Full GitHub API access via MCP. Create issues, PRs, manage repos, read code, run searches, and interact with the GitHub ecosystem.

Official Sentry MCP server. Access error events, issues, stack traces, and performance data from Sentry for automated debugging and triage workflows.

Official MCP server for the GitLab API, supporting project management, merge requests, issues, file operations, and CI/CD pipelines.

Run Semgrep static analysis scans from MCP clients. Detect security vulnerabilities, code quality issues, and policy violations across any codebase.

Official CircleCI MCP server. Trigger pipelines, check build status, retrieve logs, and orchestrate CI/CD workflows from AI agents.

Official HashiCorp Terraform MCP server. Plan and apply infrastructure changes, manage workspaces, query resource state, and interact with HCP Terraform from AI agents.

Read and write Atlassian Confluence pages, spaces, and comments. Search documentation, create runbooks, and keep wikis up to date from agent workflows.

Official Nx MCP server. Query monorepo project graph, run affected targets, and get AI-aware build intelligence for Nx workspaces.

Manage Bitbucket repositories, pull requests, and pipelines from AI agents. Create PRs, review diffs, trigger builds, and query repository data.

Continuous code quality and security analysis. Query issues, security hotspots, technical debt, coverage metrics, and quality gate status across projects and branches.

Track code coverage across commits, PRs, and branches. Identify uncovered lines, coverage trends, and component coverage. Integrate coverage data into CI/CD and code review workflows.

MCP server for Snyk security scanning. Scan repositories for vulnerabilities, verify tokens, and manage security across multiple organizations.

AWS Labs MCP server that dynamically generates tools from OpenAPI specs. Let LLMs interact with any REST API via its OpenAPI definition.

MCP server for exploring and testing APIs through Swagger/OpenAPI docs. Browse endpoints, view schemas, and execute test requests.

Security scanner for AI agents, MCP servers, and agent skills. Scan and inspect the supply chain of agent components on your machine.

Evaluation framework for testing MCP servers and agents end-to-end. Exercises your full system with real LLM-to-tool calls and OpenTelemetry-backed observability.

Node.js package and GitHub Action for evaluating MCP tool implementations using LLM-based scoring. Validate your MCP server tools are working correctly.

Official MCP server for Buildkite CI/CD. Access pipeline details, build information, job logs, artifacts, and user data for monitoring and troubleshooting.

MCP server for Tekton Pipelines on Kubernetes. Start, monitor, and manage cloud-native CI/CD pipelines through natural language commands.

Fullstack MCP framework for building MCP apps and servers. Production-ready deployment with observability, metrics, logs, and GitHub-integrated branch deployments.

Instant GraphQL and REST APIs over your database. Query, mutate, and subscribe to data via auto-generated GraphQL from Postgres, MySQL, and more.

Create, run, and manage code in Replit via MCP. Agents can spin up Repls, execute code, read output, and collaborate on projects — giving AI workflows a cloud coding environment on demand.

MCP server for Lovable, the AI app builder. Lets agents create, iterate, and deploy full-stack web applications directly from the terminal or AI agent workflows. Research preview launched May 2026.

MCP server for Autodesk Fusion 360 — create and modify 3D CAD models, run simulations, and automate engineering workflows.

Official SAP MCP server for generating and modifying SAP Fiori applications, including pages, controller extensions, and manifest changes.

Official SAP MCP server for the Cloud Application Programming Model (CAP). Transforms AI agents into CAP development experts with CDS-aware context, schema introspection, and agentic coding support for enterprise SAP applications.

Exposes CodeScene's Code Health analysis as local AI-friendly tools, giving coding assistants real-time maintainability feedback on generated code. Runs fully locally with no source code sent externally. Supports 30+ languages and boosts LLM code health fix rates from 20% to 90-100%.

Open-source documentation index for AI coding assistants that fetches and indexes docs from websites, GitHub, npm, PyPI, local files, and zip archives. Supports 90+ file formats including PDF, Office documents, and Jupyter Notebooks with optional semantic search via configurable embedding models.

Open-source MCP server from Google connecting AI agents to Google Colab cloud runtimes with GPU access. Enables agents to create notebooks, execute code cells, manage dependencies, and retrieve outputs — bridging local AI workflows with Colab cloud compute.

MCP server from Perforce for AI-driven workflows with Helix Core version control. Exposes safe, structured read and write tools to AI models for changelists, files, shelves, workspaces, jobs, reviews, and server metadata. Enables natural-language queries against Perforce repositories for code search, change history analysis, and workflow automation.

