Orchestrate complex AI interactions with Context Compose. A powerful CLI and server for building, validating, and managing context for large language models using the Model Context Protocol (MCP).

Orchestrate complex AI interactions with Context Compose. A powerful CLI and server for building, validating, and managing context for large language models using the Model Context Protocol (MCP)

MCP server for the Cursor CLI (cursor-agent): run Cursor's agent with any model id your plan offers — Composer, Claude, GPT, Gemini, Grok families — through the Model Context Protocol

DevSpan gives an AI client durable engineering context across repositories: components, repos, tasks, and governance, stored as markdown and composed per task.

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A semantic data platform MCP server that composes multiple data tools with bidirectional cross-injection - tool responses automatically include critical context from other services.

A Claude Code plugin that runs work as verified cycles: a leader composes a track's agent roster, dispatches contract-bound agents in isolated contexts, and judges the result on evidence.

Wwise-MCP is a Model Context Protocol (MCP) server that enables large language models (LLMs) to interact with the Wwise Authoring application. It exposes a set of tools built on a custom Python WAAPI library, allowing MCP clients such as Claude or Cursor to automate and compose complex, multi-step Wwise workflows.

TLS Cert Chain Resolver is a Go toolkit for building, validating, and inspecting TLS certificate chains. It ships with a CLI application, a composable Model Context Protocol (MCP) server, and helper libraries that emphasize memory efficiency and predictable output formats.

# Metis FCA Handbook AI Harness — MCP Server An MCP (Model Context Protocol) server that integrates the Metis FCA Handbook AI Harness into Claude Desktop and other MCP-compatible agents. **Tool name:** `evaluate_fca_handbook_applicability` Use this tool to analyze FCA Handbook applicability for a product, service, or firm. Returns structured compliance reasoning with verbatim handbook citations. ## Why choose The Metis FCA Handbook AI Harness? - **Efficiency** Multiplies effectiveness of compliance advice. Saves £80+ in token fees per Harness run. - **Deals with "Hard Problem"**, in which LLMs' token incentives prioritise training data so results are unreliable. - **Verbatim citations** Quotes verbatim entries from the FCA Handbook. Other AI systems struggle to do this. - **Matches real-world need** You do not have to start off knowing which sections you are looking for. Carries out structured searches across all 10,000+ FCA Handbook entries. - **Secure Design** Harness compartmentalisation, one-shot structure, and statelessness fits natively with emerging AI agent security standards such as OWASP Top 10 for Agentic Applications 2026. - **AI Accessible** Integrates easily with AI workflows and agents. Your LLM can use it as a tool. ## Design Principles The Harness is built on proven principles: - **Stateless** — Each request is independent; no session coupling - **One-shot** — Complete analysis in a single call; no multi-turn state - **Clear contract** — Explicit input/output schemas for easy integration - **Hosted** — Single canonical source; no version drift or stale data ## Use Cases ### Compliance AI Platforms Embed FCA reasoning as a service within your compliance platform. Users ask natural-language questions; your platform calls the Harness and presents structured reasoning. ### AI Agent Workflows Agents building compliance workflows can include FCA Handbook reasoning as a composed tool—no external API calls, just MCP configuration. ### Compliance Review Automation Integrate into document review or due-diligence pipelines. Automatically screen new rules against FCA applicability. ## For Regulatory Screening FS firms screening MCP servers will find: - **Simple model:** Stateless, no hidden state, no background jobs - **Clear contract:** Explicit input schema, output schema, error modes - **Transparent updates:** Version pinning; no automatic upgrades - **Single point of failure:** If the Harness is down, it is obvious; no cascading config issues - **Audit-friendly:** All calls logged centrally, not distributed

MCP server that lets an AI agent compose chiptune music in Lovely Composer by reading and writing its .jsonl project files.

