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calibrated-confidence

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sara-star-quant / presence

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Per-repo memory, outcome telemetry, and a calibrated-confidence gate for Claude Code, with MCP and AGENTS.md projections so other AI coding tools can read its context. Notes survive sessions; success claims need test evidence; your reverts are remembered. Local-only, stdlib runtime.

hooks mcp python3 claude developer-productivity coding-assistant ai-tools prompt-engineering anthropic ai-pair-programming mcp-server agent-memory claude-code agentic-coding agents-md claude-code-plugin llm-tooling session-continuity calibrated-confidence compliance-redaction
  • Updated Apr 28, 2026
  • Python

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