
The AI workspace where teams and agents get work done together
Kit for AI records 0 monthly visits with 0% month-over-month growth and Freemium pricing. TinyFish records 1,124,952 monthly visits with +199.7% growth and Freemium, Contact for Pricing pricing.

Persistent memory and grounded knowledge for AI agents, delivered as native MCP tools
| Dimension / Metric | ![]() | ![]() |
|---|---|---|
| Official Domain | kitforai.com | tinyfish.ai |
| Pricing Model | Freemium | Freemium, Contact for Pricing |
| Monthly Visits | 0 (0) | 1.12M (1,124,952) |
| MoM Traffic Delta | 0 (0%) | +749.57K (+199.7%) |
| Primary Market & Share | 🌐 Global (—) | 🇺🇸 United States (27.4%) |
| Direct Visits / mo | 0 | 401.32K |
| User Rating | 4.2 | 4.4 |
| Supported Platforms | Website | Website |

Persistent memory and grounded knowledge for AI agents, delivered as native MCP tools
remember, recall and search operations ship as native MCP tools that plug into Claude, Cursor and other MCP agents in one command, with the same capabilities available over REST.
PDFs, Word, Excel, PowerPoint, CSV, HTML, images (via OCR) and YouTube links are converted into chunked, model-ready Markdown, including JS-heavy and region-specific web pages.
Group documents into searchable knowledge bases so the agent answers from your sources and shows which passage an answer came from, with a visual graph of connected documents.
Vector embeddings catch paraphrases while full-text search catches exact terms, codes and names, fused with reciprocal rank fusion and reranked so the best passage surfaces first.

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.

The AI workspace where teams and agents get work done together

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.

Give your AI agents secure, authenticated access to 1,700+ apps
Give your AI agents secure, authenticated access to 1,700+ apps
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.

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 universal context engine connecting agents to data, tools, and models
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.

A memory and continual-learning engine that gives any AI agent persistent context
A memory and continual-learning engine that gives any AI agent persistent context