Model Context Protocol · For devops and sre engineers

Review a Go design spec before implementation begins - dispatch a subagent that checks a design doc for completeness, consistency, and idiomatic Go (simplicity, small consumer-defined interfaces…

inference-gateway/inference-gateway

Commit and push a finished change the way this repo requires — explicit paths, one commit per logical change, no attribution, the five documentation places answered, the site checks before a push (a…

guardana/guardana

A workflow for Google Cloud changes: pick gcloud, bq or gsutil, check the command against official docs, preview with a dry run and ask for approval before executing.

rominirani/antigravity-skills

Decrypt and recover obfuscated strings from binaries by analyzing encryption patterns and generating decryption scripts

P4nda0s/bin-deobf-skills

Mod a PC game the user owns, taking an idea to working in the real game and recorded.

rehan-remade/universal-modder

A skill your agent uses when a developer wants to deploy an HCLS agent to Amazon Bedrock AgentCore, configure Gateway tools as MCP endpoints, set up authentication with Cognito, configure memory, or…

aws-samples/amazon-bedrock-agents-healthcare-lifesciences

Product-specific frontend wrappers, API clients, and paths for ansible-ui.

ansible/ansible-ui

Use the ksail CLI to spin up and manage Kubernetes clusters (Kind/K3d/Talos/vCluster/KWOK — local via Docker; EKS — cloud via AWS) and GitOps workloads declaratively.

devantler-tech/ksail

Route HugeGraph MCP schema design, validation, and dry-run preview tasks to stable public tools.

apache/hugegraph-ai

Scaffold a ready-made AI agent harness in one command from the 19 published @metaharness/ example packages — 9 host integrations (Claude Code, Codex, Hermes, pi.dev, OpenClaw, RVM, Copilot…

ruvnet/metaharness

A skill your agent uses when changing Archestra tracing, metrics, OpenTelemetry, Tempo, Grafana, Prometheus, LLM/MCP spans, observability labels, or local observability setup.

archestra-ai/archestra

This project uses flow for automation. An agent skill from flowexec/flow.

flowexec/flow

Find the top CPU, memory, or disk consumers. Use for capacity reviews, noisy-neighbor hunts, and top-N questions about which jobs, pods, or…

prometheus/prometheus-mcp

Sub-triages issues in the oncall:distributed queue by assigning distributed module labels, routing to sub-oncalls, and marking triaged.

pytorch/pytorch

Deploy test resources and run Azure SDK tests in live, record, or playback mode.

Azure/azure-sdk-tools

Assess Kubernetes workloads and cluster configuration for AKS Automatic compatibility.

microsoft/GitHub-Copilot-for-Azure

A skill your agent uses when adding tracing, structured logging, metrics, or monitoring to a FrontMCP server.

agentfront/frontmcp

Analyze a file for quality and security issues using SonarQube

SonarSource/sonarqube-agent-plugins

Use terminal commands to discover and operate resources exposed by a running Navop desktop application through its host-authoritative Public MCP runtime.

feigeCode/navop

When the user reports a bug, error message, stack trace, unexpected behavior, or "why is this broken" question, search the corpus first for prior occurrences, known fixes, or related runbooks.

lyonzin/knowledge-rag

Verifies that a recorded DecisionRecord still holds — baseline-vs-measure evidence loop with drift detection per FPF Evidence Decay.

m0n0x41d/haft

A skill your agent uses when creating or editing an agent.yaml (or .yml/.hcl) configuration file for Docker Agent (cagent), including defining agents, models/providers, built-in or MCP toolsets…

docker/skills

Add capabilities, addons, deployment targets, generated CI, services, or stack updates to an existing Better Fullstack project.

