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verbalogicproject-creator

GlassBox OS

by verbalogicproject-creator
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Python

GlassBox OS

A source-first orchestration and knowledge-indexing toolkit that makes architectural capabilities inspectable through one Python API and MCP surface.

Status: Early-stage research implementation. The repository includes the orchestrator, context/indexing utilities, compatibility MCP adapters, Eco Index experiments, Declarum prototype, tests, and architecture reports. Some component-map entries remain placeholders.

Quick source verification

The non-invasive checks below require only Python 3.11 or newer and do not install packages or modify system configuration:

python -m compileall -q orchestrator mcp-servers mcp_servers scripts tests
python -c "from orchestrator.atomic_ingest import atomic_ingest_session, recover; from orchestrator.discovery_resolver import resolve; print('portable imports: ok')"
python -m orchestrator.cli inspect README.md

For the full dependency installation and six-part foundation smoke suite, see docs/INSTALLING.md. Review the platform-specific commands before running them: the Termux path includes package-manager and optional ADB steps.

Related MCP server: Qdrant Neo4j Crawl4AI MCP Server

Architectural commitment

Declare structure first, validate at boundaries, multi-modal access (human / AI / voice / code) through the same declared layer. Engelbart-style intelligence augmentation in 2026 form.

Invariants:

  • No neural embedder at any cycle — named-attribute methodology, Claude IS the scorer

  • All persistence text-format-dumped at commit time (via gitsqlite + npz2json) — fresh clone = full AI memory, no binary bloat

  • Single FastMCP-mux process exposes 7 namespaces — survives Claude Code's 60s startup wall + Android's Phantom Process Killer ceiling

  • Atomic multi-store ingest via POSIX rename — no silent stale fusion

Component map (11 layers)

Layer

Component

Status

L1 substrate

declarum

placeholder (Stage 1.1)

L2 cognition

nlke-metacog + nlke-ml + tool_design_assistant

placeholder (Stage 1.1)

L3 voice modality

voice-graph-rag

Cycle 3

L4a inline annotations

claude-context-kit CLAUDE-CTX

Cycle 2

L4b folder maps

aria-personal/ctx-skill + ctx-to-kg.py

placeholder (Stage 1.1)

L4c source AST

indexer (tree-sitter + 5-dim ctx embed)

placeholder (Stage 1.1)

L5 persona-template

4D-persona

Cycle 2

L6 code-analysis

claude-arch-inventory

Cycle 2

L7 RAG

kg-rag-toolkit + sdk-agent

Cycle 3

L8 orchestrator

cascade-ai/mcps/eco-system

placeholder (Stage 1.1)

L9 multi-project

hive-mind

DEFERRED

License

Apache-2.0. See LICENSE.

Tool Schema Changelog

Recent tool additions, removals, and schema changes observed during successful MCP inspections. Dates show when Glama detected each change.

No tool schema history has been recorded yet.

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