PROJECT KAIZEN
From Local Git Repos to Universal AI Context
A read-only architecture for portable AI context · Git stays the source of truth
1. SOURCE OF TRUTH
Local Git Forge
Infrastructure Repos
Application Repos
Service Docs
Runbooks
Skill Repos
Tooling Repos
Connector Repo
Read-only
Deploy Key
2. READ-ONLY INGEST
(Internal)
Packs repos & skills
into clean context
Manifest (files, sizes, tokens)
Include / Exclude Patterns
Token Protected Endpoints
/{token}/{owner}/{repo}
/{token}/{owner}/{repo}/manifest
OUTPUT
Packed Markdown
(Context)
Manifest
(JSON)
Internal
Token Auth
3. OAUTH MCP CONNECTOR
(Public Interface)
OAuth protected MCP server
exposes clean tools
list_repos
list_skills
search
fetch
get_repo_manifest
pack_skill
pack_repo_context
Curated Catalog (Aliases)
repo:project/main
→
git:org/project
skill:infra-troubleshooting
→
git:skills/infra
OAuth 2.0
(HTTPS)
4. AI CLIENTS / AGENTS
(Cloud & Local)
ChatGPT
Claude
Grok
Custom Agents
VS Code / Extensions
Local Models (UI)
Fresh Context
On Demand
5. OPERATOR LOOP
(You Control)
Scripts Repo (SSH)
Bootstrap Terminals
Install Helpers
Sync Skills & Tools
Keep Environments Consistent
SECURITY BY DESIGN
Cloud AI gets context, not credentials. Read-only by construction.
ONE SOURCE OF TRUTH
Git remains the authority. AI reads fresh context, not stale memory.
UNIVERSAL AI CONTEXT
Repos → Ingest → MCP → AI Clients. Fresh. Portable. Secure.
OPERATIONALLY USEFUL
AI becomes useful without becoming trusted. Reference, not authority.
STOP CARRYING CONTEXT
No copy-paste. No archaeology. Just current context, on demand.