
Airtop
An intelligent browser automation platform enabling AI agents to interact with websites through natural language commands.
🛡️ AgentReady threat assessment
MAESTRO 7-layer threat model + OWASP AIVSS risk score for Airtop, derived from its capabilities.
Overview
FLAMEHAVEN FileSearch is an open-source, self-hosted RAG document search engine you can run locally (Docker or Python). It supports multi-format ingestion (PDF, DOCX, TXT, MD) and provides keyword, semantic, and hybrid search modes (with typo correction). Results include source attribution, and the API includes production features like API-key authentication with permissions, rate limiting, audit logging, batch search, and an admin dashboard. It integrates with Google Gemini (via GEMINI_API_KEY) and supports a lightweight local store plus optional components such as Redis caching and Postgres/pgvector for higher-performance deployments.
Key features
- browser automation
- natural language processing
- cloud browsers
- web scraping
- AI integration
Use cases
- Automating web interactions such as logging in, data extraction, and form submissions.
- Developing AI agents capable of navigating complex websites requiring authentication.
- Implementing scalable cloud browser infrastructure for AI-driven web automation.
- Integrating human-in-the-loop capabilities for supervised AI agent operations.