DevOps & CI/CD MCP servers

Generate step-by-step development plans (PROJECT_BRIEF.md, DEVELOPMENT_PLAN.md, CLAUDE.md) using the ClaudeCode-DevPlanBuilder methodology.

Lint HTML email with Emailens: rendering issues in Gmail, Outlook, Apple Mail and more, per-client CSS compatibility scores, dark mode simulation and fixes.

Convert raster images (PNG, JPG, WebP, TIFF) to SVG from base64 or URL input, locally or via Docker.

Discover and call API endpoints from OpenAPI specs using semantic search and dependency graphs, planning multi-step workflows without loading entire specs.

Local retrieval over ISTQB, OWASP, IEEE, ISO and EU AI Act QA standards, plus QA effort estimation, QA document review and JUnit/CSV flakiness analysis.

Enforces critical rules for Claude to prevent documented failure patterns, with a compliance verification checklist and rules summary.

Android and iOS runtime inspection and control via Frida: method hooks, state inspection, temporary overrides, UI actions and screenshots.

Converts any OpenAPI/Swagger specification into MCP tools automatically.

Tracks open-source AI projects across GitHub, PyPI, npm, Hugging Face, Docker Hub and Hacker News for discovery, comparison and trend analysis.

Self-hosted live library docs, code audits with file:line findings, BM25-ranked snippets and lockfile-aware version pinning.

MCP server for web scraping — extract clean markdown, links, and metadata from any URL. Zero auth. Free alternative to Firecrawl.

Fine-tune open-source LLMs (Qwen, Llama, DeepSeek, Mistral, Gemma) on your data with LoRA, QLoRA or full fine-tuning, plus cost estimation and S3 export.

Local-first content governance: model and content CRUD, validation, normalization and i18n across any framework.

Interact with the RAD Security platform which provides AI-powered security insights for Kubernetes and cloud environments.

Checks if a project idea already exists on GitHub, npm or Python repositories and suggests maintained alternatives to extend instead of scaffolding anew.

Log tools for on-call and SRE workflows over rlg (RustLogs) files: tail events by level or target, filter with JSON-path predicates and summarize errors.

Run any number of LSP servers from one YAML config for diagnostics, go-to-definition and rename, plus server-specific features like Rust macro expansion.

Describe systems in natural language to get interactive architecture diagrams, export to frameworks like Spring Boot, FastAPI and Terraform, and detect drift.

Log noise removal, secret redaction and atomic compiler patch verification with instant rollback for AI debugging sessions.

GitLab MCP server for MCP 2026-07-28: projects, MRs, files, reviews, pipelines, CI/CD, issues

Safety-gated AI control of Docker and Colima: containers, images, volumes, networks, Compose.

Local-first safety and verification layer for coding agents: workspace confinement, command allowlists, scope-violation detection and auditable task evidence.

Record and share AI-driven development history: saves project milestones with summaries, generates planning prompts and publishes to pmptwiki.

Exposes .context/ folder files as MCP resources so Claude Code can reference project documentation via @ mentions.

Authenticated calls to any REST API: auto-login, token caching, 2FA/OTP support, Swagger spec fetching and fuzzy endpoint search.

Converts website and web app feedback and bug reports into context-enriched developer tasks for coding agents via Webvizio.

Translates design tokens from Tailwind, CSS, Figma or W3C DTCG into Material 3, SwiftUI, Tailwind config and CSS variables, with WCAG contrast validation.

Local MCP broker exposing one client entry that routes to many upstream MCP servers, with profile gates, lifecycle management and mutating-tool allowlists.

Dependency-upgrade impact analysis for Python and .NET: which API usages break, with line numbers and fix hints, plus detection of hallucinated API calls.

Developer utilities: hashing, Base64/hex/URL encoding, UUID and password generation, JWT decoding, JSON/YAML/XML formatting, timestamps, CIDR and text tools.

Deterministic guardrail for AI-written diffs: AST-based checks for SQLi, SSRF, XXE, hardcoded secrets and over-abstraction, scoped to the changed lines.

Autonomous coding pipeline: a frontier model plans and reviews, a local model implements under TDD, and a merge gate re-runs the suite on the rebased branch.

AST-based dependency analyzer: flags unused packages, calculates actual install sizes and detects unmaintained dependencies.

Mobile E2E testing on macOS: iOS Simulator control, native UI automation, Maestro flows, React Native debugging and WebView DOM inspection.

Checks coding-agent context files (CLAUDE.md, AGENTS.md, SKILL.md) against the git index: broken links, missing paths, undefined commands and drift.

VMware Tanzu / vSphere Kubernetes Service: Supervisor cluster, namespace and Tanzu Kubernetes Cluster lifecycle, with dry-run mode and kubeconfig export.

Utility tools with x402 micropayments: JSON validation, base64, hashing, UUIDs, regex testing, Markdown and datetime conversion, cron parsing and JWT decoding.

Local launch-readiness audit for AI-built apps: read-only checks, an evidence-based 0-100 score and guided fixes.

Detect contradictions and architectural drift in Kubernetes manifests, READMEs, OpenAPI specs and Word docs, with deterministic scoring and resolution advice.

Formats files using .editorconfig rules so AI-generated code follows project formatting standards.

Read-only Model Context Protocol MCP server enabling code-driven AI analysis of Kubernetes clusters.

Token usage and cost tracking for OpenAI and Claude APIs with real-time session tracking.

Local image and video processing: resize, convert, compress, crop, thumbnails, metadata extraction, rotate, flip, filters and ffmpeg-based video operations.

AI execution pipeline with NAEF logic constraints, VERITAS build gates, semantic vault integration and Tri-Node Cortex validations to curb hallucination.

Monitors coding-agent token cache using inventory theory (EOQ) and signals optimal session restart timing via a live dashboard and terminal status line.

API testing tool with YAML tests and structured JSON failures agents can act on: run, validate, inspect, rerun failed tests and get fix plans.

Timezone-aware date and time operations: IANA timezones, timezone conversion and daylight saving time handling.

Enforces team naming conventions in AI-generated code.