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TraceRoot

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Automate bug fixes and improve code quality with AI-driven insights

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Agents Testing QA

Overview

Agent Herbie is a distributed AI agent designed for secure, private, and real-time operations. It supports on-premise and air-gapped deployments, enabling local and offline functionality.

Key Features:

  • Distributed AI agent architecture
  • Operates in secure environments
  • Ensures private inference and execution
  • Supports offline functionality
  • Designed for on-premise deployments
  • Compatible with air-gapped operations

Use Cases:

  • Deployments requiring strict data privacy and security
  • Operations in environments without internet connectivity
  • Real-time decision-making in isolated or sensitive systems

Benefits:

  • Enhanced data security and privacy through local processing
  • Reliable operation independent of external network access
  • Reduced latency for critical applications in real-time environments

Capabilities

  • Ingests traces and logs via TraceRoot SDK (Python and TypeScript) to Cloud or self-hosted instance
  • Visualizes execution traces, spans, and log clusters in a trace explorer UI
  • Runs AI agents that analyze traces, logs, metrics and repository context for root-cause reasoning
  • Produces natural-language root-cause summaries and execution-tree explanations in chat/agent UI
  • Generates GitHub issues and drafts or creates GitHub PRs with suggested code changes
  • Auto-triages production errors by detecting recent error logs and surfacing prioritized incidents
  • Correlates Slack conversations and Notion docs with telemetry to add investigative context
  • Supports bring-your-own LLMs (OpenAI, Anthropic) and local models for agent reasoning
  • Provides self-host deployment via one-line Docker script; UI serves at localhost:3000, API at :8000
  • Publishes open-source SDKs and examples on PyPI and npm for instrumenting apps and multi-agent flows
  • Allows selecting spans or trace paths to guide agents and focus analysis on specific execution paths
  • Operates multi-agent workflows (GitHub agent, Slack agent, Notion agent) that collaborate on fixes

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