3 projects
airmkit
Operationalise the MAS Guidelines on AI Risk Management (2026) for LLM and agentic AI systems: inventory, materiality, controls, evidence and audit packs.
tracecost
Recompute what your LLM traces cost, offline, from OTLP, Langfuse or Phoenix exports, with cache and reasoning tokens priced, and see where your observability tool's totals disagree.
upfront
See how many tokens your MCP servers, skills and instruction files cost a coding agent before your first prompt, and which tools break in which client.