Infrahub using the open MCP standard.
MCP server for Pentest-Tools.com: run scans, manage findings and reports via your preffered LLM.
Watchdog for unattended AI agents: alerts, evidence checks and a verifiable proof per run.
An MCP server for Scout Monitoring data interactions.
Deterministic, offline, read-only ADR decision memory for coding agents. No model or network calls.
Let AI operate servers without SSH. Choose actions, approve risky changes, and audit every step.
Track and query EzStat metrics from Claude, Cursor, or any MCP agent. StatHat-compatible.
Monitoring that agents set up for themselves — cron jobs, CI/CD pipelines and AI agent runs.
Measured latency, time to first token and uptime for ~45 AI inference APIs, by region.
Manage AWS, Hetzner, OVH and SSH servers: status, logs, CloudWatch, IP bans, safe command exec.
Analyze JVM thread dumps with ThreadMine: deadlocks, CPU spikes, pool exhaustion, health score.
Monitor uptime and incidents, run checks, and publish status updates from your Uptimepage org.
Control Plane (controlplane.com): deploy and operate workloads across AWS, GCP, Azure, and more.
Control fleets of remote machines via AI agents: exec, files, git, fleet ops, map/reduce.
AI infrastructure cartographer & MCP server: fingerprints, graphs & watches live infra for agents
FastMCP server that pages on-call via 100+ notification channels (Apprise wrapper)
Tamper-evident, SHA-256 hash-chained audit trail and observability for AI agents.
Inspect AgentMark traces and drive AgentMark Cloud: apps, experiments, metrics, deployments.
Structured Windows state for AI agents: processes, windows, UI trees. No screenshots.
Open eval leaderboard + CI gate for autonomous coding agents (solve, score, trace).
Productivity framework for DevOps engineers using AI assistance (Claude Code) while working on PoCs
Read-only queries over Aileron audit journals: verify integrity, search recorded tool calls
Governed SolarWinds Orion + PRTG + Zabbix ops: SWQL, alert rollup, health, 42 tools.
The runtime your agent deploys to — DB, storage, and a public URL in one MCP call.
Manage Proxmox VE nodes, VMs, containers, storage and snapshots. Read-only by default.
MCP server for MikroTik RouterOS: typed tools, dry-run, RBAC, audit logs, and rollback.
News momentum + what-changed outcome tools for agents. Signals + links, ~296 sources.
Open-source MCP gateway for SuiteCRM - 24 CRM tools, OAuth2/OIDC auth, multi-entity, observability.
How engineers pronounce developer jargon — 1,903 confidence-tagged entries with citations.
Self-hosted AI gateway that governs MCP servers, LLM traffic, and A2A agents behind one endpoint
A secured scoped SSH MCP server for executing safe read-only diagnostic DevOps / SysOps commands
Streams live progress from mcp-telemetry-sdk-instrumented tools to any connected MCP client.
Autonomous spec-to-product coding-agent CLI with an MCP server exposing 34 tools over stdio.
Telegram personal-account MCP (MTProto user-auth). Read DMs, send messages, search across chats.
Drive terminal coding agents by voice, with receipts that never claim more than they proved.
Test Minecraft plugins end to end: drive a real Paper server and real protocol bots.
Workflow timing analysis, configuration audit and billing insight for GitHub Actions.
Ask batchwatch whether to batch a job and get the real measured queue evidence, not a guess.
Is this number real, or is it noise? Peek-safe A/B tests, change detection, honest forecasts.
BetterDB MCP server - Valkey observability for Claude Code and other MCP clients
Manage BlazingCDN from AI agents: CDN zones, cache, metrics, domains, cloud storage and video CDN
Give your coding agent the dependency graph it is about to change: scan, diff, explain, audit
Wisp Panel MCP server for secure game server management through the Wisp Client API.
Checks agent traces for evidence-readiness: verifies evidence is present, not that it is true.
Tamper-proof audit trail for AI agents. Signed receipts, offline-verifiable, zero backend.
SSH server management for agents, with per-server read-only and allowlist security modes
Learn and adopt the Capability Host Protocol — the agentic web's open evidence layer.
Local-first FinOps copilot: ask AWS, Azure, GCP, Kubernetes and SaaS cost questions in your editor.
Upload any file, get a signed link. SHA-256 verified, TTL-enforced, no account required.
Operations toolchain for SQLite, Cloudflare D1 & Turso: inspect, diff, migrate, monitor & repair.
Vendor status pages, TLS cert inspection, DNS propagation checks, and incident-response playbooks.