MCP server from Parasoft for autonomous AI-driven API mocking and service virtualization. Eliminates dependency bottlenecks by allowing AI agents to create, configure, and manage virtual services that simulate APIs and backend systems. Enables automated test environment provisioning through the Model Context Protocol.

Official MCP server from the Chrome DevTools team enabling AI agents to control and inspect Chrome browser sessions. Bundles debugging skills including DOM inspection, network monitoring, performance profiling, console access, and screenshot capture. Supports auto-connecting to running Chrome profiles and provides structured browser state to AI coding assistants.

MCP server module from Mendix (Siemens) that turns any Mendix low-code application into an MCP server. Exposes Mendix microflows as tools that AI assistants can discover and invoke through the Model Context Protocol. Available on the Mendix Marketplace, it enables building agentic workflows that connect enterprise business logic to Claude, ChatGPT, or any MCP-compatible host.

High-performance MCP server for headless IDA Pro reverse engineering workflows, written in Rust. Enables AI agents to analyze binaries, disassemble code, inspect functions, cross-references, and data structures through the Model Context Protocol. Features a pooled HTTP architecture for concurrent analysis sessions and supports both IDA Pro and IDA Free.

Cross-platform UI automation MCP server that generates self-healing pytest scripts from natural language descriptions. Automates interactions across Android, iOS, and web applications with visual element recognition. Produces robust test scripts that adapt to UI changes automatically.

MCP server wrapping openEMS 3D FDTD electromagnetic simulation for AI-assisted antenna and RF structure design. Supports patches, dipoles, horns, helices, microstrip, and waveguide structures. Enables AI agents to design, simulate, and analyze RF components through natural language interaction with full-wave 3D electromagnetic simulation.

Payment integration MCP server from Datacap Systems that connects its developer documentation, sample code, and certified integration patterns directly to AI-assisted coding environments. Works with Cursor, VS Code, Claude Code, and other MCP-compatible IDEs. Enables developers to pull Datacap code snippets, reference implementations, and complete sample projects into active projects grounded in vetted documentation.

MCP server from Sparx Systems that connects AI assistants to Enterprise Architect models and repositories. Enables querying and interacting with UML diagrams, architecture models, requirements, and project documentation through MCP-compatible clients. Supports reading model elements, navigating package hierarchies, and extracting structured data from Enterprise Architect projects for use in AI-assisted architecture review, documentation generation, and model analysis workflows.

Application security MCP server from Cycode that helps secure AI-generated code in real time. Integrates with AI coding assistants to provide security scanning, vulnerability detection, and code governance as part of the development workflow. Connects to source control and pipeline tools including GitHub, GitLab, Bitbucket, and any IDE supporting MCP. Enables security teams to enforce policies inside AI coding assistants and detect issues before code reaches production.

Official MCP server from MathWorks that enables AI assistants and coding tools to run MATLAB code and interact with the MATLAB computational environment through the Model Context Protocol. Provides tools for executing MATLAB scripts, accessing MATLAB functions, and working with MATLAB data directly from MCP-compatible AI applications. Designed to bring MATLAB's numerical computing, data analysis, and engineering simulation capabilities into AI-assisted development workflows.

MCP server from LogRocket that gives AI agents visibility into real user experience data through the Galileo AI engine. Connects AI assistants and coding agents to session replays, customer feedback from Zoom and Gong, support tickets from Zendesk and Intercom, and project management data from GitHub, Linear, and Jira. Galileo watches user sessions, detects issues, diagnoses root causes, quantifies user impact, and suggests fixes that can be pushed directly to Claude Code or Cursor. Used by Rippling and ShipStation Global for automated issue resolution. Hosted at mcp.logrocket.com/mcp. Launched June 9, 2026.

Open-source MCP server that bridges ReportPortal test reporting instances with AI assistants. Provides tools to analyze test execution results, query launch histories, investigate failure patterns, and access test automation analytics directly from Claude Desktop, GitHub Copilot, Cursor, and other MCP-compatible clients. Enables QA teams to ask natural language questions about test health, flaky tests, failure trends, and execution metrics without navigating the ReportPortal dashboard. Built in TypeScript with stdio transport.

