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Catalyst by Zoho

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Description

Airweave is a versatile open-source platform that converts application data into knowledge suitable for AI agents, facilitating semantic searches across multiple applications, databases, and document repositories. By providing no-code solutions, instant synchronization of data, and scalable deployment options, it greatly simplifies the creation of intelligent agents. Users can effortlessly link their data sources through OAuth2, API keys, or database credentials and begin data synchronization with minimal setup, granting agents a unified search endpoint to retrieve essential information. With support for more than 100 connectors, including popular services like Google Drive, Slack, Notion, Jira, GitHub, and Salesforce, agents can tap into a diverse array of data sources. The platform manages the complete data pipeline, covering everything from authentication and extraction to embedding and serving, and automates various tasks such as data ingestion, enrichment, mapping, and synchronization to vector stores and graph databases. Additionally, this comprehensive approach allows users to focus on building innovative solutions rather than getting bogged down by technical details.

Description

Catalyst by Zoho is a full-stack, agent-ready cloud platform that brings together backend and platform services so teams can ship apps, microservices, integrations, UIs, dashboards, and AI-powered features from a single environment. Students can use it at no cost. The stack spans Compute, Storage (Stratus Object Storage, Relational Data Store, File Store, Cache), Hosting (Slate, AppSail), Intelligence (QuickML/AutoML, OCR, Object Detection, Face Analytics, Image Moderation, Barcode Scanning, Text Analytics), Automation (SmartBrowz, Pipelines CI/CD), and Platform capabilities (API Gateway, Auth, Mail, Push, Search, APM, Logging, Mobile Analytics, Domain Mapping, Security, Testing). For AI agents, it enforces scoped logins, blocks destructive commands in non-interactive sessions, and maintains complete audit logs across application, platform, and MCP tool calls, while supporting isolated environments and granular collaborator permissions. The pricing model includes a permanent $0 free tier with recurring monthly credits, a $250 credit bonus for the first 6 months after signup, and pay-as-you-go rates once free allowances are exceeded.