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Description
Tabstack is a managed web extraction, research, and automation API designed to help developers build live-web features without maintaining browser infrastructure or scraping pipelines. Users can send a URL, structured schema, research question, or plain-language task and receive clean data, cited research, or completed web actions from a single API call. The platform includes endpoints for extracting schema-matched JSON, converting pages into clean Markdown, generating structured outputs, running cited research agents, and automating browser tasks. Tabstack handles the reasoning, rendering, schema enforcement, browser execution, and orchestration behind the scenes so teams can focus on building products instead of managing extraction systems. Its research endpoint reads the live web, selects sources, synthesizes answers, and returns citations on claims, making it useful for trustworthy research agents. Its automation endpoint can navigate, click, fill forms, and complete multi-step workflows on third-party sites, with interactive pauses when human input is needed. Tabstack also supports TypeScript and Python SDKs, MCP integration, CLI access, and streaming responses over SSE. Developers can use it for lead enrichment, competitive monitoring, knowledge base ingestion, workflow automation, booking flows, product data extraction, and in-app research. With privacy controls, no model training on user data, and plans ranging from free credits to enterprise quotas, Tabstack gives teams a practical backend for AI agents that need to understand and act on the web.
Description
TinyFish is a web infrastructure platform for developers and AI teams building agents and applications that need to access or operate across the web.
The platform includes four connected product surfaces:
1. Search provides agent-optimized web search with current results structured for AI consumption.
2. Fetch extracts clean content from specified URLs and returns it as markdown, JSON, or HTML. It supports dynamic, JavaScript-heavy, and single-page application websites.
3. Browser provides managed cloud Chrome sessions, fingerprinting, session infrastructure, scaling, and browser management.
4. Web Agent takes a goal and a URL, navigates a website, works through filters and pagination, fills forms, authenticates when required, and returns the requested result.
5. Vault and Profiles support Web Agent workflows by securely handling credentials and identity for authenticated website operations.
Together, these capabilities allow developers to move from web discovery and content retrieval into complete, multi-step web operations without assembling and maintaining separate infrastructure products.
API Access
Has API
Yes
API Access
Has API
No
Integrations
HTML
Yes
JSON
Yes
Cursor
No
Dify
No
Markdown
Yes
Model Context Protocol (MCP)
No
OpenClaw
No
Python
No
Vercel
No
n8n
No
Integrations
HTML
Yes
JSON
Yes
Cursor
Yes
Dify
Yes
Markdown
No
Model Context Protocol (MCP)
Yes
OpenClaw
Yes
Python
Yes
Vercel
Yes
n8n
Yes
Pricing Details
No price information available.
Free Trial
No
Free Version
No
Pricing Details
$0.016
Pay as you go
INCLUDES
– Search and Fetch free at any Wallet balance
– Agent ($0.0016 per step - limit: 2 concurrent runs and Browser ($0.002 -limit: 5 concurrent sessions) metered against your Wallet
– No subscription and no monthly minimum
– Vault + Profile
– Auto-reload
– SDKs, CLI, and MCP
INCLUDES
– Search and Fetch free at any Wallet balance
– Agent ($0.0016 per step - limit: 2 concurrent runs and Browser ($0.002 -limit: 5 concurrent sessions) metered against your Wallet
– No subscription and no monthly minimum
– Vault + Profile
– Auto-reload
– SDKs, CLI, and MCP
Free Trial
Yes
Free Version
Yes
Deployment
Web-Based
Yes
On-Premises
No
iPhone App
No
iPad App
No
Android App
No
Windows
No
Mac
No
Linux
No
Chromebook
No
Deployment
Web-Based
Yes
On-Premises
No
iPhone App
No
iPad App
No
Android App
No
Windows
No
Mac
No
Linux
No
Chromebook
No
Customer Support
Business Hours
No
Live Rep (24/7)
No
Online Support
Yes
Customer Support
Business Hours
No
Live Rep (24/7)
No
Online Support
Yes
Types of Training
Training Docs
Yes
Webinars
No
Live Training (Online)
No
In Person
No
Types of Training
Training Docs
Yes
Webinars
No
Live Training (Online)
No
In Person
No
Vendor Details
Company Name
Mozilla
Founded
2025
Country
United States
Website
tabstack.ai/
Vendor Details
Company Name
TinyFish
Founded
2024
Country
United States
Website
www.tinyfish.ai/