Why this fit
Teams evaluating AI models, assistants and generative workflows, particularly AI agents that connect over MCP and privacy-sensitive setups β source available on GitHub.
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Catalogue record
github.com
π π π πͺ π§ - Persistent user identity across AI tools. Stores preferences, lessons, and decisions as local JSON; 13 core MCP tools share them...
Field notes
π π π πͺ π§ - Persistent user identity across AI tools. Stores preferences, lessons, and decisions as local JSON; 13 core MCP tools share them with Claude Code, Cursor, Codex, and any MCP client. Knowledge governance (stagingβverified), AES-256-GCM encryption, cross-tool sync. pip install piia-engram
Best for
Teams evaluating AI models, assistants and generative workflows, particularly AI agents that connect over MCP and privacy-sensitive setups β source available on GitHub.
Known limitations
Workflows that require fully deterministic, auditable outputs with no human review step.
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Evidence summary
Why this fit
Teams evaluating AI models, assistants and generative workflows, particularly AI agents that connect over MCP and privacy-sensitive setups β source available on GitHub.
Known limitations
Workflows that require fully deterministic, auditable outputs with no human review step.
Catalogue confidence
Catalogue data checked Oct 27, 2026.
GitHub-backed record with source-attributed context.
Repository context
GitHub / Patdolitse/piia-engram
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