poolprobe

A doctor for OpenAI-compatible model pools: probes every model,…

• llm-pool
• diagnostics
• stdlib
• health-check
• llm
• monitoring
• openai-compatible
• python
• stdlib-only

What it is

A doctor for OpenAI-compatible model pools: probes every model, classifies each failure (ALIVE, TRANSIENT, CREDENTIAL, PERMANENT) and refuses to prune anything alive — five independent guards must agree before a death verdict. Stdlib only.

Доктор для OpenAI-совместимых пулов моделей: прогоняет каждую модель, классифицирует отказ (ALIVE, TRANSIENT, CREDENTIAL, PERMANENT) и не даёт снести живое — смерть подтверждают пять независимых проверок. Только stdlib.

Install

pip install poolprobe                 # stdlib engine, generic gateway lane

Python. Standard library first: the tool reads the data you point it at and sends nothing anywhere.

Where it fits

Use it when the output has to hold up to parsing or review, not when the voice is the point. Every rule can produce a false positive, so treat the findings as candidates for a rewrite.

Repository

https://gitlab.com/ameobius-ai/poolprobe — source, issue tracker and documentation.

Other projects by the same author: ameobius-ai.gitlab.io.

Live product: https://gitlab.com/ameobius-ai/poolprobe.