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Weaviate 1.38 GA:HFresh 索引与 MCP Server 正式上线

Why we picked it

Weaviate 发新版本啦,HFresh 索引和大模型连接插件 MCP Server 都转正了,十亿级数据不用重建,还能运行时开关 MCP 写入,运维省心很多。

Weaviate 1.38 正式发布,带来 HFresh(GA)磁盘向量索引,支持十亿级动态数据、低内存与可预测延迟,无需定期重建。

Body

MCP Server(GA)可让 LLM、IDE 和 AI 代理直接连接 Weaviate,并支持运行时开关写入权限。异步复制重构为单调度器集群执行,默认开启。

Boost API(预览)允许查询时轻量调整结果排序,嵌套对象过滤(预览)支持 "cars.make" 路径过滤。

此外新增 replica 迁移、服务端用量护栏、text2vec-digitalocean 模块等功能。

Original · Weaviate

🚀 Weaviate 1.38 is here! Two big capabilities reach general availability in this release — plus a faster, simpler path to running replicated clusters at scale. 🧠 HFresh (GA) — our disk-based vector index for billion-scale, constantly-changing data. Low memory, predictable latency, and no periodic full rebuilds. 🤖 MCP Server (GA) — connect LLMs, IDEs, and AI agents directly to Weaviate. In 1.38 you can flip the server (and write access) on or off at runtime — no restart. 🔁 Async replication, everywhere — re-architected to run cluster-wide from a single scheduler, and now on by default for every replicated collection. ⚡ Boost API (preview) — gently promote or demote results at query time, without filtering anything out. 🔎 Nested Object Filtering (preview) — filter on nested object fields with a simple dotted path like cars.make. …and more: production-ready replica movement, server-side usage guardrails, a new text2vec-digitalocean module, fractional BM25 boosts, and faster startup. 🛠️ 👉 Read the full re weaviate.io/blog/weaviate-… vi #Weaviate e #VectorDatabase a #AI a #AIAgents I #RAG t #MCP A #OpenSource n #MachineLearning earning📊 3 ⚡

Industry Coordinates & Source Verification

This report is categorized under AITOP's "Products" desk. Within our cross-regional analytical framework, it directly maps to AI developer toolchains, coding agents, and engineering workflows. Key entities and technical topics under continuous tracking include Weaviate, 向量数据库, MCP/工具, 开源产品.

Source attribution: curated from Weaviate (@weaviate_io).