Marve10s/Better-Fullstack

Perform exhaustive analysis of a critical IOC. An agent skill from dandye/ai-runbooks.

dandye/ai-runbooks

Guides reading mecatl's perf MCP data to find why a running harness is slow, leaking goroutines or growing in memory, using cheap reads before any CPU capture.

stacklok/mecatl

Scan AI agent skills, plugins, MCP servers, and agent tooling for prompt injection, unsafe commands, secret exposure, and supply-chain risks before installing or trusting them.

iflytek/skillhub

Read the vendor's breaking changes, deprecations, migration notes and CVEs for every version between the one pinned now and the one being moved to, through the whatsnew MCP server's upgradenotes tool.

getknit/knit

Autonomous, non-interactive run of the whole lifecycle for one development task — size, plan, build, gate, review, fix, commit — without stopping for questions.

guardana/guardana

Build, upgrade, and operate Aspire 13.5.x C or TypeScript application hosts with the current CLI, AppHost, ServiceDefaults, integrations, dashboard, testing, MCP, and deployment patterns for…

managedcode/dotnet-skills

Deploys Cisco ACI policy changes only behind an approved ServiceNow Change Request, capturing pre and post-change fault baselines and rolling back automatically on a fault delta.

automateyournetwork/netclaw

Compare Bicep templates against a Draw.io Azure architecture diagram to detect resource-level divergence.

Azure/AZVerify

Debug and troubleshoot Flux CD on live Kubernetes clusters (not local repo files) via the Flux MCP server — inspects Flux resource status, reads controller logs, traces dependency chains, and…

fluxcd/agent-skills

Performs a comprehensive Amazon ECS operations review across the 6 review pillars (Resiliency & HA, Observability, Security, Operations, Performance, Additional Analysis) using read-only AWS APIs…

aws/tools-for-devops-agent

bkit plugin help - list available functions including /pdca (9-phase feature cycle), /sprint (8-phase feature container, v2.1.13), /control (Trust L0-L4 + SPRINTAUTORUNSCOPE), /bkit-explore, and 40+…

ww-w-ai/bkit-claude-code

Creates and edits architecture diagrams through the Draw.io MCP tool, with guidance for rendering Azure icons correctly and laying out network diagrams.

thomast1906/github-copilot-agent-skills

OpenClaw 安全部署指南 / Security deployment guide — help users secure their OpenClaw installation

jnMetaCode/shellward

A skill your agent uses when exposing a Docker Agent as a server (MCP, HTTP API, A2A, ACP, or OpenAI-compatible chat), distributing an agent via an OCI registry with docker agent share, or measuring…

docker/skills

Finds the metrics and labels behind a Prometheus series explosion using a connected Prometheus MCP server, then proposes relabeling, dropping or recording-rule fixes with measured impact.

prometheus/prometheus-mcp

Audit AI agent configurations for security risks — excessive permissions, prompt injection surfaces, data exfiltration paths, and missing guardrails.

OWASP/secure-agent-playbook

This skill should be used whenever the user mentions a "semantic model", "data model", or "dataset", or asks to "build", "model", "design", "optimize", "review", or "audit" one, or to "add a…

data-goblin/power-bi-agentic-development

Publishing and release workflow with semantic-release and GitHub Actions

adeze/raindrop-mcp

A skill your agent uses for 'why does X work this way', 'why we picked Y', design rationale, regressions, postmortems, or data-backed thresholds.

fmflurry/settings-opencode

Reverse-engineer a live Azure scope (resource group or filtered subscription) into deployment-ready, modular Bicep templates with parameter files.

Azure/AZVerify

Assess EKS cluster upgrade readiness — run automated checks across 8 areas (version, breaking changes, deprecated APIs, add-on compatibility, node readiness, workload risks, AWS Insights, upgrade…

aws-samples/appmod-blueprints

Runs a phased health audit of a Cisco ACI fabric through MCP tools: node status, links, tenant and policy review, faults and endpoint learning.

automateyournetwork/netclaw

Write generation rules using bundled references in this repo (airgap).

runwhen-contrib/runwhen-local

Provides research patterns for Foundry Agent Service SDK. An agent skill from microsoft-foundry/foundry-agent-webapp.

microsoft-foundry/foundry-agent-webapp

Looks up live Azure retail prices by SKU, service or region through the Azure MCP pricing tool, estimates template costs and compares regions, price types and savings plans.

thomast1906/github-copilot-agent-skills