Open-source MCP server that enables AI assistants to automate EPLAN Electric P8 and EPLAN EEC Pro 2026 electrical design workflows. Exposes 304 tools including 149 EPLAN actions in two execution modes: direct execution and silent QuietMode execution recommended for production use. The local MCP server drives EPLAN P8 directly while two remote MCP servers hosted on Cloudflare Workers expose indexed EEC Pro documentation via semantic search. Claude can execute EPLAN actions in real time, receive feedback, and consult documentation through natural language commands. Designed for electrical engineers and technical directors automating complex design workflows.

MCP server from MathWorks that gives AI agents the tools and expertise to work with Simulink and Model-Based Design. Adds 7 Simulink-specific tools on top of the MATLAB MCP server including model-based design algorithm specification, plant model specification, Simulink model testing, and requirements generation. Skills encode recommended workflows so AI agents follow best practices instead of improvising. Works with Claude Code, GitHub Copilot, Cursor, OpenAI Codex, Sourcegraph Amp, and Gemini CLI. Open source on GitHub. Launched April 2026.

Open-source MCP server that gives AI agents 27 security intelligence tools spanning 21 external APIs. Turns Claude into a full-spectrum security analyst with correlated access to NVD for CVE lookup, FIRST for EPSS scoring, CISA KEV status checks, MITRE ATT&CK mapping, Shodan for network intelligence, VirusTotal for file and URL analysis, and GreyNoise for threat intelligence. Supports bulk CVE lookups of up to 20 CVEs in parallel. Tools organized into five categories: Core Vulnerability Intelligence, Exploit and Attack Intelligence, Advanced Risk and Reporting, Network Intelligence, and Threat Intelligence. Works with Claude Desktop and Claude Code.

MCP server from HashiCorp Cloud Platform that enables AI agents to scan and detect secrets, credentials, and sensitive data across repositories and infrastructure. Part of the Vault Radar product for secret scanning and detection. Provides tools for identifying exposed API keys, tokens, passwords, and other secrets in codebases and cloud environments. Integrates with the broader HashiCorp Vault ecosystem for automated remediation workflows. Works with Claude and other MCP-compatible clients.

Open-source MCP server that provides real-time vulnerability, cloud security, endpoint, and compliance data from Qualys via natural language. Enables AI agents to query vulnerability management data, cloud security posture, and compliance status across enterprise environments. Part of the Qualys TotalAI ecosystem for AI-powered security operations. Supports detection of MCP servers as shadow IT across network, host, and supply chain perspectives. Works with Claude and other MCP-compatible security tools. Community-maintained on GitHub.

Community MCP server that connects AI agents to the Unity game engine for automated game development workflows. Enables AI tools to interact with Unity Editor programmatically including scene management, asset manipulation, component configuration, and build operations. Supports reading and modifying Unity project structures, inspecting game objects and hierarchies, and executing editor commands through natural language. Active development with version 0.80.0 released June 10, 2026. Open source on GitHub with regular updates and growing community adoption.

Official MCP server from Honeybadger that gives AI coding assistants direct access to application error data, faults, notices, and uptime checks. Enables AI tools like Claude, Cursor, and Copilot to fetch, search, and analyze production errors in context while developers code. Provides structured access to Honeybadger's API through the MCP protocol. Supports listing projects, searching faults, retrieving notice details, and checking uptime monitors. Open source on GitHub under the honeybadger-io organization.

MCP server that keeps persistent Julia language sessions alive across AI agent calls. Variables, functions, loaded packages, and computed state persist between tool executions, enabling stateful scientific computing workflows. Part of the Kaimon.jl project that bridges AI agents and the Julia ecosystem. Supports executing Julia code, inspecting variables, loading packages, and running benchmarks through MCP tools. Open source. Designed for researchers and data scientists who use Julia for numerical computing, machine learning, and scientific simulations.

MCP server for SAP ABAP development that connects AI agents to SAP systems via the ABAP Development Tools API. Enables reading, writing, testing, and deploying ABAP code through natural language in MCP-compatible AI clients without requiring SAP GUI. Supports source code management, transport handling, and syntax checking through the ADT REST API. Open source under MIT license on GitHub under Hochfrequenz. Designed for SAP developers and consultants working with ABAP codebases who want AI-assisted development workflows. Created June 15, 2026.

MCP server from Google that provides AI agents with access to developer documentation, API references, and technical knowledge from Google's developer ecosystem. Part of Google's expanding MCP support across its services announced in June 2026. Enables AI coding assistants and development tools to query up-to-date Google developer documentation, SDK references, and best practices through natural language. Designed for developers working with Google Cloud, Android, Firebase, and other Google platforms who want AI-assisted access to technical documentation.

