Qdrant 每月有 72,992 次造訪，月增率 -38.4%，定價模式為免費增值、需聯絡報價。TinyFish 每月有 1,124,952 次造訪，成長率 +199.7%，定價模式為免費增值、需聯絡報價。
Qdrant is an open-source vector search engine and database, written in Rust, for high-performance similarity search in AI applications.
一個 API Key，提供面向 AI 代理的網頁搜尋、擷取、瀏覽與自動化能力
| 面向／指標 | | |
|---|---|---|
| 官方網域 | qdrant.io | tinyfish.ai |
| 定價模式 | 免費增值、需聯絡報價 | 免費增值、需聯絡報價 |
| 每月造訪次數 | 7.3萬 (72,992) | 112.5萬 (1,124,952) |
| 月流量變化量 | -4.54萬 (-38.4%) | +74.96萬 (+199.7%) |
| 主要市場與市佔 | 🇮🇳 印度 (46%) | 🇺🇸 美國 (27.4%) |
| 每月直接造訪 | 4.38萬 | 40.13萬 |
| 使用者評分 | 4.6 | 4.4 |
| 支援平台 | 網站 | 網站 |
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.
一個 API Key，提供面向 AI 代理的網頁搜尋、擷取、瀏覽與自動化能力
真實瀏覽器渲染的搜尋，以結構化 JSON 回傳即時、非快取的結果，且不收取搜尋費用。
把任意 URL 轉為節省 token 的 Markdown、JSON 或 HTML，在內容送達模型前即移除導覽列、Cookie 彈窗與廣告。
提供可維持狀態的完整雲端瀏覽器工作階段，可用 Playwright、Puppeteer 或 Chrome DevTools 協定驅動。
用自然語言給出目標，代理即可導覽、填表並回傳結構化結果；監控功能會在追蹤的頁面或主題變動時發出通知。
免費 / 開源提供更乾淨、適合 LLM 的 Markdown 轉換與爬蟲功能，但缺乏 TinyFish 的互動式雲端瀏覽器自動化能力。
專項更強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.
專項更強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.
提供強大的無頭瀏覽器自動化與控制，但比起託管的 Agent API，需要更多自訂開發。
提供強大的無頭瀏覽器自動化與控制，但比起託管的 Agent API，需要更多自訂開發。
專項更強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.
免費 / 開源Uses natural language prompts for open-source web scraping, but offers fewer managed enterprise cloud browser features.
免費 / 開源Uses natural language prompts for open-source web scraping, but offers fewer managed enterprise cloud browser features.
