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@@ -572,6 +574,16 @@ Programmatically assemble prompts for LLMs using [GenAIScript](https://microsoft
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- Implements every pattern defined in [Building Effective Agents](https://www.anthropic.com/research/building-effective-agents).
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- Supports workflow pause/resume signals, such as waiting for human feedback.
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### mcp-client-chatbot
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[mcp-client-chatbot](https://github.com/cgoinglove/mcp-client-chatbot) is a local-first chatbot built with Vercel's Next.js, AI SDK, and Shadcn UI.
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**Key features:**
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- It supports standard MCP tool calling and includes both a custom MCP server and a standalone UI for testing MCP tools outside the chat flow.
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- All MCP tools are provided to the LLM by default, but the project also includes an optional `@toolname` mention feature to make tool invocation more explicit—particularly useful when connecting to multiple MCP servers with many tools.
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- Visual workflow builder that lets you create custom tools by chaining LLM nodes and MCP tools together. Published workflows become callable as `@workflow_name` tools in chat, enabling complex multi-step automation sequences.
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### mcp-use
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[mcp-use] is an open source python library to very easily connect any LLM to any MCP server both locally and remotely.
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