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Breadcrumb

Breadcrumb

Open-source LLM tracing for agent visibility

176upvotes
Launched March 26, 2026

About Breadcrumb

Breadcrumb is an open-source, self-hosted solution designed for developers seeking transparent and efficient LLM tracing. It acts as the Plausible of LLM monitoring, providing an easy setup—just three lines of code—to track and understand what AI agents are doing in real-time. Built with simplicity in mind, Breadcrumb automatically detects issues such as incorrect tool calls, looping behaviors, oversized models, and cost spikes, alerting developers before problems escalate. Its user-friendly interface allows users to query traces in plain English and visualize data through insightful charts, making debugging and optimization straightforward. Ideal for teams prioritizing privacy, customization, and lightweight monitoring, Breadcrumb offers a no-nonsense approach to managing complex LLM workflows without the bloat of enterprise tools.

Pros

  • Open-source and self-hosted for full control and customization
  • Simple setup with just three lines of code
  • Automatic issue detection and alerting for common LLM pitfalls
  • User-friendly interface with plain English query capability
  • Lightweight alternative to enterprise-grade tools

Cons

  • Limited integrations compared to larger enterprise solutions
  • May require technical expertise to self-host and maintain
  • Features may be less extensive than paid, commercial tools

Use Cases

1Monitoring and debugging AI agent workflows during development
2Tracking model usage and detecting cost spikes in real-time
3Identifying incorrect tool calls or looping behaviors in LLM applications
4Ensuring model performance and reliability in production environments
5Visualizing trace data for better understanding of agent actions
6Maintaining transparency in open-source AI projects

Pricing

Open-source and free to self-host, with potential costs related to infrastructure and maintenance. No built-in paid plans; users manage hosting and updates themselves.

Quick Info

Upvotes176
Comments7
Launched3/26/2026

Topics

Open SourceAnalyticsDeveloper ToolsGitHub

Alternatives

LangSmith
LangFuse
Plausible (for analytics)
OpenAI's API monitoring tools
Custom logging solutions with tools like Elasticsearch or Prometheus

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