raga-ai-hub/RagaAI-Catalyst
RagaAI Catalyst is a Python SDK platform for observability, monitoring, and evaluation of AI agents and LLM projects, featuring tracing, debugging, advanced analytics, and project management tools.
Awesome AI Agents › Agent Monitoring Tools
Apache HertzBeat is an AI-powered next-generation open source real-time observability system designed to provide unified metrics and logs collection, centralized alerting distribution, intelligent management, and analysis. It operates without requiring an agent, supports high-performance clustering, and offers powerful custom monitoring and status page building capabilities. The platform integrates collection, analysis, alerting, and notification into a single system, enhanced with AI-powered interactions and features under HertzBeat AI, along with built-in MCP Server capabilities. It supports a unified metrics platform that is agentless and Prometheus-compatible, covering application services, programs, databases, caches, operating systems, big data, middleware, web servers, cloud-native environments, networks, and custom monitoring. The unified logging platform integrates multiple log sources through the OTLP protocol for reporting. The alerting platform consolidates internal alerts with various external alert sources, providing unified alert processing and analysis with flexible real-time and periodic threshold rules, grouping convergence, silence, and suppression features. Alerts are distributed through multiple channels including Email, Discord, Slack, Telegram, DingTalk, WeChat, FeiShu, SMS, Webhook, and ServerChan. The system allows configuration of protocols such as Http, Jmx, Ssh, Snmp, Jdbc, and Prometheus via online YML template files, enabling quick adaptation to new monitoring types like Kubernetes or Docker. It supports horizontal expansion of multi-collector clusters, multi-isolated network monitoring, and cloud-edge collaboration. Additionally, it offers powerful status page building capabilities to communicate real-time service status to users. The architecture supports various metric collection types defined as YML templates, encouraging community contributions for customized monitoring templates. Overall, Apache HertzBeat aims to help users quickly and conveniently achieve comprehensive observability requirements with AI intelligence, powerful customization, multi-type support, high performance, and easy scalability.
https://github.com/apache/hertzbeat
RagaAI Catalyst is a Python SDK platform for observability, monitoring, and evaluation of AI agents and LLM projects, featuring tracing, debugging, advanced analytics, and project management tools.
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