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Macareux Atlas Framework

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A CMS adapter architecture for building secure, permission-aware AI assistants.

CMS platforms stay the source of truth for identity, authorization, and content. Your AI agent (Assistant Core) handles intent, reranking, and answers. Adapters connect them with a small, stable HTTP contract — so one agent implementation can talk to Concrete CMS, WordPress, a headless CMS, Salesforce, Kintone, or other knowledge systems without rewriting the agent.

Atlas reuses the CMS’s existing search. You do not need a separate RAG pipeline, vector store, or content copy to get started.

Knowledge belongs to the CMS. Understanding belongs to AI. Trust belongs to the boundary between them.

Why Atlas

Macareux Atlas Custom RAG / vector DB CMS-native AI chatbot plugin Direct LLM + CMS APIs
Respects CMS permissions at answer time Yes — adapter enforces per session Often weak — embeddings usually indexed once; ACL sync is hard Varies; often public-only or admin-only Easy to get wrong; caller must reimplement authz
Agent reusable across CMS / services Yes — same Core, swap adapter No — new index + pipeline per source No — locked to one CMS No — custom glue per system
Retrieval model Existing CMS keyword search + two-phase hydrate Embeddings, chunking, vector store, reindex jobs Vendor-specific Ad hoc queries
Ops / cost to stand up Adapter + shared secret; use CMS search you already have High — ingest, embed, store, refresh, monitor drift Install plugin; limited control Medium–high engineering
Content ownership / security boundary Explicit — only adapter-returned content may be answered Split — copy of content lives in vector store Inside one CMS product Unclear unless you design it
Adapter / integration effort Small, contract-driven (3 endpoints) Large per knowledge source N/A (not a framework) Large, one-off

Atlas fits teams that already trust their CMS search and permissions and want AI on top — without copying knowledge into a separate RAG store.

What’s in this repository

Included Not included
Framework specification Assistant Core (AI orchestration)
OpenAPI contract Browser chat widgets
CMS adapters (Concrete CMS reference) LLM provider integrations

Assistant Core and chat UIs are separate (often private) projects. This repo defines how they must talk to a CMS through an adapter.

Architecture

flowchart TB
  browser[Browser / chat UI]
  adapter[CMS Adapter]
  core[Assistant Core]
  llm[LLM provider]
  cms[CMS search and permissions]

  browser -->|"session/start"| adapter
  browser -->|"user message + session token"| core
  core -->|"HMAC + search / feedback"| adapter
  adapter --> cms
  core --> llm
Loading

The CMS Adapter is the security boundary. Only content the adapter returns for the current session may be used in answers.

Adapter API (three endpoints)

Endpoint Caller Purpose
POST .../assistant/session/start Browser Mint an opaque assistantSessionToken (CMS auth + optional CAPTCHA)
POST .../assistant/search-candidates Assistant Core Two-phase search: overview then detail
POST .../assistant/feedback Assistant Core Forward ratings (±1)

Live example

The Concrete CMS Help site maintained by Macareux Digital runs the Concrete CMS Atlas adapter in production.

Organizations already on Concrete CMS can install the reference adapter and start building an agent against the published contract today.

Quick start by role

Role Start here
New to Atlas docs/framework.md
Building Assistant Core (your AI agent) docs/integration-assistant-core.mdopenapi/atlas-api.yaml
Writing a new CMS / service adapter docs/building-adapters.md
Operating the Concrete CMS adapter adapter/concretecms/md_atlas_adaptor/README.md

Repository layout

atlas-framework/
├── docs/                          # Architecture and integration guides
├── openapi/atlas-api.yaml         # HTTP contract
├── adapter/
│   └── concretecms/
│       └── md_atlas_adaptor/      # Reference Concrete CMS 9+ package
├── CONTRIBUTING.md
├── SECURITY.md
└── LICENSE                        # MIT

Documentation index

Document Description
docs/framework.md Full architecture specification (v1.0)
docs/building-adapters.md How to implement a new adapter
docs/integration-assistant-core.md Guide for Assistant Core developers
openapi/atlas-api.yaml OpenAPI 3 schema
adapter/concretecms/md_atlas_adaptor/README.md Concrete CMS adapter install & config
CONTRIBUTING.md How to contribute

Contributing

New adapters (WordPress, Drupal, headless CMS, Salesforce, Kintone, …) are especially welcome. See CONTRIBUTING.md and docs/building-adapters.md.

License

MIT © 株式会社マカルーデジタル (Macareux Digital, Inc.)

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A CMS adapter architecture for building secure, permission-aware AI assistants.

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