DevOps MCP Servers

Run efficiency for coding agents: share of paid tokens that became output, not context re-reading.

cotal.ai actions: product overview, site search, build log, feedback, Cloud waitlist, updates, calls

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.

Enfour, Inc. FrontierStack (www.frontierstack.app): Mac and server health, logs, restarts.

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. 93 tools.

Deploy and host AI-built websites on EU infrastructure, straight from your AI agent.

DCPI grid-power scores for 300+ markets, plus capacity to buy or lease; query and cite.

Deploy an app to Antideploy from a coding agent. No Dockerfile, no YAML, no cloud console.

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

Design system contracts, docs search, and usage validation for @digitaltableteur components.

Read the logs, metrics, and traces of the app you are editing, from the Loggerhead Mac app.

Deploy the apps your agent builds to a private, shareable HTTPS link, checked for leaked keys first.

Uptime, API and server monitoring with outages, reporting, on-call and status pages.

Query devices, alerts, syslog, Suricata IDS, NetFlow and captures on your Netmon appliance.

Public read-only demo of Netmon's network monitoring tools over a recorded snapshot.

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.

Check if a repo will deploy, plan a deploy to your own cloud, and see status, logs and redeploys.

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 monitors, status pages, incidents and maintenances in your openstatus workspace.

Ask an agent why a PHP site is slow: every request with its SQL, HTTP calls, errors and N+1.

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.

Query OpenTelemetry traces from agent runs through MCP.

Query OpenTelemetry traces from agent runs through MCP.

Cross-platform FastMCP server for authenticated remote Linux/macOS host administration

AI infrastructure cartographer & MCP server: fingerprints, graphs & watches live infra for agents

FastMCP server that pages on-call via 100+ notification channels (Apprise wrapper)

Deterministic repository change-impact analysis for engineers and coding agents.

ABC complexity gate for AI-written code with an MCP inspection tool.

Fast RuboCop-compatible Ruby linter with MCP inspect and autocorrect tools.

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 Ceph mgr ops: HEALTH_WARN RCA, OSD/PG/pool/RBD/CephFS/RGW, 37 tools.

Governed self-managed GitLab + Gitea CI/CD ops: pipelines, runners, artifacts, RCA. 28 tools.

Governed SolarWinds Orion + PRTG + Zabbix ops: SWQL, alert rollup, health, 42 tools.

Governed Prometheus + Grafana ops: PromQL, alerts, dashboards, RCA; 39 tools.

Governed Proxmox VE VM/container ops — 43 MCP tools with audit, budget, undo & risk-tier guards.

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.

Cloud DevOps analysis with guarded Git, infrastructure, cloud and observability operations.

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.

Manage local KVM/libvirt VMs and Timeshift/Borg backups on Fedora: start, stop, clone, snapshot.

Prometheus MCP server for AI agents: PromQL queries, alert explanations, series discovery.

Open-source MCP gateway for SuiteCRM - 24 CRM tools, OAuth2/OIDC auth, multi-entity, observability.

Detects database migration table locks, terraform cost leaks, and OWASP API flaws.

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

Status-page map for 1,100+ SaaS/cloud vendors plus 15,700+ incidents. No API key.

A secured scoped SSH MCP server for executing safe read-only diagnostic DevOps / SysOps commands

End-to-end tests from one sentence: an agent drives a real browser, and passing runs replay free.

Streams live progress from mcp-telemetry-sdk-instrumented tools to any connected MCP client.

Offline MCP server: explains shell commands token-by-token and flags destructive ones for AI agents.

Telegram personal-account MCP (MTProto user-auth). Read DMs, send messages, search across chats.

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

Drive terminal coding agents by voice, with receipts that never claim more than they proved.

Independent deterministic verification for AI-written software. Local, evidence-backed checks.

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.

Monitor cron jobs and recurring work through a project-scoped Watchgoose connection.

Ask batchwatch whether to batch a job and get the real measured queue evidence, not a guess.

Continuous behavioral drift monitoring for LLM apps — catches silent provider model updates.

Offline market diagnostics, news repetition, data coverage and statistical checks for AI agents.

