DevOps & CI/CD MCP servers

Zero-configuration Go library that exposes existing Echo web framework APIs as MCP tools.

Offline Garmin Connect IQ SDK documentation with search and API examples.

Code-quality gate for Bazel monorepos: runs lint, coverage and architecture checks from the build graph and returns a pass/fail verdict.

GitLab and Jira: manage projects, merge requests, files, releases and tickets.

Convert any Git repository into a text digest of its codebase using gitingest.

Enterprise-grade MySQL MCP Server with OAuth 2.0, 106 tools, and Docker deployment

iOS code quality and test automation: Xcode test execution, SwiftLint integration and failure analysis. Also runs as a CLI.

Up-to-date documentation for npm packages, fetched from the latest README in the package's GitHub repository.

API testing: per-project environments with variable interpolation, saved collections, multi-step flows, assertions, load testing and OpenAPI mock generation.

Shared todo list and backlog for coding agents, filed per project by git remote, with claims to avoid duplicate work and a local web dashboard.

Generates CLAUDE.md from git history and file sampling, and keeps a concept map linking features and flows to files so agents skip repeated searches.

On-demand .NET memory profiling with JetBrains dotMemory: detects memory leaks, LOH fragmentation and anti-patterns, and suggests code fixes.

Offline access to TwitterAPI.io documentation: endpoint references, guides and authentication docs.

MCP server that helps AI agents explore OpenAPI specs, search endpoints, and generate TypeScript types.

Dynamic SOC security threat analysis for a Text2SQL AI agent.

Deployment tracking and monitoring with live status badges.

Contract-first programming language: check types, effects, capabilities and contracts in agent-written modules and review changes for new authority.

Semantic GDScript analysis via Godot's built-in LSP: navigation, references, diagnostics, rename and file sync.

Local semantic code search with AST-aware chunking, hybrid BM25 and dense retrieval, and a code knowledge graph over codebases, docs sites and PDFs.

Attack-path engine for cloud and Kubernetes: list routes from internet exposure to sensitive assets, explain each hop, find choke points and simulate fixes.

Local, read-only search of the Python standard library docs with exact symbol lookup, section-level results and version-aware context.

Deterministic tech stack recommendations scored on six dimensions: analyze and compare technologies and get stack suggestions for any project type.

Read, write, analyze and test VBA in Excel, Word, PowerPoint and Access files, with static analysis; the file layer works without Office installed.

Codebeamer ALM: read and write work items, trackers, projects, associations, references, comments and risk management data via the REST API.

Analyze GitHub repositories' tech stack, dependencies, architecture, health metrics and security indicators with deterministic JSON output.

Review TestDino test runs, debug failures and manage manual test cases using natural language.

iOS development tools: build, run, screenshot and interact with the iOS Simulator.

MCP server for prose linting + AI-slop detection: weasel words, passive voice, hedging, filler adverbs, and research-cited AI tells

Auto-download & launch https://github.com/LinuxSuRen/atest-mcp-server

Manage local or remote Docker daemons: containers, images, Compose, Swarm, Buildx, Scout and OCI registries, with read-only hosts for safe monitoring.

Search, inspect, preview and create dotnet new projects via the .NET Template Engine, with parameter validation, defaults and NuGet resolution.

Deterministic structural analysis of systems described in EN syntax: topology, bottlenecks, blast radius, tracing, diffs and centrality.

Deterministic local audit for AI writing tells (uniform paragraphs, stock transitions) plus a trainable voice layer so drafts sound closer to a real voice.

Validate HTML and CSS, audit technical SEO and accessibility, check JSON-LD and public links, and capture responsive screenshots.

Observability for AI coding: tracks token usage and time, and turns AI deviations into persistent project rules.

AI coding usage analytics: track spend, model usage and costs across Cursor and Claude Code sessions.

Returns the latest package / dependency / tool versions for Python, NPM, Go, Docker, Helm, etc.

Serves task-specific instructions to agents instead of static Markdown files.

Self-hosted webhook relay and tunnel with Noise NK encryption: inspect requests, replay webhooks, trace AI pipelines, manage tunnels and subdomains.

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

Turns repetitive AI interactions into persistent, executable Bash, Python, Node.js or TypeScript scripts.

Read-only access to Swarmia metrics for quick reporting.

TNL (Typed Natural Language): per-feature English contracts that coding agents can look up, propose edits to and verify implementations against.

Find unused files and APIs in Next.js projects, with project analysis tools exposed over MCP.

Create, retrieve and delete webhooks on webhook-test.com.

.FAF Context — persistent project context for Cursor, VS Code and every MCP-compatible IDE. IANA-registered .faf format. Curated core tools by default, full set via FAF_TOOLS=all.

MCP server for markdown files — search, extract sections, list headings, find code blocks across your docs directory

Drive Android emulators and devices over adb: screenshots, UI inspection, tap/swipe/type, app lifecycle, logcat, screen recording and Gradle builds and tests.