HydraDB OSS vs Polygres

Không gian làm việc AI nơi đội ngũ và AI agent cùng hoàn thành công việc

Exa is a search API and web research tool designed for AI applications. It gives agents clean, structured, real-time web data with semantic search, crawling, enrichment and deep research from a single endpoint.

API tìm kiếm và suy luận cung cấp dữ liệu web thời gian thực cho mô hình AI

Nền tảng tìm kiếm và truy xuất bằng AI cho ứng dụng và thương mại

Pinecone is a managed vector database and AI knowledge platform for building retrieval-augmented generation (RAG), semantic search, and agent memory. It stores vector embeddings at scale, makes writes searchable within seconds with no index tuning, and keeps p99 latency steady as data grows. Pinecone powers products for more than 10,000 customers and over a million developers worldwide.

Cỗ máy bộ nhớ và học liên tục mang ngữ cảnh bền vững cho mọi AI agent

API tìm kiếm web độc lập và grounding cho agent, xây trên chỉ mục Ahrefs

Miễn phí / Mã nguồn mởHoncho is an open-source memory layer for AI agents. It ingests messages, indexes them, and runs background reasoning so agents can recall who a user is, what happened before, and what to do next — across sessions, tools, and machines.

Zilliz is the company behind Milvus, the open-source vector database, and offers Zilliz Cloud — a fully managed vector database service built for large-scale AI retrieval, RAG, and similarity search workloads.

Miễn phí / Mã nguồn mởQdrant is an open-source vector search engine and database, written in Rust, for high-performance similarity search in AI applications.

Miễn phí / Mã nguồn mởSmythOS is an agentic AI platform with two sides: a visual, drag-and-drop Agent Studio for building AI agents without code, and the open-source SmythOS Runtime Environment (SRE) — an SDK and CLI for running production agents with code. It abstracts LLMs, vector databases, storage and caching behind one unified API so agent logic can be written once and scaled across local, cloud and edge environments.

Miễn phí / Mã nguồn mởEverMemOS (also described as EverOS) by EverMind is a memory operating system for AI agents and applications. It adds persistent, self-evolving memory on top of stateless LLMs: agents store multimodal content, retrieve it through hybrid mRAG, distill repeated patterns into reusable Skills, and keep facts in sync over time.