DevOps MCP servers for Kubernetes, Docker, Terraform and CI/CD: let an AI assistant inspect clusters, read pipelines and help with infrastructure. 2,455 servers in this category.
Lets an AI client manage a pfSense firewall in natural language: rules, NAT, VPN, DNS, DHCP, certificates and diagnostics, with safety guardrails.
Lets an AI client connect to and explore relational databases, Redis, MongoDB, Milvus, Elasticsearch, and Kafka through one MCP server.
Deploys a full-stack RAG application on AWS with Terraform, Gemini embeddings, pgvector search, and a Streamlit UI.
Enables AI clients to analyze PostgreSQL query performance, recommend indexes, monitor database health, and test hypothetical indexes using HypoPG.
$claude mcp add pgtuner-mcp -- uvx pgtuner-mcp
Evaluates pull request diffs for regression risks using a semantic rule engine to provide machine-readable audit results.
$claude mcp add diffsense -- uvx diffsense
Enables AI assistants to query cloud billing data using the FinOps Open Cost & Usage Specification (FOCUS) via DuckDB.
Provides self-hosted code intelligence for cross-repository Q&A, dependency audits, and automated pull request reviews via MCP.
$claude mcp add celmis -- docker run -i --rm ghcr.io/celmis-labs/celmis-api:v0.1.30
Lets an AI agent manage GitLab CI/CD pipelines, jobs, schedules, merge requests, and repository files.
$claude mcp add gitlab-ci-mcp -- uvx gitlab-ci-mcp
Allows an AI agent to investigate Google Cloud incidents, take resource inventory, and identify cost-optimization opportunities using read-only access.
$claude mcp add platform-mcp -- uvx platform-mcp
Enables AI agents to perform governed operations, diagnostics, and root cause analysis on OPNsense and pfSense firewalls.
$claude mcp add firewall-aiops -- uvx firewall-aiops
Compiles ISO 20022 readiness findings and remediation results into sealed, tamper-evident audit evidence packs for compliance reporting.
$claude mcp add iso20022-evidence-pack-mcp -- uvx iso20022-evidence-pack-mcp
Allows an AI client to administer Linux or macOS hosts through shell commands, file management, and system metrics reporting.
$claude mcp add universal-host-manager-mcp -- uvx universal-host-manager-mcp
Lets AI assistants interact with data warehouses to query alerts, monitor freshness, investigate schema drift, and trace data lineage.
$claude mcp add armor-mcp -- uvx armor-mcp
Diagnoses and fixes CUDA, GPU driver, toolkit, and Python AI library version mismatches, in terminals, notebooks, Docker, and CI.
Lets AI clients inspect Prefect Cloud or self-hosted flow runs, deployments, logs, and workspace health, and look up Prefect docs.
Manages FortiGate firewalls from an AI client: firewall policies, address objects, routing, VPN, and read-only monitoring.
Manage DNS records, domains, DNSSEC, and SSL certificates through the Model Context Protocol.
$claude mcp add porkbun-mcp -- uvx porkbun-mcp
Keeps AI coding decisions, tasks, and handoffs across sessions and models, and gates AI-written code changes with signed local attestations.
$claude mcp add delimit-mcp-server -- npx -y delimit-cli
Expose the BunkerWeb API to MCP clients to manage services, instances, bans, configuration snippets, plugins, and scheduler jobs.
Connects AI assistants to AWX via REST API to inspect failed jobs, read execution logs, and manage automation workflows.