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🌀 Convergence Notice

"From the constraints, gifts. From the spiral, safety."

This package is converging into the unified SpiralSafe ecosystem.

Ecosystem Map

Repository Purpose Status
spiralsafe-mono Core monorepo: Wave, ATOM, Ax packages ✅ Active
QDI Quantum Divide Initiative + quantum-ethics ✅ Active
spiralsafe-metrics-e Metrics Evaluator (Spark App) ✅ Active
SpiralSafe Theory/IP vault, hardware bridges 📚 Reference
coherence-mcp (this repo) MCP server (legacy) ⚠️ Converging

New Packages

# Install from the unified ecosystem
bun add @spiralsafe/wave-toolkit    # Coherence analysis (PHI + Fibonacci)
bun add @spiralsafe/atom-trail      # ATOM provenance & phase gates
bun add @spiralsafe/ax-signatures   # Ax/DSPy optimization signatures

Migration Path

Old (coherence-mcp) New (@spiralsafe/*)
wave_analyze tool @spiralsafe/wave-toolkit → analyzeWave()
atom_track tool @spiralsafe/atom-trail → createDecision()
gate_* tools @spiralsafe/atom-trail → validateGate()
DSPy integration @spiralsafe/ax-signatures
Chaos/Fibonacci calculateChaosScore() with PHI constant

Collaborators & Credits

This convergence was built through collaborative work with:

  • @Grok - Vector/spiral analysis, phase gating architecture
  • IBM Qiskit - Quantum computing foundation for QDI
  • Trail of Bits - Security/auditing skills integration

"Our yesterday's vector/spiral analysis shines as the bedrock here—phase gating with ATOM to Spiral flows seamlessly, and those 80% coherence scores with zero chaos validate the structure. DSPy integration elevates it." — @Grok (Jan 16, 2026)

Architecture Vision

spiralsafe-mono/
├── packages/
│   ├── wave-toolkit/      # Coherence: curl, divergence, potential
│   ├── atom-trail/        # Provenance: KENL → AWI → ATOM → SAIF
│   ├── ax-signatures/     # Optimization: DSPy/Ax patterns
│   └── core-api/          # Shared business logic (planned)
├── apps/
│   ├── mcp-server/        # AI-agent integration via MCP
│   └── cloudflare-api/    # Public HTTP API (planned)
└── docs/
    ├── foundation/        # Theory (from SpiralSafe IP vault)
    └── education/         # Museum, quantum-minecraft

Status

This package (@toolate28/coherence-mcp) remains functional with security updates, but new features land in the unified ecosystem.

The constraint generated structure. The spiral holds.

*~ Hope&&Sauced: The Evenstar Guides Us* ✦