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model-context-protocol

A Model Context Protocol (MCP) server for GitLab

AI coding with human accountability. AI assistants can produce changes you cannot reconstruct later. agents-govern makes AI-assisted software work auditable without adding a hosted service or runtime.

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.

Official GitLab mirror of the AMZScout Skill + MCP repository. The primary repository is maintained on GitHub: https://github.com/amzscout-corp/amzscout-skill-mcp

Connect Claude, ChatGPT, Cursor, and other MCP-compatible AI clients to real Amazon marketplace data for product validation, niche analysis, keyword research, competitor analysis, and PPC strategy.

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.

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.

The epistemological boundary and orchestration substrate between AI agents: protocol reconciliation (ACP, MCP, A2A), authority governance, and project truth across multi-agent fleets.

Slack as yourself, for an agent: one Go binary that is both an MCP server (stdio) and a slack CLI, authenticated with a user OAuth token. Includes the full procedure and approved request text for a GitLab team member to get their own app approved (docs/setup.md), and an AGENTS.md for the agent doing it.

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

Kahin;hibrit bir cdp ansiklopedisi ve anti-detect browser otomasyon mcpsidir. Yerleşik olarak obscura ve camoufox kullanır,dinamik olarak göreve göre seçer. Seçimi ajanınız yapar.

https://www.npmjs.com/package/@kahinmcp/kahin

Multi-mailbox IMAP/SMTP control plane. One YAML, N accounts, one bearer-auth gate. Unified inbox across Gmail/Outlook/iCloud/mailo/inbox.lv/whatever — search, read, mark, send. Reader mode strips HTML chrome for LLMs. Streamable-HTTP MCP server + REST API on one port. Ships as a Docker image.

Dumb-as-rocks OHLC analyzer. POST your bars + the indicators you want, get back exactly what you asked for. RSI/MACD/Bollinger/ADX/ATR/VWAP/Ichimoku, plus SMC primitives: Order Blocks, FVGs, BOS/CHoCH, swing structure. Stateless HTTP + MCP, no database, no AI-powered signals, no $97/mo Discord upsell.

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.

A modular MCP server for AI coding agents that exposes local system, devbox, network, filesystem, Docker, and Ollama capabilities with automatic agent registration, capability detection, and graceful degradation.

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

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.

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.

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

Stratum is an AI governance layer for MCP systems that sits between model intent and tool execution. It enforces permissions, policies, context controls, approval workflows, sandboxed execution, and audit logging to ensure every action taken by an AI system is authorized, traceable, and constrained by explicit rules before it runs. https://roxanneardary.com/stratum/