#model-context-protocol

Confidential local RAG for your coding agents.

Toolkit for testing and packaging portable AI agents across various LLMs, frameworks, and deployment targets

Wireshark for MCP. A transparent proxy that shows every real tool call between your AI client and your MCP servers, live in your terminal.

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MCP server for Swiss labor market data – unemployment, job seekers, open positions & occupational accidents (SECO/AMSTAT, SSUV)

Swiss cultural heritage: SIKART artists, Nationalmuseum, Helveticat, Memobase, Dodis

MCP Server for Swiss public transport – OJP journey planner, real-time departures, disruptions, occupancy, ticket prices, train formations and open data from opentransportdata.swiss

Autonomous Claude Code orchestration with persistent memory, self-coordinating agent orgs, and a codebase knowledge graph.

The full-stack TypeScript framework to build, test, and deploy production-ready MCP servers and AI-native apps.

The agentic harness for AI coding agents — intelligence is rented, the harness is owned. Runs the full work cycle: intent briefs, bounded RAG context from real code intelligence, persistent memory, preventive guardrails, and performance evals. One CLI + MCP server, SQLite inside. Claude Code, Codex, Gemini CLI, Cursor & OpenCode.

Experimental local-first memory CLI for MCP agents: read-only Gmail, calendars, iMessage, and files → cited local context

ADIF MCP server — AI-agent access to Amateur Radio logging per ADIF 3.1.7

The immune system for AI coding agents

💅 Beautiful React Native components. One command away.

Give your AI assistant eyes and hands in the Godot editor: scene editing, input injection, deterministic playtesting, and live game state for agents

Rails Engine with MCP compliant Spec.

AI SDK for building AI-powered applications in Go

A unified TypeScript SDK for storage with first-class support for snapshotting, forking across Tigris, Amazon S3, Cloudflare R2, GCS, Azure Blob, Vercel Blob and many more.

Google Analytics 4 data to AI agents, agentic workflows, and MCP clients. Give agents analysis-ready access to website traffic, user behavior, and performance data with schema discovery, server-side aggregation, and safe defaults that reduce data wrangling.

AI-powered engineering workflows — Learn from any source, Act through any tool, Report through any channel

Secure MCP server for whitelisted shell command execution with stdin, argv pipelines, timeouts, and structured audit logging.

Built from the ground-up for agents, Vessel Browser is an open source AI browser for Linux/Mac/Windows that provides a durable state, MCP control, and BYOK with full autonomous browsing. Use with Hermes Agent, OpenClaw, or connect to your favorite API provider.

Secure MCP runtime for AI agents to operate local machines, servers, and containers with multi-device orchestration.

MCP server with 40 tools for AI agents. Memory, web fetch, search, file ops, screenshots, and multi-agent coordination in one Go binary.

CLI, SDK, and local Studio dashboard to automate i18n translation across i18next, vue-i18n, next-intl, ngx-translate, XLIFF, YAML, Flutter ARB, and Java properties, using OpenAI, Anthropic, Gemini, DeepL, or an openai-compatible model.

Frontier AI video generation for coding agents - Seedance, Runway, Veo, Kling on your own keys, behind a hard cost cap. CLI + MCP.

MCP server for the GitLab REST API — 91 tools, 7 resources, 6 prompts for projects, MRs, draft reviews, repository files, pipelines, CI/CD, approvals and issues. MCP 2026-07-28 (MCP 2.0); GitLab.com and self-managed; read-only mode, OAuth 2.1 and local sign-in.

WebJs is an AI-first full-stack JavaScript framework built on web components. Any AI model reads the whole stack. No training data required.

Searchable football data provider documentation for AI coding agents. Like Context7 for football data.

Lightweight file-based CLI API client with age-encrypted secrets, first-class GraphQL support and MCP server for agentic workflow.