CLI and MCP server for creating Apple .icon bundles with Liquid Glass effects (iOS 26+)

MCP server that generates buildable Compose Multiplatform (Android + iOS) projects and Unity game projects locally from any AI agent

MCP server for Docker — manage containers, images, volumes, and compose services from your IDE

MCP server for Portainer with regular stacks support — fork of portainer/portainer-mcp with fix for listing regular Docker Compose stacks

Meta-MCP server that auto-detects and composes installed Delx Wellness connectors into a unified body data layer.

Docker MCP server designed for agents that need their containers to stay running. Health checks, auto-restart, Compose lifecycle, log streaming.

Generate Compose Multiplatform apps, Unity games and Ktor backends on your own machine — @cmpose/core and a local MCP server

MCP server and CLI for host and container operations: Docker and Compose control, SSH, host inspection, logs, ZFS, and safe file transfer.

Stdlib-only Python MCP server to deploy production from Claude Code/Codex/Gemini: git pull + docker compose build/up, migrate/seed, behind Traefik & Cloudflare.

Point at a layer in a live UI (web DOM, Android Compose), drag it on the real screen, hand it to your AI agent via MCP

Podman compose stack for doobidoo/mcp-memory-service on Windows: an MCP memory server for Claude Code with a hybrid SQLite and Cloudflare backend, plus a logon autostart task.

Clawwright framework and CLI for operating self-hosted OpenClaw deployments.

Self-hosted paper manager for researchers and labs: read and annotate PDFs in the browser, keep them as plain files, full-text and semantic search, AI chat that cites the page, an MCP server, a browser extension and Zotero import. One docker compose.

Self-hosted WhatsApp MCP server for ChatGPT Dot and ChatGPT apps. Connect your ChatGPT Dot to WhatsApp: read chats, real-time incoming messages via MCP Events webhooks, send replies. Stdlib-only Python, WAHA, OAuth 2.1, allowlists, send caps, Docker Compose.

MCP server for auditing Magento 2 / Adobe Commerce projects: update compatibility, module quality, dependency security

Let Claude and other MCP clients download videos, audio and subtitles from any site.

Node launcher for the Synapse Rust MCP server and CLI for Docker, host, SSH, log, ZFS, and file workflows.

MCP server in PHP 8.5: reads a work Mail.ru mailbox over IMAP and prepares draft replies.

MCP server and skills for deploying applications on Syntica from your coding agent (Claude Code, Codex, Cursor, Windsurf, Gemini, Copilot CLI)

Docker-MCP-Server - An MCP server covering the full management surface of Docker. Manage, maintain and audit multiple docker environments with ease.

Select a layout layer on a live UI, move it for real, and hand the result to an AI agent over MCP.

A minimal, production-ready Model Context Protocol (MCP) server enabling LLMs to perform web searches via DuckDuckGo. Built with FastAPI and Server-Sent Events (SSE).

A Model Context Protocol (MCP) server for integrating with the AbuseIPDB API.

Open-source Magento 2 MCP Server for AI-powered store management, product operations, inventory, order management, SEO audits and developer diagnostics.

Model Context Protocol (MCP) server that extracts rich metadata, transcripts, and search from any yt-dlp-supported media URL — YouTube, Vimeo, Twitch, and 1800+ sites. Dockerized FastAPI + Node.

Kandilli Rasathanesi'nin canlı son-depremler listesini (koeri.boun.edu.tr) çekip parse eden ve MCP tool'ları olarak sunan minimal bir server.

Self-hosted MCP server for your own Strava account, backed by a complete DuckDB mirror: cache-first tools and SQL, Grafana and notebooks, within Strava's rate limits

Secure MCP and automation hub for CareerOps, integrating n8n and OpenClaw with durable workflows, human review, PostgreSQL and an AI Agent Engine

An MCP server for a product catalogue: bounded tools, version-checked writes with dry runs, recoverable errors, tests without an LLM. TypeScript, MCP SDK v2, built with Claude Code.

Open-source Magento 2 MCP Bridge connecting AI agents (Claude Desktop, Cursor) to Magento service contracts for catalog operations, orders, customers, inventory, developer diagnostics and performance audits.