Official MCP server from SAP for AI-assisted UI5 framework development. Provides AI agents with access to UI5 CLI tools, UI5 linter, API documentation, and framework-specific context. Built in TypeScript. Integrates with VS Code GitHub Copilot, Claude Code, Cursor, and OpenCode. Part of the official SAP MCP server suite alongside CAP and Fiori Elements servers. Recommended for use with the SAP Fiori MCP server for the best agentic coding experience. Published as @ui5/mcp-server on npm.

Official MCP server from SAP for AI-assisted development with UI5 Web Components. Provides AI agents with access to UI5 Web Components API documentation, framework integration guides for React, Angular, Vue, and vanilla JavaScript, and theming documentation. Built in TypeScript. Works with VS Code GitHub Copilot, Claude Code, Cursor, and OpenCode. Part of the official SAP MCP server ecosystem. Enables building enterprise UIs with UI5 Web Components through agentic AI workflows.

Official MCP server from SAP for AI-assisted mobile application development with the Mobile Development Kit. Provides AI agents with tools for project creation, artifact generation, build and deploy, validation, migration, and documentation lookup. Published as @sap/mdk-mcp-server on npm. Works with Claude Code, Cursor, Cline, OpenCode, and GitHub Copilot. Open source under Apache 2.0. Early release with active development. Created by SAP.

IBM's MCP server for intelligent context management. Provides Rust-based server with security-hardened build pipeline, supporting context windowing and retrieval for enterprise AI agent workflows.

Structural memory MCP server for coding agents. Indexes TypeScript and JavaScript repositories to enable efficient querying of symbols, callers, and call-edges, giving agents deep codebase understanding.

Repo dependency analyzer with blast-radius impact scoring for AI-assisted development. Provides dependency graphs, semantic symbol search, and impact analysis to help coding agents understand change risk.

Token-efficient MCP server for precise GitHub code retrieval via tree-sitter AST parsing. Reduces AI token costs 95%+ on code exploration by extracting symbol-level code instead of reading entire files. Supports 70+ languages.

Official Reddit MCP server for writing Devvit applications on Reddit's developer platform. Provides tools for building Reddit apps, bots, and extensions with AI-assisted development via Claude Code, Cursor, or any MCP client.

Open-source MCP server that runs inside JetBrains IDEs (IntelliJ, WebStorm, PyCharm, etc.) and exposes the full power of the IntelliJ Platform to AI agents. Provides visual IDE understanding, UI automation, and native IntelliJ APIs via Kotlin scripting.

Official Meta MCP server connecting AI assistants to Meta Quest development tools. Provides documentation search, device debugging, performance trace analysis via Perfetto, screenshot capture, and access to Meta's 3D asset library.

Enterprise MCP toolchain from Infragistics connecting AI coding assistants to the Ignite UI component library. Includes CLI MCP Server for scaffolding and docs, plus Theming MCP Server for palettes, typography, and design tokens across Angular, React, Blazor, and Web Components.

Official Autodesk MCP server for Revit 2027 providing read-only BIM model access to AI assistants. Query elements by category, family, level, and parameters, retrieve detailed element data, select and zoom to elements, open views, and export views to images or CSV. Ships as a Revit 2027 addon with auto-configuration for Claude Desktop and Cursor.

Open-source MCP server from Flagsmith for feature flag and remote configuration management. Enables AI agents and coding assistants to query, toggle, and manage feature flags across environments. Installable locally with one click or deployable remotely for SaaS, private cloud, or self-hosted Flagsmith instances.

Official MCP server from B&R (ABB group) providing AI assistants with direct access to B&R automation knowledge and community data. Integrates with Automation Studio Code 6.7 using JWT authentication, enabling AI tools like GitHub Copilot and Continue Dev to work with industrial automation context.

MCP integration from Equixly bringing continuous offensive API security testing directly into AI coding assistants. Enables developers to run automated penetration tests against APIs from within their IDE, get real-time vulnerability findings, and remediate security issues during development rather than post-deployment.

Official MCP server from SmartBear exposing their suite of API development and testing tools to AI assistants. Provides access to SwaggerHub for API design and documentation, ReadyAPI for functional and load testing, and other SmartBear products. Enables AI agents to search API definitions, run test suites, analyze results, and manage API lifecycle workflows through standardized MCP tools.

MCP server from Meta's open-source Astryx React design system, announced June 27, 2026. Astryx ships 90+ production-grade React components built with StyleX, ten themes, and agent-ready MCP tooling. The MCP server lets AI coding assistants scaffold UIs, look up component APIs, generate themed layouts, and document patterns directly from the design system. Token-optimized CLI included for context-efficient agent workflows.