MCP server exposing JetBrains TeamCity CI/CD workflows to AI coding assistants
MCP-first read-only discovery of your infra & SaaS landscape as MCP resources, tools and prompts.
MCP server for the OVH API. Explore and call any OVH endpoint via sandboxed JS.
Read-only GCP tools for debugging incidents and finding cost savings
One workspace for every AI coding assistant. Shared tasks, memory, and governance.
API governance for AI coding assistants. Breaking changes, policies, cross-model context.
Network topology editor — Claude builds diagrams via MCP. nmap/CSV import, one-click SSH.
Model Context Protocol (MCP) server for DeployHQ API integration
SDK for creating, managing, and operating Kubernetes clusters and workloads with ease.
AI agent tool discovery and scoring. Search 15,400+ MCP servers, APIs, and CLIs.
Azure DevOps boards, repos, pipelines & projects for AI agents — governed.
Apache Kafka monitoring & management for AI agents (with consumer lag) — governed.
Kubernetes monitoring & ops for AI agents — safe-by-default access modes and guards.
Manage Percona PostgreSQL + PgBouncer on Kubernetes — safe-by-default access modes and guards.
MCP tools for drdeploy: scan deployed sites, list, get findings, check status.
[DEPRECATED] Dynatrace MCP Server. Migrate to dynatrace-for-ai or Dynatrace Remote MCP Server.
Connect AI assistants to Dynatrace to query observability data and analyze problems.
Read-only SSH server diagnostics via a fixed 38-command whitelist; secrets redacted, no write path.
Local GitHub Actions/CI maintenance check (action pinning, token perms). Not a full security audit.
AI agent discovery, marketplace, messaging, and payments on Nostr - no platform, no middleman
Server operations MCP: HTTP health checks, log analysis, deploy dry-runs, mail diagnostics.
EOL dates and risk scores for 480+ software products. Check versions, score risk, audit stacks.
Self-hosted gateway aggregating upstream MCP servers behind one authenticated HTTP endpoint.
Proof-gated agent runtime for scoped authorization, evidence checks, recovery, and signed traces.
Remote MCP for Living Stack offer discovery and buyer-authorized checkout preparation.
Diagnoses pg-boss and graphile-worker job queues: retry storms, stuck workers, missed schedules.
Self-hosted file host: upload a file, get a public URL an agent can paste into a pull request.
AI-powered log analysis - parse, search, extract errors across 9+ formats
Pre-flight spend authorization for AI agents. Set a budget, enforce limits, audit every decision.
Non-invasive AI Agent monitoring — audit every API call to Shopify, Meta Ads, and more
Deploy Python functions as web apps with auto-generated UI, REST API, and shareable links.
Self-hosted multi-agent collaboration and audit layer for AI-assisted engineering teams
Canonical Agentry discovery for coding agents: analytics, errors, deploys, and automation.
MCP server for Docker — containers, health checks, Compose, logs, monitoring for AI agents
MCP server for Sentry — error tracking, issues, releases, events, and projects for AI assistants.
MCP server for Coolify API operations.
CNCF release intelligence: typed changes from release notes; check_stack compares versions locally.
AWS security scanner with attack chain detection, IAM privilege escalation, and fixes
MCP server for CashPilot — monitor passive income, bandwidth sharing, and DePIN earnings
MCP server for Duplicacy — monitor backup status and Prometheus metrics
MCP server exposing Spinnaker CD platform via Gate API for pipeline and deployment management
See where your cloud and AI bills go, and spend less. Local-first, in your terminal or editor.
On-chain watches, web-page monitors, dead-man switches, cron, and agent coordination, paid via x402.
MCP server for Blacksmith CI - query runs, analyze test failures, detect flaky tests.
Server ops MCP: logs, monitoring, code edit, Nginx & certs. Local + SSH, confirmations & redaction.
EU-hosted website monitoring + 17-framework compliance MCP. One anonymous tool, four authenticated.
186 real AI agent post-mortems, 107 of them measurement failures. Free tools, paid via x402.
Real-time status & uptime monitoring for 200+ popular APIs — is it down, and how reliable?
Complete Vercel MCP: deploys, logs, projects, env, domains, DNS, certs via the full REST API
Inspect and manage a homelab over MCP - status, Docker, ports, backups - without shell access.
Website uptime monitoring: run checks from 300+ locations, manage monitors, alerts and incidents
Modern SSH for AI agents — cloud servers to BusyBox routers, with destructive commands blocked.
Inspect and control Asterisk (AMI) and FreeSWITCH (ESL) PBX servers from your AI assistant.
AI agent interface to Apache DolphinScheduler: 58 MCP tools for workflow orchestration & data ops.
