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What is Tabstack?

Tabstack is a managed web API platform that lets developers extract, research, generate, and automate across the live web without building their own scraping stack. The platform is designed for teams that want to pass in a URL, schema, question, or task and get back structured data, clean Markdown, cited answers, or completed browser actions. Its /extract/json endpoint returns schema-matched JSON from web pages, making it useful for product details, job listings, pricing pages, marketplaces, directories, and other structured web data. Its /extract/markdown endpoint converts pages into clean Markdown that can be used for RAG pipelines, documentation ingestion, product page indexing, and knowledge base workflows. The /generate/json capability supports reasoned structured output from user instructions, not just direct field extraction. The /research endpoint runs a live-web research agent that selects sources, reads pages, synthesizes findings, and returns cited answers with claim-level support. The /automate endpoint lets users describe a browser task in natural language and have Tabstack navigate, click, fill forms, and complete flows on websites the user does not control. Tabstack supports interactive mode for human input, JavaScript-heavy pages, streaming results over SSE, TypeScript and Python SDKs, MCP connectivity, and CLI access. Its Pilo browser engine is designed to reduce token usage compared with screenshot-heavy approaches while still enabling browser-based automation. Common use cases include competitive intelligence dashboards, lead enrichment pipelines, research agents, booking and checkout agents, back-office workflow automation, and knowledge base ingestion. With privacy-focused handling, no retained corpus, no data sold, no model training on user calls, and plans that include free trial credits, pay-as-you-go usage, team pricing, and enterprise options, Tabstack helps developers give products and AI agents reliable access to the live web.

What is Rafter?

Rafter is a security scanning tool tailored for developers, streamlining the detection and fixing of vulnerabilities within GitHub repositories with just a click or command. The platform offers a seamless integration experience through a web dashboard, command-line interface, or REST API, facilitating the analysis of JavaScript, TypeScript, and Python code to identify a range of issues, including exposed API keys, SQL injection vulnerabilities, XSS flaws, insecure dependencies, hardcoded credentials, and authentication weaknesses. The findings are categorized into three distinct sections: “Errors,” “Warnings,” and “Improvements,” each featuring detailed explanations, pinpointed code locations, remediation advice, and formatted prompts suitable for AI coding tools. Users can view results in both JSON and Markdown formats, automate scans within CI/CD pipelines, and easily incorporate scan results into their workflows. Rafter’s versatile functionality supports no-code, low-code, and full-code environments, empowering developers to implement proactive security measures early in the software development lifecycle. This not only simplifies the process but also enhances scalability as project demands evolve, allowing teams to uphold a strong security stance while efficiently delivering high-quality software. Consequently, Rafter plays a vital role in fostering a culture of security-minded development within teams, reinforcing the importance of maintaining secure coding practices throughout the development process.