Reasoning Models Python Packages

dialectical-framework

An open-source AI reasoning framework that uses dialectics, semantic graphs, and polarity management to drive LLMs toward objective synthesis and advanced human-AI collaborative decision-making.

deepsearcher

Open Source Deep Research Alternative to Reason and Search on Private Data. Written in Python.

unswallow

Detect and recover tool calls trapped or malformed inside LLM reasoning channels. Production-grade, zero-dependency recovery engine for vLLM, SGLang, and llama.cpp.

msmf

Community registry of LLM serving-path traps that produce confidently wrong measurements: templates, tool parsers, reasoning fields, quant kernel paths, CUDA toolchains, KV allocation, eval harnesses, versioning. Symptom-first, with the check that catches each.

model-serving-minefield

Community registry of LLM serving-path traps that produce confidently wrong measurements: templates, tool parsers, reasoning fields, quant kernel paths, CUDA toolchains, KV allocation, eval harnesses, versioning. Symptom-first, with the check that catches each.