Agent failure memory network. Search 235+ verified debugging lessons from real engineering sessions.
Zuul CI — build failure analysis, log search, pipeline status, and job configuration
Govern your backend control plane from your AI agent - signed, human-approval-gated.
eBPF-based GPU causal observability with 7 MCP tools for AI-assisted GPU debugging
The agent eval standard for MCP. Score every agent output for quality, safety, and cost.
The Proxmox MCP you can hand the keys: VE/PBS/PMG/PDM. Plan, prove, undo, diagnose. MCP/A2A/API.
Pre-tool policy enforcement + JSONL audit for AI agents. Apache 2.0.
Measured readings on open-source dependencies: health, end-of-life, model prices, incidents.
Safe Kubernetes access for AI agents via MCP. Read-only by default, with explicit permission modes.
Extended reasoning with structured processes, persistence, and workflow guidance
Server security audit (413 checks), hardening, and fleet management across 4 cloud providers.
One system around coding agents to run, verify, recover, and hand off software work.
Bug translation for vibe coders: plain-English diagnosis + paste-ready fix in your AI coding agent
SSH, SFTP, PTY shells, host-to-host copies and remote screenshots for AI agents. One Rust binary.
MCP runtime copilot for health checks, regressions, explainability, and operational memory.
Trace AI agent execution: every tool call, every error, every dollar. Open source, local-first.
Kubernetes MCP server with RBAC-style, context-scoped guardrails for AI agents.
Real-time Kubernetes network traffic visibility and API analysis for HTTP, gRPC, Redis, Kafka, DNS.
MCP server for Testkube - Manage test workflows, executions, and artifacts via AI assistants
Network diagnostics from 6 global regions. SSL, DNS, ping, whois, traceroute, port scan, latency.
Administers Linux via typed, approval-gated actions with an Ed25519-signed audit trail.
Tracks conversation health in real time — drift, desync, and causal collapse — for any AI agent.
Cross-cloud observability for AI agents. Covers AWS, GCP, Vercel, and Cloudflare.
Diagnose GitHub Actions CI: lint, flaky tests, wasted minutes, health score. Read-only MCP tools.
Let your coding agent write to your work tracker: issues, branches, PRs and CI, one contract.
MCP server for the Render Public API: all 207 endpoints plus workflow tools.
Diagnose Airflow failures from UI links with bounded logs and optional recovery actions.
See what's on your ports, the processes behind them, and diagnose conflicts and leaks.
Deploy to IBM Code Engine from Cursor, Copilot, Claude & Cline. Build, push, deploy via MCP.
Verified cloud cost forecasting for AI agents. AWS, GCP, Azure pricing matrix.
Verified cloud cost forecasting for AI agents. AWS, GCP, Azure pricing matrix.
Agent tracing, cost tracking, anomaly detection for LLM agents
Secure, self-hosted New Relic observability and administration tools for MCP clients
MCP server for Zabbix monitoring and automation
Operate a k3s / Kubernetes cluster from your AI agent — safe-by-default MCP server.
112 rules that catch dangerous PostgreSQL migrations, plus a pass/fail gate to call before any DDL.
Read-only Model Context Protocol MCP server enabling code-driven AI analysis of Kubernetes clusters.
Free selector plus read-only GitHub bounty, agent harness, Actions, flake, and MCP drift decisions.
Turn-level governance observability for Claude Code transcripts. Local-first, no LLM inside.
A free SMTP relay that still takes a username and password, for devices that cannot do OAuth 2.0.
GitLab CI/CD MCP — pipelines, jobs, schedules, MRs, files. Any GitLab (SaaS or self-hosted).
Context optimization for LLM agents: tool registry, result masking, budgeting, compaction.
MCP server for Proxmox VE management (VM, LXC, nodes)
Real-time infrastructure monitoring with metrics, logs, alerts, and ML-based anomaly detection.
Inspect, create and adjust Healthchecks cron and uptime checks, and read why one failed
Multi-agent observability: cascade failure detection, heartbeats, and forensic replay
Unified MCP server for Kubernetes, ArgoCD, Prometheus, PagerDuty, and Loki
Live Monero (XMR) network metrics: reorgs, orphan blocks, mining-pool centralization.
Multi-tool AI orchestration: Claude Code, Codex, Gemini on shared repos. 11 MCP tools, stdio.
Aggregate multiple MCP backends behind a single stdio endpoint with namespaced routing.
Record debug sessions, commands, failed attempts, and successful fixes in local SQLite storage.
Monitor MCP, CI, and HTTP targets with health history, TLS expiry, assertions, and diagnostics
SSH Linux metrics, baselines, anomaly detection, and plain-English infrastructure explanations.
