mirror of https://github.com/hanzoai/python-sdk.git synced 2026-10-23 20:23:00 +00:00

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zeekay 4662534cd9 Regenerate: the AI surface says what it answers

288 of hanzoai/ai's 294 operations now declare a response, against 1 before.
GET /v1/models, POST /v1/chat/completions, /v1/embeddings, /v1/messages —
every address a client actually calls — used to reach this client untyped,
because cloud's relay carried an operation's sentence and dropped the shapes
it named. It carries both now.

Fleet-wide the document goes from 69% to 81% of operations declaring what
comes back, which is where the ~208 new models here come from.

2026-08-28 15:53:34 -07:00

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hanzo-tools-net

Network tools for Hanzo AI MCP (HIP-0300).

Tools

fetch — the web, one entry point per verb:
- search — query → [url, title, snippet]
- web_read — url → clean markdown
- research — question → cited answer + sources (search + read + synthesize)
- fetch / download / crawl / head / request / open
vision — image (+ prompt) → text answer

Installation

pip install hanzo-tools-net

Usage

from hanzo_tools.net import TOOLS, register_tools

# Register with MCP server
register_tools(mcp_server)

Part of hanzo-tools

This package is part of the modular hanzo-tools ecosystem.

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