M

mcp

Concurrent Workspace & Swarm Orchestrator — a deterministic Go-kernel MCP backend orchestrating LLM sub-agent swarms in ephemeral in-memory Git Shadow Workspaces with semantic AST merge.

IX-API documentation for agents: versioned docs as a typed HTTP API and MCP tools, Claude Code plugin with agent skills and an OAuth2 IX-API client.

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).

anti-slop vision gates: prompt hygiene + VLM judge rubric (SHIP/FIX/REGEN)

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

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

A Model Context Protocol (MCP) server for GitLab

Self-hosted speech server in one Docker image. OpenAI-compatible /v1/audio/transcriptions and /v1/audio/speech across 12 ASR models (Whisper, Parakeet, Canary, Sherpa-ONNX, Vosk) and 3 TTS engines (Kokoro, Qwen3-TTS voice cloning, Chatterbox Turbo). Live WebSocket ASR, file staging, MCP built in. CPU + CUDA images.

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

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)

MCP server for Gramps Web API — AI-powered genealogy research and management

The core Swytchcode Execution Kernel for AI Agents & Developers.

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

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

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

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.

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