BetterDB MCP server - Valkey observability for Claude Code and other MCP clients

Self-hosted MCP for controlled AI development and staging without a general-purpose remote shell.

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

Read-only MCP server for MuleSoft Anypoint: app logs, archive search, Runtime Manager, Exchange.

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.

BuildPulse CI test analytics for AI agents — flaky tests, CI failures, flakiness, and code coverage.

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.

Query and configure CheckMK monitoring: hosts, services, rules, downtimes, metrics

Local-first architecture guardrails and project context for JS/TS AI coding agents.

Codebahn is the private GitHub alternative: fast Git and CI for developers and teams.

Portkey Admin API control-plane MCP server with Prisma AIRS interoperability guidance.

Upload any file, get a signed link. SHA-256 verified, TTL-enforced, no account required.

Read, replay and fork recorded coding-agent runs.

Operations toolchain for SQLite, Cloudflare D1 & Turso: inspect, diff, migrate, monitor & repair.

Records the prompt, model and files an agent declared for a line. It does not prove who typed it.

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

Track page and price changes over time: diffs, history, and alerts through simple tracking

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.

Run commands on a machine you cannot SSH into. Air-gapped, bastion-only, change-controlled.

Agent control plane for DCC and engine hosts: one MCP endpoint, one tool contract.

Read-only GCP tools for debugging incidents and finding cost savings

One workspace for every AI coding assistant. Shared tasks, memory, and governance.

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.

Deploy self-hosted OpenClaw to AWS, GCP, Azure or a local VM — a CLI and an MCP server in one.

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.

Safe-by-default MCP for OpenShift / Kubernetes: projects, pods, logs, deployments, routes.

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, risk scores, CISA KEV exposure, SBOM audits and edge-device EOS for 500+ products.

Self-hosted gateway aggregating upstream MCP servers behind one authenticated HTTP endpoint.

Passive domain-perimeter checks — cert expiry, subdomain takeover, lookalikes — as agent tools

Semantic, format-aware diff of config files (JSON/YAML/TOML/INI/.env/XML/CSV) for AI agents

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

Self-hostable uptime monitoring: create checks, read incidents, manage status pages.

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.

Preview environments on your self-hosted Spawner server: a copy of your app for each git branch

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 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.

Deploy and manage apps on your own AppCrane instance, the self-hosted PaaS for AI-built apps.

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.

Query GreptimeDB metrics, logs and traces with SQL, TQL and RANGE. Manage pipelines and dashboards.

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 294 popular APIs — is it down, and how reliable?

Complete Vercel MCP: deploys, logs, projects, env, domains, DNS, certs via the full REST API

Run commands on a machine you cannot SSH into. Air-gapped, bastion-only, change-controlled.

Tells an agent what changed on a server since it last looked - status, Docker, backups, Proxmox.

Proves software work: triages failing tests, checks whether a test can fail, and reads migrations.

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.

Read-only Grafana Loki for AI agents: label discovery, bounded LogQL queries, counts, exports

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

Stop shipping agents on vibes. Score every agent output for quality, safety, and cost.

Live runtime data from a running Flutter app: exceptions, logs, network, frames, diagnosis.

Read-only project-level Grafana MCP: Loki logs, metrics, traces, alerts, test/prod switching

The Proxmox MCP you can hand the keys: VE/PBS/PMG/PDM. Plan, prove, undo, diagnose. MCP/A2A/API.

Standup notes from merge request state, with the failed job's error lines.

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.

The bug mediator for AI-built apps: plain-English diagnosis + a ready fix, in your editor.

Hosts, metrics, Docker and authorized_keys over a macOS terminal's live SSH connections

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

CC0 sample files and test fixtures: find one, get its URL and SHA-256, check a copy on disk.

Network diagnostics from 6 global regions. SSL, DNS, ping, whois, traceroute, port scan, latency.

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

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.

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.

MCP server demo — tickets, schema discovery, auth, and PII gating. stdio + HTTP.

Verified cloud cost forecasting for AI agents. AWS, GCP, Azure pricing matrix.

Verified cloud cost forecasting for AI agents. AWS, GCP, Azure pricing matrix.

Query OTel traces across Jaeger, Tempo, Traceloop, Datadog, Sentry, X-Ray, New Relic, Honeycomb.

