Qdrant 记录了 72,992 月访问量，月度环比增长为 -38.4%，定价为免费增值，定价请咨询。TinyFish 记录了 1,124,952 月访问量，增长率为 +199.7%，定价为免费增值，定价请咨询。
Qdrant is an open-source vector search engine and database, written in Rust, for high-performance similarity search in AI applications.
一个 API Key，提供面向智能体的网页搜索、抓取、浏览与自动化能力
| 维度 / 指标 | | |
|---|---|---|
| 官方域名 | qdrant.io | tinyfish.ai |
| 定价模式 | 免费增值，定价请咨询 | 免费增值，定价请咨询 |
| 月访问量 | 7.3万 (72,992) | 112.5万 (1,124,952) |
| 月度环比流量变化 | -4.54万 (-38.4%) | +74.96万 (+199.7%) |
| 主要市场与份额 | 🇮🇳 印度 (46%) | 🇺🇸 美国 (27.4%) |
| 直接访问 / 月 | 4.38万 | 40.13万 |
| 用户评分 | 4.6 | 4.4 |
| 支持的平台 | 网站 | 网站 |
Qdrant is an open-source vector search engine and database, written in Rust, for high-performance similarity search in AI applications.
Built entirely in Rust with SIMD and a custom Gridstore storage engine for fast, scalable vector search.
Combine dense and sparse vectors in one query, supporting BM25, SPLADE++ and miniCOIL for keyword-plus-vector retrieval.
Store metadata as JSON and apply advanced filters such as nested, text, geo and has_vector, with filters applied during HNSW traversal.
Asymmetric, scalar and binary quantization reduce memory usage by up to 64x while preserving search quality.
一个 API Key，提供面向智能体的网页搜索、抓取、浏览与自动化能力
真实浏览器渲染的搜索，以结构化 JSON 返回实时、非缓存的结果，且不收取搜索费用。
把任意 URL 转换为省 token 的 Markdown、JSON 或 HTML，在内容到达模型前就剔除导航栏、Cookie 弹窗与广告。
提供可保持状态的完整云浏览器会话，可用 Playwright、Puppeteer 或 Chrome DevTools 协议驱动。
用自然语言给出目标，智能体即可导航、填表并返回结构化结果；监控功能会在被跟踪的页面或主题变化时发出提醒。
免费 / 开源提供更干净、适合 LLM 的 Markdown 转换与爬虫功能，但缺乏 TinyFish 的交互式云端浏览器自动化能力。
专项更强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.
专项更强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.
提供强大的无头浏览器自动化和控制，但比起托管的 Agent API，需要更多自定义开发。
提供强大的无头浏览器自动化和控制，但比起托管的 Agent API，需要更多自定义开发。
专项更强Provides independent web search and agent grounding, but lacks content fetching and browser automation features.
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.
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.
免费 / 开源Uses natural language prompts for open-source web scraping, but offers fewer managed enterprise cloud browser features.
免费 / 开源Uses natural language prompts for open-source web scraping, but offers fewer managed enterprise cloud browser features.