A Git-backed knowledge graph and Model Context Protocol (MCP) server for Android Studio. Equips AI agents with strict architectural rules, official Google skills, and an autonomous documentation ingestion pipeline to eliminate code hallucinations.

Self-hosted PaaS for Linux servers and homelabs: a full web dashboard, 28 MCP tools for AI agents (with human approval) and a CLI. Deploy from GitHub, databases, encrypted backups, failover.

Run OpenClaw yourself: one CLI and MCP server to bootstrap, monitor, back up, migrate and roll back a self-hosted OpenClaw gateway on WSL2 or a Linux server, plus side services as recipes.

Consola web centralizada Multi-Tenant y Servidor MCP (IA) para la gestión, diagnóstico, respaldos Git-Diff y auditoría inmutable WORM de flotas MikroTik RouterOS v7.13+ vía REST API (FastAPI + Vue 3 + PostgreSQL 17 + KeyDB).

MCP server in PHP 8.5: lets an AI agent read Google Docs and append text within a single Google Drive folder via a service account. No create, delete or share by design.

Read-only Docker networking diagnosis for Linux: tells you why one container can't reach another (or the host), with the evidence and the fix. A CLI and an MCP server for AI coding agents like Claude Code.

A Token-Efficient Model Context Protocol (MCP) Server. Empowers AI Agents with Semantic Long-term Memory, Agile Dashboard, and a Dynamic Plugin Sandbox

Local, zero-cost semantic change propagation and logic contradiction check for AI coding agents. Cryptographic Merkle linking + stdio Model Context Protocol (MCP) server.

An internal Model Context Protocol (MCP) server that grants AI agents (e.g. Claude Desktop, Cursor) the ability to inspect git repositories locally. Built using Python and the FastMCP framework.

Ubuntu sunucusunun genel durumunu (sürüm, kaynak kullanımı, apt güncellemeleri, servis sağlığı, güvenlik özeti, loglar, donanım) AI istemcilerine (Claude Desktop, Claude Code, Open WebUI) MCP tool'ları olarak sunan **tamamen salt-okunur** bir server. Sistemde hiçbir değişiklik yapmaz.

Tiehall lets one team's coding agent hand a typed request to another team's agent, and carries the questions, status and commitments between them until a pull request closes the request, on a server your company runs.

An AI application that leverages the Model Context Protocol (MCP) to allow an LLM to manage a local PostgreSQL database via natural language.

Model Context Protocol (MCP) server of ad-ops tools plus a multi-agent campaign planner, built with Kotlin, Spring Boot, Kafka and OpenTelemetry. In active development.

A self-hosted home screen for your household's own data: notes, documents and health numbers as a sky of stars. The AI you already use (ChatGPT, Claude, any MCP client) reads it over MCP, builds dashboards and leaves a daily insight. Alpha.

Self-hosted web search for AI agents: a CLI + MCP server that wraps SearxNG to aggregate Google, Bing, DuckDuckGo, Brave and more — no API key, no paid search API. Works with Claude Code, OpenClaw, Antigravity and any shell; optional Tavily backend. 给 AI Agent 用的自托管联网搜索（SearxNG）。

Read-only MCP (Model Context Protocol) server for Laravel. Give Claude Code, Cursor, and AI coding agents safe live access to your database, logs, queue, cache, routes, and config. No Sanctum, no user table, no write access.

Advanced AI-native web crawling platform for the agentic era. Exposes 55 production-grade Model Context Protocol (MCP) tools for deep analysis, automated REST/GraphQL discovery, browser session recording, anti-detection stealth, and smart extraction using any LLM.

Find out why a component exists and what changes if a decision went the other way. Reads the ADRs, RFCs and design notes already in your repo, cites the passage behind every inferred claim, keeps human review on top, and previews option switches on a map. Local-first, Markdown only, MCP tools for agents.

MCP server for installing and composing shadcn space UI components