anwer added to PyPI
Source: Pypi.org· August 3, 2026

Engine-agnostic profiler and observability toolkit for LLM inference systems
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Engine-agnostic profiler and observability toolkit for LLM inference systems
Offline local-LLM layer (Ollama / OpenAI-compatible) with SQLite storage and profiles.
Deterministic conversational state engine for LLM applications.
Persistent memory MCP server for AI agents (v0.18). 29 tools, self-growing graph without MCP sampling, poisoning quarantine: bitemporal facts, sqlx-migrate, BM25+MMR+OOD hybrid retrieval, graph metrics, conformal prediction, Hebbian/BCM, project scoping, tamp…

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