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mcp

SSH MCP server in Go - persistent shell sessions and SFTP over stdio

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.

Open-source AI agent for paid-acquisition automation across Meta, Google, TikTok, Amazon, LinkedIn. HITL approval gate. MIT, part of Mesh Pilot.

The core Swytchcode Execution Kernel for AI Agents & Developers.

Self-hosted MCP gateway. Connects Claude, ChatGPT, Codex and other AI agents to Jira, GitLab, Notion, Google Workspace and 18 more tools. Pre-integrated, GDPR-ready, with PII sanitization, write-safety, and audit logging.

Persistent and containerized development environment for Gemini CLI (https://geminicli.com/). This project provides a secure, automated workspace featuring built-in skill management (context-manager for memory, gema-manager for agent orchestration) and full support for MCP (Model Context Protocol). Designed for seamless local development, robust state persistence, and modular agent integration.

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.

Read-only MCP server for PostgreSQL. Single binary, no runtime dependencies.

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

Expose OpenAPI definition endpoints as MCP tools using 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

MCP server for local GEDCOM files — offline genealogy data access for AI assistants

MCP server for the WikiTree public API — free genealogy research for AI assistants

Coordinated Agent Swarm Testing — open-source framework that deploys 100 Claude AI agents in five specialized squads (Security, Logic, Robustness, Performance, Data Integrity) to systematically analyze codebases for bugs, security issues, and code quality problems. A research-backed substitute for human beta testing. Empirical results from the published paper: 100 agents analyzed a 12,500-line React/TypeScript application in 63 minutes, identified 687 unique findings, at a total cost of $7.97 — compared to $2,000-$20,000 for equivalent human beta testing. Available via npm (cast-swarm) and as an MCP server. Apache 2.0 licensed. Published preprint available.

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

MCP server in Python providing tools for searching and reading local files

Options trading analytics — backtest stats, walk-forward analysis, Monte Carlo, risk metrics. Web dashboard at tradeblocks.io | MCP server on npm | Docker: romeo345/tradeblocks-mcp

MCP-UI support for Kit — rich UI rendering in MCP tool results

MCP (Model Context Protocol) server library for Kit — stdio and Streamable HTTP transports

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