HydraDB OSS vs Polygres

Der KI-Workspace, in dem Teams und Agenten gemeinsam Arbeit erledigen

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.

Such- und Inferenz-APIs, die KI-Modellen Echtzeit-Webdaten liefern

KI-Suche und Retrieval-Plattform für moderne Apps und Commerce

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.

Eine Memory- und Continual-Learning-Engine, die jedem KI-Agenten dauerhaften Kontext gibt

Unabhängige Websuche und Agent-Grounding-API auf Basis des Ahrefs-Index

Kostenlos / Open SourceHoncho 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.

Kostenlos / Open SourceQdrant is an open-source vector search engine and database, written in Rust, for high-performance similarity search in AI applications.

Kostenlos / Open SourceSmythOS 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.

Kostenlos / Open SourceEverMemOS (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.