Ragie records 7,557 monthly visits with -26.8% month-over-month growth and Freemium, Free Trial, Free pricing. TinyFish records 1,124,952 monthly visits with +199.7% growth and Freemium, Contact for Pricing pricing.
The managed context engine for agents, assistants and apps
One API key for agent-grade web search, fetch, browsing and automation
| Dimension / Metric | | |
|---|---|---|
| Official Domain | ragie.ai | tinyfish.ai |
| Pricing Model | Freemium, Free Trial, Free | Freemium, Contact for Pricing |
| Monthly Visits | 7.56K (7,557) | 1.12M (1,124,952) |
| MoM Traffic Delta | -2.77K (-26.8%) | +749.57K (+199.7%) |
| Primary Market & Share | 🇺🇸 United States (47.5%) | 🇺🇸 United States (27.4%) |
| Direct Visits / mo | 2.99K | 401.32K |
| User Rating | 4.4 | 4.4 |
| Supported Platforms | Website | Website |
The managed context engine for agents, assistants and apps
Ragie builds and combines vector, keyword and summary indexes so retrieval surfaces accurate context rather than leaning on embeddings alone.
Sync content automatically from Google Drive, Notion, Confluence, Slack and many other sources, or embed connectors so your own customers connect their data.
Text, PDFs, images, audio and video all flow through one unified pipeline, producing clean context packs regardless of the source format.
Extract structured elements including tables, forms, charts and key-value pairs from documents, with precise bounding boxes for full traceability.
One API key for agent-grade web search, fetch, browsing and automation
Real browser-rendered search that returns structured JSON with fresh, uncached results from the live web, with no search fee.
Convert any URL into token-efficient Markdown, JSON or HTML, stripping navigation bars, cookie banners and ads before they reach your model.
Full cloud browser sessions with persistent state that you drive with Playwright, Puppeteer or the Chrome DevTools Protocol.
Give an agent a goal in plain English and it navigates, fills forms and returns structured results; monitoring fires alerts when a tracked page or topic changes.
Features a massive marketplace of ready-to-run scrapers, though it operates more as an actor platform than a raw API.
Features a massive marketplace of ready-to-run scrapers, though it operates more as an actor platform than a raw API.
Free / Open-sourceProvides cleaner LLM-ready markdown conversion and crawling, but lacks TinyFish's interactive cloud browser automation capabilities.
Free / Open-sourceProvides cleaner LLM-ready markdown conversion and crawling, but lacks TinyFish's interactive cloud browser automation capabilities.
Offers superior neural web search designed for AI agents, but provides less comprehensive raw browser automation tools.
Delivers enterprise-grade proxy networks and scraping infrastructure, but involves a steeper learning curve than TinyFish.
Delivers enterprise-grade proxy networks and scraping infrastructure, but involves a steeper learning curve than TinyFish.
AI search and retrieval platform for modern apps and commerce
Free / Open-sourceTurn any document into AI-ready context with agentic parsing and extraction
Free / Open-sourceTurn any document into AI-ready context with agentic parsing and extraction
The managed vector database and knowledge engine for production AI
Excels at converting URLs into clean markdown and embeddings, but lacks dedicated browser actuation and live search endpoints.
Excels at converting URLs into clean markdown and embeddings, but lacks dedicated browser actuation and live search endpoints.
Gives you robust headless browser automation and control, but requires more custom development than managed agent APIs.
Gives you robust headless browser automation and control, but requires more custom development than managed agent APIs.
SpecialistProvides independent web search and agent grounding, but lacks content fetching and browser automation features.
SpecialistProvides independent web search and agent grounding, but lacks content fetching and browser automation features.
Fully managed Vector Lakebase and vector database for enterprise AI, built by the creators of Milvus
Fully managed Vector Lakebase and vector database for enterprise AI, built by the creators of Milvus
Free / Open-sourceUses natural language prompts for open-source web scraping, but offers fewer managed enterprise cloud browser features.
Free / Open-sourceUses natural language prompts for open-source web scraping, but offers fewer managed enterprise cloud browser features.
