DevOps & CI/CD MCP servers

Backend-as-a-service for agents building full-stack apps: auth, PostgreSQL database, storage and functions.

Semantic C/.NET analysis via Roslyn: navigation, refactoring, find usages and code intelligence.

Device control and UI automation for HarmonyOS Next devices.

Local compression of various image formats.

MCP server / agent plugin for Maven and Gradle dependency intelligence: latest versions, outdated deps, CVEs, changelogs, licenses and project audits.

Generate, validate, optimize and transform Adaptive Cards for Teams, Outlook, Copilot and ChatGPT, with accessibility scoring and host compatibility checks.

Maven Central dependency intelligence: bulk version comparison, stability filtering, dependency age analysis, release patterns and Context7 upgrade guidance.

Browse GitHub repositories, explore directories and view file contents.

Cloud architecture design for AWS, GCP, Azure and Databricks: cost estimates, compliance checks, Terraform/CloudFormation export and blast-radius analysis.

Deterministic documentation-drift detection: validates a project's docs against its code, with stable finding codes and suggested fixes. Read-only.

Query problems, logs, events, SLOs, security insights and performance metrics from self-hosted Dynatrace Managed environments.

Manage CI/CD pipelines, workflows, and job metrics across projects

Manage projects, groups, branches, merge requests, and CI/CD pipelines

Roku development: ECP device control, automated channel sideloading, BrightScript debugging and real-time log monitoring.

SQL analysis, linting and dialect conversion using SQLGlot.

Local code search for coding agents: hybrid keyword and semantic search with SQL relevance ranking over a plain-file index.

CMS managed via natural language: publish content and manage templates, assets, themes, redirects and multi-site forks, with versioning and semantic search.

Self-evolving server that uses an LLM to create, test and refine its own tools at runtime from natural language descriptions.

JetBrains TeamCity: builds, tests, build agents and CI/CD pipeline management, with dev and full modes switchable at runtime.

Manage Kubernetes resources through the Cyclops abstraction.

Type information from .NET projects: assembly exploration, namespace discovery, type reflection and NuGet integration.

Kubernetes management plus cluster and application health analysis.

Maintain and use API collections, replacing REST clients like Postman or Insomnia.

Build token-efficient codebase context locally, with live preview, Git scopes, secret redaction and syntax-aware compression.

Debug your Container and Kubernetes workloads with an AI interface powered by eBPF.

Turns thumbs-up/down feedback into enforced pre-action gates via PreToolUse hooks, stopping coding agents from repeating mistakes.

Identifies refactoring hotspots to help agents improve code.

Manage dev container environments via MCP (Docker, DevPod, Codespaces).

Endor: run services like MariaDB, Postgres, Redis, Memcached, Alpine or Valkey as pre-configured apps in isolated sandboxes.

Read-only debugging for Hono apps: recent exceptions with their requests, logs and queries, requests filtered by status or duration, and the slowest queries.

Manage Reflag feature flags from chat in your IDE.

Self-hosted server that captures design patterns, conventions and decisions from git history and developer feedback and serves them to coding agents.

Securely store and access API keys across projects using the macOS Keychain.

API governance: detects breaking changes between OpenAPI/Swagger spec versions using configurable policy rules, with structured pass/fail verdicts.

Architectural decision governance for coding agents: submit proposals and query canonical decisions and their lineage, while humans keep final authority.

Change tracking for codebases: agents log structured change events with diff and reasoning, then query them via diff, blame, history and search.

Encoding-aware file read/edit for coding agents with indentation conversion and .editorconfig support, plus SSH, SFTP, process management and system utilities.

Local repo intelligence: hybrid BM25/vector search, a tree-sitter code graph, queryable git and GitHub history, and persistent source-anchored memories.

Code generator for Arbitrum: Stylus smart contracts, SDK bridging, full-stack dApps and Orbit chain deployment, backed by RAG over Arbitrum documentation.

Persistent project context for Claude. IANA-registered .faf format. Core 14 MCP tools (30 with FAF_TOOLS=all).

MCP server for PostgreSQL: local, Docker, RDS, Neon, Supabase, or behind an SSH bastion.

Manage Higress gateway configuration and operations.

Identifies resource-intensive processes on macOS and suggests performance improvements.

Control Android devices and emulators via ADB: UI inspection, screen interaction, ADB commands and change detection.

Token-based GitHub automation management. No Docker, Flexible configuration, 80+ tools with direct API integration.

Gives AI coding tools context from your entire codebase and docs via Sequa.

Enable AI Agents to fix Playwright test failures reported to Currents.

Annotates any web page with hover labels for AI assistants via reverse proxy injection, without browser extensions.