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MCP Servers

Ollama MCP is a tool for connecting Ollama-based language models with external tools and services using the Model Context Protocol (MCP).

Sample MCP Server and MCP client using Aspire.

An Android library that integrates the MCP Kotlin SDK to enable Android applications to host MCP (Model Context Protocol) servers.

A Model Context Protocol (MCP) server running on ESP32 (and Nordic nRF52840 in sensor-only mode), exposing real-world sensor data and bus protocols to AI assistants and automation tooling over...

MCPKit is a blueprint for building authenticated Model Context Protocol (MCP) servers that let you bring proprietary data, content, and systems into ChatGPT, via ChatGPT Dev Mode.

This project has and moved into . Please refer to the official repository for the latest updates: 👉 https://github.

A XGo implementation of the Model Context Protocol (MCP), enabling seamless integration between LLM applications and external data sources and tools.

A Model Context Protocol (MCP) server that enables AI agents to interact with Azure Cosmos DB through natural language queries.

A standalone agent runner that executes tasks using MCP (Model Context Protocol) tools via Anthropic Claude, AWS BedRock and OpenAI APIs.

This project demonstrates how to build a multi-agent system using Agent-to-Agent (A2A) communication with the Model Context Protocol (MCP).

A practical, community-driven checklist for . This guide covers local and remote MCP server risks, traffic analysis, tool-call behaviors, context boundaries, authorization flows, and unsafe code...

A self-hosted error tracking engine for Rails 8+ applications. Track errors, get notified, and resolve issues—all without external services.
Agent Skills

Stop TODO leftovers, leaked secrets, sloppy commits and red CI from reaching main — with zero review bandwidth spent on the obvious stuff.

Agent skills and generated runtime entry points for Spec Kit.

Draft Proposal (see CHANGELOG.md for version history)

SkillOpt is a text-space optimizer that trains reusable natural-language skills for frozen LLM agents through trajectory-driven edits, validation-gated updates, and deployable best_skill.md artifacts.

它会根据角色参考图、服装参考图、场景参考图、人物关系、剧情想法和目标时长,生成更适合视频模型直接执行的完整提示词,重点处理人物一致性、情侣 POV、自然对白、微表情、手部互动、镜头连续性与真实生活感。

The system of action for AI-native cybersecurity—where intent becomes governed execution, evidence becomes operational memory, and every operation improves the next.

Site · Docs · Live demo · Claude plugin · Docker image

Write the feature. Do not build a bank around it. 写一个功能就写功能,不要在它外面修一座银行金库。

Self-organizing AI second brain for Obsidian + Claude Code. Drop any source and Claude reads, links, and files it into one connected knowledge graph of plain Markdown you own.

A comprehensive technical diagramming toolkit for , , and . Generate professional diagrams for proposals, documentation, and architecture reviews.

Built for Codex, Claude Code, Gemini CLI and other coding-agent workflows. v0.1 is local-first and deterministic: it creates inspectable placeholder scene assets and an FFmpeg video without an API...

Stop getting your iOS and Android apps rejected. The enterprise reference and automated guard that turns App Store and Google Play rejection into a designed out failure mode.