M

mcp

A personal voyage log for sailing trips — records trips, legs, ships & crew, imports GPX tracks and cleans them server-side into honest statistics, and maps routes with Leaflet. Multi-user with an English/Czech UI and an MCP server (OAuth 2.1) so AI agents can do anything a human can in the app.

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

The core Swytchcode Execution Kernel for AI Agents & Developers.

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).

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)

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.

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.

Agent supervision, memory distillation, and multi-model orchestration. Kybernetes steers AI agents — catching hallucination and drift before they compound.

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

A Model Context Protocol (MCP) server for GitLab

Minimal LangChain v1 agent scaffold running against local Ollama models such as GLM-4.6, Llama 2 and Mistral. Demonstrates the agent-tool architecture with an extendable weather tool, .env-driven configuration, uv-managed Python 3.12 packaging, and Chrome DevTools MCP wiring for browser automation.

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.

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.

AuthenticAI is an open-source, locally hosted AI governance platform designed to keep intelligence local and decisions accountable. It provides a trust layer between AI systems, autonomous agents, enterprise data, and external tools through metadata filtering, data minimization, retrieval trust scoring, model routing, human approval workflows, and MCP governance. AuthenticAI enables organizations to deploy AI securely with transparency, control, and accountability. https://roxanneardary.com/authenticai/

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

Netwrix Identity Manager (Usercube) CLI & MCP Server

Phero is a lightweight MCP server that lets AI agents search the web and fetch webpage content through browser automation.

Cognitive exoskeleton for AI agents and human researchers — by Cognitive Functors. Turn questions into verified constructive & destructive insights: breakthrough scientific-engineering hypotheses checked across 47 literature sources, 38 simulation bridges, and 9 formal verifiers — then gated proposals, dissertations, BibTeX, and proofs you can publish. Not a chatbot — a research pipeline. pip install c4reqber · blast solve · Z₃³ · 21 MCP · AGPL-3.0.