paiml/
paiml-mcp-agent-toolkit
paiml/paiml-mcp-agent-toolkitConnectors
Pragmatic AI Labs MCP Agent Toolkit - An MCP Server designed to make code with agents more deterministic
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Pragmatic AI Labs MCP Agent Toolkit - An MCP Server designed to make code with agents more deterministic

Vestige enhances agents by deterministic root-cause retrieval that reaches backward through time to find the quiet change, decision, or service that caused today’s failure, not the lookalike.