Monitor MCP server health, uptime, response times, and Azure DevOps pipeline status
SSH Linux metrics, baselines, anomaly detection, and plain-English infrastructure explanations.
Secure MCP SSH automation server with policy controls, resources, prompts, stdio, and HTTP.
Zero-trust MCP security proxy with policy enforcement, PII scrubbing, approvals, and audit trails.
Secure MCP SSH automation server with policy controls, resources, prompts, stdio, and HTTP.
MCP server for Obelinf, the network documentation platform. Sites, racks, devices, IPs, VLANs.
MCP server for Docker — manage containers, images, volumes, and compose services from your IDE
GitHub Actions MCP — view runs, read logs, re-run jobs, and manage CI/CD.
Agent-native hosting: deploy any folder to a live URL in one command. No approve tool.
Expose declarative YAML-defined workflows as MCP tools over stdio
MCP server providing Prometheus metrics access and PromQL query execution for AI assistants
Manage a Panelica hosting panel in plain English - 404 scoped, HMAC-signed tools.
Read-only IBM MQ diagnostics for AI agents. Cited root cause, never destructive.
Read local AI agent sessions (Claude Code, Codex, OpenCode, Antigravity, Pi): intents, plans, tools
Provar MCP: AI-powered Salesforce test automation. Generate, validate, migrate, and run tests.
Command wrapper MCP server for coding agents, compression, workflows, and local automation.
MCP server for the Longhorn distributed storage manager API, with a --read-only mode.
Read-only MCP server: get_recent_commits over a local deploy log (Quellgeist triage).
Read-only MCP server: query_logs over a structured JSONL incident log (Quellgeist triage).
Read-only MCP server: query_metrics over local metric time-series (Quellgeist triage).
Safety-first Terraform: confirmation-gated apply/destroy, risk & cost analysis, drift detection
Zero-config data-quality monitoring: profile a warehouse, detect anomalies, gate CI.
Consequence evaluation for AI agents. Check recoverability before destructive actions.
Capability-aware MCP server for Rancher-managed Kubernetes: discovery, resources, workflows.
Docker container management and Dockerfile analysis
Dotenv parser, ports, system info for AI agents
Log parse, filter, analyze for AI agents
MCP server for Jira Service Management Operations — alerts, on-call schedules and responders
Security, cost, and health governance proxy for MCP infrastructure
AI agent observability with deterministic record/replay for debugging agent failures.
Evaluates whether an AI agent is safe to operate internal web apps via an MCP run_suite tool.
Fail-closed deterministic checks and hash-chained receipts for AI agent outputs via MCP.
MCP server for Runframe incident management covering incidents, on-call, postmortems, and more.
Sandboxed AI-native bash with 70 agentic tools: run_bash, code edit/diff, WASM Python/JS.
Read-only Kafka observability MCP server: cluster health, consumer lag, and replay-readiness.
Agent-safe fleet management for independent Solana validators and RPC nodes
Query your Corral-organised local mirror of cloned GitHub repositories. Zero network calls.
MCP server exposing rlg log streams to LLM agents via JSON-RPC 2.0 over stdio.
Local-first flight recorder for AI agents: sessions, costs, loop runs, and stuck-loop flags.
MCP server for the Zabbix API — daily brief, problems, hosts, items
Live AWS, database & Kafka infrastructure context for AI coding assistants via MCP.
SigNoz MCP server: access metrics, traces, logs, alerts, and dashboards via AI assistants
Self-hosted homelab dashboard with a built-in read-only MCP server (hosts, Docker, GPU, services).
Look up what your verification method cannot see: 48 failures that report success.
MCP server for managing Naver Cloud Platform (Ncloud) infrastructure
Local profiler: which usage window took you out, and where your agent's money goes
Operate self-hosted OpenClaw and Hermes agent fleets on Docker or Kubernetes from MCP clients.
Query Spanlens LLM observability from Cursor, Claude Desktop, or Continue via MCP.
AI debugging with 980+ verified fixes. Search the YanHui KB — never repeat a mistake.
Debug AI with shared KB. One bug fixed = everyone benefits. KB hit 4ms free, new analysis $0.05.
Scaffold projects from the Starter Series templates — MCP server, Claude Code skill, and CLI.
Live OS ground truth for agents: running agent sessions, listening ports, daemons, system load.
Create AI-monitored web alerts from plain English — just say "Alert me when..."
58 CQRS tools exposing 230 GitLab operations across 26 entity types
Task-shaped Zabbix access for AI agents: problems, host triage, metrics, maintenance windows.
