DevOps & CI/CD MCP servers

Local code graph for coding agents: find code by intent, follow callers and references, inspect blast radius and trace dependencies across repositories.

Zuul CI — build failure analysis, log search, pipeline status, and job configuration

Perfetto trace analysis: run PerfettoSQL queries on trace files, with Chrome tools for page loads, scroll jank, main-thread hotspots and stdlib discovery.

Local-first design contract layer: scans Figma, code, Storybook and token files, reconciles conflicts and serves a single source of truth for design rules.

Reads Excel files with embedded images mapped to their cells and meaningful formatting such as colors and strikethrough; supports writes with atomic saves.

Ephemeral file transfer for agents and CI/CD pipelines: upload a file and get a SHA-256-verified, expiring link, then list or delete uploads.

MCP server that gives AI agents (Claude Code, Cursor, Windsurf) real interactive terminal sessions — run REPLs, SSH, databases, Docker, and any interactive CLI with clean output and smart completion detection

Remote Obsidian vault management over SSE: notes, directories, frontmatter, tags, search and link operations, deployable with Docker.

Compiles TypeScript to validated Swift for Apple platforms: App Intents, SwiftUI views, WidgetKit widgets and full apps.

Structured file edits for agents: JSON, YAML and TOML by selector, Markdown and AST edits, dry runs and multi-file transactional batches.

Local-first, read-only FinOps assistant: analyze AWS, Azure, GCP, Kubernetes, SaaS and AI bills, find waste and get fixes as pull requests.

Android development: build APKs, launch emulators, manage devices, automate UI and analyze logs.

Run code in multiple programming languages locally via Docker.

MimiOps is an opinionated MCP server for Kubernetes

Manage and serve dynamic prompt templates using a text template engine.

Search repos, fetch AI-generated wiki docs and ask questions about any open-source repository via codewiki.google.

ConfigCat feature flag platform: manage feature flags, configs, environments, products and organizations.

Structural memory for coding agents: indexes TypeScript/JavaScript repos for callers, callees, symbol locations and branch-aware blast-radius impact.

Jenkins MCP server with bearer token authentication support

MCP server for on-premises Azure DevOps Server (TFS). Covers Work Items, Git, TFVC (shelvesets, changesets, labels), Pipelines, Wiki, and Test Plans. Bridges Claude, GitHub Copilot, Cursor, Antigravity, and other AI assistants.

Discover, manage and codify cloud resources with Firefly.

Explore elaborated SystemVerilog/Verilog designs (RTL or gate-level netlists) with najaeda: trace fan-in/fan-out, walk module hierarchy and jump to source.

DevOps and networking tools: network monitoring, system diagnostics, automation workflows and infrastructure management.

Load Claude Code skills into agents without copying files: discover, read and install skills on demand.

Interactive .NET/ASP.NET Core debugging via netcoredbg: breakpoints, stepping, thread inspection, exception and deadlock analysis, and request tracing.

Reads local Claude Code, Codex and OpenCode usage logs: token totals, daily and hourly activity, per-agent and per-model breakdowns and a year-in-review recap.

iOS memory leak and performance investigation: reads .memgraph and .trace files, classifies retain cycles against known patterns and suggests Swift fixes.

Control AWX/Ansible Tower through natural language - 49 tools for automation

Retrieve SonarQube project information: current and historical metrics, issues and health status.

Generate n8n workflow JSON from natural language, lint for deprecated nodes, missing typeVersion and broken connections, and debug per-node execution failures.

Turns vague prompts into platform-optimized prompts for AI tools across image, video, voice, music, code, chat and document categories.

Local DevDocs MCP Server (Developer Docs with project specific context awareness)

Headless rendering and verification of native Rust GUIs: accessibility tree, semantic selectors, contrast and focus-order checks, and screenshot diffs.

Self-hosted SSH and Kubernetes access broker: ephemeral per-operation credentials the model never sees, per-command firewall, human approvals and audit log.

Monitors agent context health: token utilization, context quality degradation and session fatigue, with 0-100 health scores and recovery recommendations.

Routes code search through language-server indexes (clangd, Roslyn, tsserver, pyright) instead of grep, plus symbol-level edits and git/p4 output compaction.

Stateful, auditable shell sessions over local, SSH and Docker, with secret redaction, output budgeting and a read-only live transcript viewer.

Voice interface for Claude Code: live speech-to-text with turn-taking, spoken replies with xAI Grok voices, per-subagent voice personas and a real-time HUD.

Self-contained SearXNG in Docker: metasearch across many engines and categories with multi-page fanout, autocomplete, engine discovery and a Web UI proxy.

Beautiful HTML and PNG diff visualization using diff2html, designed for filesystem edit_file dry-run output with high-performance Bun runtime.

Pharo Smalltalk integration: code evaluation, class and method introspection, package management, test execution and project installation in Pharo images.

Rancher ecosystem tools: multi-cluster Kubernetes operations, Harvester HCI management (VMs, storage, networks) and Fleet GitOps.

Search, install and manage agent skills (SKILL.md files) from GitHub repositories, with workspace analysis for personalized recommendations.

Curated Swift and SwiftUI patterns and real-world code examples from sources like Swift by Sundell and SwiftLee.

Buildable development platform: manage tasks, track progress, get project context and collaborate with humans on software projects.

SRE observability for Kubernetes and OpenShift: Tekton pipeline debugging, log analysis, root cause analysis and predictive monitoring.

Local code search over a tree-sitter index: exact symbol lookup, scope-aware usages, call graph and impact analysis, AST patterns, indexed grep and semantic search across 19 languages.

Conan C/C++ package manager: create projects, manage dependencies, check licenses and scan for security vulnerabilities.