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.