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.

Run commands, transfer files and browse assets on a JumpServer v4 bastion from your AI assistant.

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).

Scaffold, validate, format, and run YAML .mmt API tests. Do not invent syntax.

Context optimization for LLM agents: tool registry, result masking, budgeting, compaction.

MCP server for Proxmox VE management (VM, LXC, nodes)

Fused graph of your codebase — static code + runtime OTel — for AI agents, over MCP.

Real-time infrastructure monitoring with metrics, logs, alerts, and ML-based anomaly detection.

New Relic MCP server for observing AI coding assistants (Claude Code, Cursor, Copilot, etc.)

Deploy full-stack apps with databases, storage, backups, logs, scaling, and rollback. 74 MCP tools.

Inspect, create and adjust Healthchecks cron and uptime checks, and read why one failed

Deployment-readiness checks for document-QA and extraction AI: grounding, extraction, CI gate.

Multi-agent observability: cascade failure detection, heartbeats, and forensic replay

Unified MCP server for Kubernetes, ArgoCD, Prometheus, PagerDuty, and Loki

Live Monero network metrics: reorgs, orphans, pool centralization and the Haveno order book.

AI orchestration: Claude Code, Codex, Gemini on shared repos. 11 MCP tools, stdio (stage: internal)

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.

Load-test a URL, ping it by phase, ramp to find the capacity, compare runs: JSON reports, guardrails

openITCOCKPIT monitoring: host and service state, history, downtimes, acknowledgements, patches

Agent-native hosting: deploy any folder to a live URL in one command. No approve tool.

Persistent memory + vibe-loop engine for AI agents. Single Go binary, SQLite-backed, stdio MCP.

Expose declarative YAML-defined workflows as MCP tools over stdio

Self-hosted team docs with live Prometheus charts. Read, write and query your docs over MCP.

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.

Predicts the DDL a dbt change will execute, before you run it. Reads files, not the warehouse.

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

Search code and symbols across every clone in your Corral workspace. 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 Naver Cloud Platform (Ncloud) — Public, Government and Financial zones

MCP server bridging Claude Code to the OpenClaw gateway management plane via JSON-RPC.

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.

Records MCP tool calls and itemises the token cost each server adds to your context.

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 Starter Series projects and check release, deployment, security, and agent instructions.

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 231 GitLab operations across 26 entity types

Task-shaped Zabbix access for AI agents: problems, host triage, metrics, maintenance windows.

46 optimized tools for managing Coolify infrastructure, diagnostics, and docs search

SutramX uptime monitoring: monitors, check results, incidents, status pages and uptime/SLO reports.

Read-only MCP for AI usage profiles, leaderboards, stats, and docs; no writes or private data.

Secure MCP server for BT Panel operations with scoped permissions and audited writes.

Run YAML-defined shell command stacks as MCP tools

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.

Audit GitHub Actions workflows for script injection, unpinned actions and missing permissions.

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.

Argo CD MCP server for MCP 2026-07-28: app status, sync, rollback, drift, logs, ApplicationSets

GitLab MCP server for MCP 2026-07-28: projects, MRs, files, reviews, pipelines, CI/CD, issues

AI-powered VMware vCenter/ESXi VM lifecycle and deployment with 60 MCP tools.

VMware Aria Operations: metrics, alerts, capacity, anomaly detection — 44 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.

One private feed for you and your AI agents. Review reported actions with permission.

Cloud architecture and migration planning with costs, controls, evidence, and deployable IaC.

Read-only MCP server for ROS2 and DDS: topics, participants, QoS mismatches, bags.

MCP server for managing Caddy web servers via the admin API

MCP server for SSH operations with built-in diagnostics

Let your coding agent write to your work tracker: issues, branches, PRs and CI, one contract.

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-premises Azure DevOps Server and TFS: repos, pull requests, work items, and wiki.

Build, validate, simulate, and deploy walkerOS event pipelines

Generate, parse, and validate walkerOS data-elb HTML tagging attributes

Observatory of public media reception: classify YouTube comments for mood, support and controversy.

Deploy and operate sites on Layero — hosting with build servers in Russia: domains, env, Data API.

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.