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mcp

The core Swytchcode Execution Kernel for AI Agents & Developers.

Read-only mirror of https://github.com/jmrplens/gitlab-mcp-server. Please open code contributions on GitHub.

Alces for Jira Data Center — an MCP server bridging Atlassian Jira Data Center with AI agents.

Multi-platform AI dev-team orchestration with a single canonical knowledge base. Plan-Approve-Execute workflows, validation gates, projected to GitHub Copilot, Gemini CLI, Opencode, and Cursor.

SysML v2 CLI and MCP server. Composable tools for AI to query, validate, and render engineering models.

Persistent semantic memory system for OpenCode sessions - MCP server with hybrid FTS/vector search

A Model Context Protocol (MCP) server for the Crystal language, providing tools to build, test, format, and inspect Crystal codebases.

A Model Context Protocol (MCP) server for GitLab

Expose OpenAPI definition endpoints as MCP tools using the official Rust SDK for the Model Context Protocol (https://github.com/modelcontextprotocol/rust-sdk)

Compagnon MCP de la suite sermo (haplo-dialog) : un serveur local, en lecture seule, qui met la documentation du projet à portée d'un assistant IA — syntaxe XML, widgets, exemples. Couvre gtk3sermo (GTK 3) et gtk4sermo (GTK 4), remplacement direct de gtkdialog.

PocketVault es un vault de contexto y documentación para proyectos, con server MCP, API y búsqueda integrada para ayudar a agentes de IA a recuperar solo la información relevante, reducir ruido, optimizar contexto y bajar el uso de tokens.

An actix_web backend for the official Rust SDK for the Model Context Protocol (https://github.com/modelcontextprotocol/rust-sdk)

Static analyzer that turns a Python package's source into a queryable code graph (API surface, dependencies/architecture, impact, change-review, RAG).

Config-driven OpenAPI 3.1 → Gin/WebSocket/MCP/GraphQL server generator for Go

A Zig implementation of the Model Context Protocol (MCP) spec revision 2025-03-26. Features JSON-RPC 2.0, stdio/HTTP transports, OAuth2.1 authentication, worker thread pool with cancellation, and deterministic testing.

Composable server builder for zero-boilerplate capability composition for the official Rust SDK for the Model Context Protocol (https://github.com/modelcontextprotocol/rust-sdk)

Local-first, vision-LLM CAPTCHA solver for AI agents — MCP plugin + NopeCHA-style HTTP job API over any Chromium

pi-coding-agent inside an aicodebox container. One image, five ways in: interactive shell, one-shot API, OpenAI-compatible endpoint, MCP server, Telegram bot, and a cron scheduler that fires pi on whatever schedule you want. You talk to pibox. pibox talks to pi. pi talks to whatever LLM you point it at. Nobody cares about the middle.

OpenAI Codex CLI inside an aicodebox container. One image, five ways in: interactive shell, one-shot exec, OpenAI-compatible endpoint, MCP server, Telegram bot, and a cron scheduler. You talk to codexbox; codexbox talks to codex; codex talks to OpenAI — or your ChatGPT subscription.

Claude Code in Docker. Drop-in OpenAI-compatible API, MCP server, Telegram bot, and CLI — five interfaces, one image. Persistent sessions, file ops, always-on skill injection, and a full dev toolchain (Go, Python, Node, K8s, Terraform, databases) or a minimal image with just the basics.