{"repo":"Voightxyz/bitfrost","free":true,"listed":false,"github":"https://github.com/Voightxyz/bitfrost","clone":"git clone https://github.com/Voightxyz/bitfrost.git","description":"Drop-in OpenTelemetry observability for Python LLM apps. Standalone or with any OTLP backend — runs on your machine, sends nothing unless you ask.","language":"Python","stars":10,"topics":["ai-coding","monitoring","opentelemetry","python","llm","open-source"],"license":"MIT","category":"ai-agents","readme_excerpt":"bitfrost Drop-in OpenTelemetry observability for Python LLM apps. Standalone or with any OTLP backend — runs on your machine, sends nothing unless you ask it to. --- Bitfrost turns the OpenTelemetry spans your LLM libraries already emit into a clean, queryable event stream — in your terminal, in a local web dashboard, in SQLite, or shipped to any backend you choose. One line to start, zero accounts required. bitfrost serve capture.db — a local, offline dashboard. No account, no upload. Why bitfrost - Standalone first. Capture to your terminal, a JSONL file, or SQLite with zero configuration and zero network calls. Voight is one optional backend, never a requirement. - Drop-in. Built on the OpenTelemetry GenAI semantic conventions, so it works with the instrumentation libraries you already use — across both the v1.27 and v1.32+ attribute generations. - Batteries included. Five backends, four auto-instrument helpers, a rich CLI, an interactive TUI, and an offline web dashboard. - Private by default. Three privacy levels with PII scrubbing (12 patterns + Luhn) applied before any event leaves the process. - Never crashes your app. Every failure path degrades gracefully — a dead endpoint or a missing optional dependency never takes down your code. Install Python 3.10–3.13. Capture anywhere Pick a backend and pass it to any instrument helper (or quickstart ). All concrete backends live under bitfrost.backends. : Backend Import Use it for --- --- --- Console bitfrost.backends.consol","default_branch":null,"files":null,"tree":[],"storefront":"/r/Voightxyz","claimed":false,"request_supported":{"post":"https://gitbuyer.com/r/Voightxyz/bitfrost/request-supported","requests":0},"note":"indexed from public GitHub; nothing is for sale on this page. Clone it from GitHub. Paid listings live at /search."}