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mcp

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

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

A Model Context Protocol (MCP) server for GitLab

The core Swytchcode Execution Kernel for AI Agents & Developers.

Stealth browser automation that actually works. Runs Camoufox (custom Firefox) in Docker with zero Chrome DevTools Protocol exposure, real OS-level mouse and keyboard input via PyAutoGUI, and a JSON HTTP API + MCP server to control it all remotely. Watch it live via noVNC.

MCP bridge between AI clients and TIRE metrics 📈

Unified system for agent skills, mcps, personal knowledge management, workflow automation, and research

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

MCP-native browser automation server — 62 composite tools, 153 CLI subcommands, zero config. Give AI agents full browser control via the Model Context Protocol. Navigate, interact, extract text/HTML/screenshots, debug network, manage sessions, visual diffing, React inspection, auth vault, HAR recording. Works with Claude, Copilot, VS Code, Cursor. Built on Playwright/Chromium. The most comprehensive browser MCP server available.

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

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

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

Self-hosted MCP gateway. Connects Claude, ChatGPT, Codex and other AI agents to Jira, GitLab, Notion, Google Workspace and 25 more tools. Pre-integrated, GDPR-ready, with PII sanitization, write-safety, and audit logging.

OrpycaMCP — Free, AGPL-v3 Electronic Records & Document Management System (SGDEA) for Latin American institutions. A FastAPI microservices reimplementation of Orfeo, compliant with Colombian archival law and AI-ready via the Model Context Protocol (MCP).

MetaTrader 5 in a real Windows VM (Docker + QEMU/KVM), driven over REST + MCP — programmatic trading plus server-side TA: OHLC bars enriched with RSI/MACD/Bollinger/ADX/VWAP/Ichimoku/Order Blocks/FVGs (primitives, not signals). Typed MCP tools mirror the whole surface. Multi-broker, multi-account. No Wine bullshit.

Free, keyless REST API and MCP server for German public-infrastructure open data across 84+ cities. Official mirror of github.com/street1983nk/infranode.

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

Fix agent reliability issues in GitLab CI/CD across Claude Agent SDK, OpenAI Agents SDK, Google ADK, MCP, LangChain, LangGraph, CrewAI, AutoGen AG2, Pydantic AI, and Vercel AI. Gates pipelines on risk and severity.

https://github.com/trustabl/trustabl

MCP server for note3 (../n3-rs)

A Model Context Protocol server for debugging Bevy games from an AI assistant.