Sourced from huggingface-hub's releases.

[v0.32.2]: Add endpoint support in Tiny-Agent + fix snapshot_download on large repos

Full Changelog: https://github.com/huggingface/huggingface_hub/compare/v0.32.1...v0.32.2

• [MCP] Add local/remote endpoint inference support huggingface/huggingface_hub#3121
• Fix snapshot_download on very large repo (>50k files) huggingface/huggingface_hub#3122

[v0.32.1]: hot-fix: Fix tiny agents on Windows

Patch release to fix #3116

Full Changelog: https://github.com/huggingface/huggingface_hub/compare/v0.32.0...v0.32.1

[v0.32.0]: MCP Client, Tiny Agents CLI and more!

🤖 Powering LLMs with Tools: MCP Client & Tiny Agents CLI

✨ The huggingface_hub library now includes an MCP Client, designed to empower Large Language Models (LLMs) with the ability to interact with external Tools via Model Context Protocol (MCP). This client extends the InfrenceClient and provides a seamless way to connect LLMs to both local and remote tool servers!

pip install -U huggingface_hub[mcp]

In the following example, we use the Qwen/Qwen2.5-72B-Instruct model via the Nebius inference provider. We then add a remote MCP server, in this case, an SSE server which makes the Flux image generation tool available to the LLM:

import os
from huggingface_hub import ChatCompletionInputMessage, ChatCompletionStreamOutput, MCPClient
async def main():
async with MCPClient(
provider="nebius",
model="Qwen/Qwen2.5-72B-Instruct",
api_key=os.environ["HF_TOKEN"],
) as client:
await client.add_mcp_server(type="sse", url="https://evalstate-flux1-schnell.hf.space/gradio_api/mcp/sse")
messages = [
{
"role": "user",
"content": "Generate a picture of a cat on the moon",
}
]
async for chunk in client.process_single_turn_with_tools(messages):
# Log messages
if isinstance(chunk, ChatCompletionStreamOutput):
delta = chunk.choices[0].delta
if delta.content:
print(delta.content, end="")
        # Or tool calls
        elif isinstance(chunk, ChatCompletionInputMessage):
            print(
                f"\nCalled tool '{chunk.name}'. Result: '{chunk.content if len(chunk.content) < 1000 else chunk.content[:1000] + '...'}'"
            )

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• 6dd0164 Release: v0.32.2
• 6f09ac7 Fix snapshot_download on very large repo (>50k files) (#3122)
• b70c474 [MCP] Add local/remote endpoint inference support (#3121)
• 5add979 Release: v0.32.1
• 7ea6e48 [MCP] fix tiny-agents on Windows (#3116)
• a97424f Release: v0.32.0
• e9177eb Release: v0.32.0.rc1
• 0b9c9ee [MCP] better tiny-agents CLI help (#3105)
• 3765848 Release: v0.32.0.rc0
• 9f34fb8 Release: v0.32.O.rc0
• Additional commits viewable in compare view

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