Official MCP server from Siteimprove, announced June 30, 2026. Embeds Siteimprove's Accessibility Agent into AI coding and design environments including Claude, VS Code, Lovable, and Figma. Enables real-time accessibility audits and remediation during content creation rather than post-publish. Supports agent-to-agent workflows where coding agents trigger autonomous accessibility checks. Also ships a Figma plug-in with in-canvas audits and color-blindness simulation.

Official MCP server from Apple/WebKit, introduced in Safari Technology Preview 247 on July 1, 2026. Gives AI coding agents direct access to a live Safari browser tab for web development and debugging. Agents can take screenshots, read the DOM, check network logs, run JavaScript, test forms, inspect accessibility failures, resize the viewport, and monitor console errors. Runs entirely on the local machine with no data sent to Apple. Compatible with Claude, Codex, and other MCP clients.

Official experimental MCP server plugin from Epic Games, shipped with Unreal Engine 5.8. Enables AI assistants and coding agents to connect directly to the Unreal Editor through the Model Context Protocol. AI agents can navigate Blueprints, manipulate assets, build levels, adjust materials, and work with meshes through a standardized interface. Features a Tool Search mechanism for discovering available toolsets dynamically. Runs inside the editor process on localhost:8000/mcp with auto-start support.

WebMCP from Google Chrome, available in early preview for Chrome Canary. A proposed web standard that turns any web page into a structured MCP-compatible tool for AI agents. Provides both a Declarative API for standard HTML form actions and an Imperative API for complex dynamic interactions via JavaScript. Instead of screenshot-analyze-click loops, AI agents call declared tools directly with typed parameters. Backed by Booking.com, Expedia, Instacart, Intuit, Shopify, and Redfin. Native browser support expected across Chrome and Edge in H2 2026.

Open-source MCP server from Block (Square) that gives AI agents direct access to Xcode's project index store through Apple's IndexStoreDB. Enables precise code navigation and refactoring operations on iOS and macOS projects with tools for loading project indexes, finding symbol occurrences, retrieving symbol references, and pattern-based symbol searching. Agents can find all call sites of a function and perform exhaustive refactoring across large Swift and Objective-C codebases.

Open-source MCP server from Sentry (originally created by Cameron Cooke) that gives AI agents full control over Xcode for building, testing, debugging, and deploying iOS and macOS apps. Provides 82 MCP tools covering simulators, physical devices over USB and Wi-Fi, LLDB debugging with breakpoints and variable inspection, UI automation with screenshot capture, and project scaffolding. AI agents can independently build projects, fix compilation errors, and iterate on solutions. 5,400+ GitHub stars.

MCP server for the CODESYS V3 industrial automation development environment that enables AI agents to generate, analyze, and optimize IEC 61131-3 PLC code via natural language. Exposes the CODESYS Scripting Engine so AI assistants can open projects, create program organization units (POUs), write Structured Text implementations, trigger compilation, and read back errors. Supports both cloud-hosted and local LLMs. Won first place in the Software and IT category for Product of the Year 2026 by Computer and Automation magazine. Compatible with Claude Desktop, Cursor, and other MCP clients.

Production-grade MCP server for the Godot game engine that connects AI assistants directly to a live Godot editor. Provides over 120 operations across 41 MCP tools enabling AI agents to build scenes, edit nodes and scripts, wire signals, and configure UI, materials, animations, particles, cameras, and environments. Supports Claude Code, Cursor, and other MCP clients. Snap-to-install with no complex setup required. Open source and free.

Official MCP server from Apple released with Safari Technology Preview 247 that connects AI coding agents to a live Safari browser window. Provides 16 built-in tools enabling agents to open pages, inspect page structure, read console output, review network activity, and capture screenshots. AI assistants like Claude and Codex can debug websites, identify Safari compatibility issues, analyze performance, check accessibility, and verify page states without relying on screenshots or manual explanations. Requires Safari Technology Preview 247 or later.

Official MCP server from Figma that brings design context directly into developer coding workflows. Enables agentic coding tools like Claude Code, Cursor, Windsurf, and VS Code Copilot to read Figma designs and generate design-informed code. Agents can access component information, design tokens, variables, stylings, and multi-layer application flows from Figma files. Supports creating new atomic components with proper variables and building out complex design-to-code workflows. Expanded with skills and MCP connectors at Config 2026 on June 24, 2026.