Task-shaped Zabbix access for AI agents: problems, host triage, metrics, maintenance windows.
44 optimized tools for managing Coolify infrastructure, diagnostics, and docs search
Secure MCP server for BT Panel operations with scoped permissions and audited writes.
MCP server for OpenClaw deployment health: gateway, resources, errors, skills, upgrades, disk.
MCP server for cron silent-failure detection across crontab, systemd, and OpenClaw schedulers.
Interaction profile registry for AI agents. Log interactions, query behavioral lenses.
Persistent stateful remote SSH sessions for AI agents via MCP + OpenSSH.
Unified observability gateway for AI agents — Prometheus, Loki & more, with anomaly detection.
MCP server for AWS Elastic Beanstalk: read the fleet; --allow-writes adds two-phase writes.
Kubernetes port forwarding for local development with automatic /etc/hosts entries.
Security audit for docker-compose.yml — 25 checks: secrets, privileges, network, volumes, images.
Hadolint-grade Dockerfile audit — 19 checks: secrets, privileges, supply chain, hygiene.
GitHub Actions workflow security audit - 21 checks: pinning, permissions, secrets, injection.
Four IaC audits in one call: Compose, Dockerfile, GitHub Actions, Kubernetes. 131 checks.
kube-linter audit for Kubernetes manifests — 63 checks: security, availability, RBAC, network.
Datadog MCP — 165 tools for metrics, monitors, logs, APM, RUM, incidents, CI/CD, fleet
Pre-deploy security auditor for AI agent code — the risks generic SAST misses.
Vantio Gate — Policy Latch dry-run evaluate for agents. No live enforce from MCP.
Vantio Optics — read-only Sight Loop observe for agents. Proofs, hosts, upgrade path.
Security middleware for MCP. Blocks prompt injection, PII leakage, and resource exhaustion.
Dokploy MCP server for Codex, Cursor, and Claude with compact stdio and hosted HTTP modes
MCP Server for VictoriaLogs. Provides integration with VictoriaLogs API and documentation
MCP Server for VictoriaMetrics. Provides integration with VictoriaMetrics API and documentation
MCP Server for VictoriaTraces. Provides integration with VictoriaTraces API and documentation
MCP Server for vmanomaly - VictoriaMetrics anomaly detection
MCP Server for VictoriaLogs. Provides integration with VictoriaLogs API and documentation
MCP Server for VictoriaMetrics. Provides integration with VictoriaMetrics API and documentation
MCP Server for vmanomaly - VictoriaMetrics anomaly detection
Browser + dev-server logs on one correlated timeline, for Claude Code and AI agents.
Vinv runs, tests, and finds issues in your services — with zero code changes.
MCP server for GitLab API — projects, MRs, pipelines, CI/CD, approvals, issues, code review.
AI-powered VMware vCenter/ESXi VM lifecycle and deployment with 60 MCP tools.
VMware Aria Operations: metrics, alerts, capacity, anomaly detection — 33 MCP tools.
VMware AVI (NSX ALB) load balancer plus AKO Kubernetes ops — 28 MCP tools.
VMware compliance scanning (CIS, vSphere SCG, GB/T 22239, PCI-DSS) with drift detection.
Read-only VMware vCenter/ESXi monitoring, 32 MCP tools; vSphere calls allowlist-gated in tests.
Ed25519-signed receipts for every AI agent action. Local-first, verifiable, no server required.
Cloud architecture and migration planning with costs, controls, evidence, and deployable IaC.
Local-first, multi-provider tool that captures LLM API spend and exposes it to coding agents via MCP
AI-powered VMware vCenter/ESXi VM lifecycle and deployment with 31 MCP tools.
VMware Aria Operations: metrics, alerts, capacity, anomaly detection — 18 MCP tools.
VMware AVI (NSX ALB) load balancer plus AKO Kubernetes ops — 29 MCP tools.
VMware compliance scanning (CIS, vSphere SCG, GB/T 22239, PCI-DSS) with drift detection.
Read-only VMware vCenter/ESXi monitoring with 27 MCP tools. Code-level safety.
MCP server for on-prem Azure DevOps: repos, pull requests, work items, and wiki.
Observatory of public media reception: classify YouTube comments for mood, support and controversy.
Build a landing page from your IDE chat, publish it, then manage domains and analytics.
Validates AI infra code on real VMs. Self-corrects until it works. No containers, no sandboxes.
Open-source agent that observes and fixes your application. Query logs, traces, metrics, incidents.
Syslog receiver and MCP server for homelab log intelligence.
Syslog receiver and MCP server for homelab log intelligence.