MCP Catalog
Browse 2,793 Model Context Protocol servers · Development & CodingClear
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Official GitLab MCP Server
Provides access to Google's public developer documentation.
Dev intelligence layer: 7 MCP tools for graph-powered codebase reasoning.
Analyze web performance and get optimization insights from GTmetrix, directly in your AI workflow.
Build, deploy, and host full-stack web apps from any MCP client. DB, auth, storage, cron included.
Public HTAG discovery for MCP tools, API endpoints, OpenAPI ops, and agents.
AI-callable tools for API mocking, testing, monitoring, security, and automation.
File conversion for AI agents: office docs, PDF to Word, video, and LLM-ready markdown via API.
Create, validate, convert & extract compliant e-invoices (UBL, Factur-X, ZUGFeRD, XRechnung)
Composable APIs for document extraction, image transformation, and document & sheet generation.
Accessibility compliance for AI coding tools. WCAG 2.2 reviews with shared evidence.
Connect AI agents to IoT devices — read sensors, send commands, manage ESP32 fleets.
A sample MCP server using the MCP C# SDK. Generates random numbers and random weather.
Verified memory for coding agents: claims cited against code, stale withheld, savings receipts.
Agent-first CAD: editable .kcad.ts source, deterministic review, OpenCASCADE kernel.
Semantic code search built for AI agents. Hybrid, AST-aware, context for 166 languages.
Query and audit AppSheet apps in natural language via Knotrik's pre-scanned definitions.
Human-in-the-loop for AI coding agents — ask questions, get approvals via Slack.
Designs, prices, and deploys AWS/GCP cloud infrastructure from plain-English requirements.
AI-powered test automation: run tests, analyze failures, query results across mabl workspaces.
Create, manage, and search Confluence pages, attachments, and content with full automation support
Create, search, and manage issues, projects, and team workflows
Manage repositories, branches, webhooks, and pull requests in Bitbucket workspaces
Create and control browser sessions for web automation, testing, and AI agent tasks