ContextOps toolkit for production AI agents. Compile, govern, scan, visualize & optimize LLM context before every model call — token budgets, policy governance, PII/secret scanning, Context Bill of Materials, diffing, Context MRI, MCP budgeting. Framework-agnostic. Local-first. Deterministic.
pythonmcpopenaiobservabilitygovernanceai-agentsragpii-detectionllmprompt-engineeringlangchainprompt-cachinganthropiclanggraphagentic-aipydantic-aisecrets-scanningcontext-engineeringcontextopstoken-budget
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Updated
Aug 1, 2026 - Python